id sid tid token lemma pos bracis-28432 1 1 exploring explore VERB bracis-28432 1 2 artificial artificial ADJ bracis-28432 1 3 intelligence intelligence NOUN bracis-28432 1 4 methods method NOUN bracis-28432 1 5 for for ADP bracis-28432 1 6     SPACE bracis-28432 1 7 the the DET bracis-28432 1 8     SPACE bracis-28432 1 9 automatic automatic ADJ bracis-28432 1 10 measurement measurement NOUN bracis-28432 1 11 of of ADP bracis-28432 1 12     SPACE bracis-28432 1 13 a a DET bracis-28432 1 14     SPACE bracis-28432 1 15 new new ADJ bracis-28432 1 16 biomarker biomarker NOUN bracis-28432 1 17 aiming aim VERB bracis-28432 1 18 at at ADP bracis-28432 1 19     SPACE bracis-28432 1 20 glaucoma glaucoma NOUN bracis-28432 1 21 diagnosis diagnosis NOUN bracis-28432 1 22 | | ADV bracis-28432 1 23 springer springer NOUN bracis-28432 1 24 nature nature NOUN bracis-28432 1 25 link link PROPN bracis-28432 1 26 ( ( PUNCT bracis-28432 1 27 formerly formerly ADV bracis-28432 1 28 springerlink springerlink NOUN bracis-28432 1 29 ) ) PUNCT bracis-28432 1 30 skip skip VERB bracis-28432 1 31 to to ADP bracis-28432 1 32 main main ADJ bracis-28432 1 33 content content NOUN bracis-28432 1 34 advertisement advertisement NOUN bracis-28432 1 35 log log NOUN bracis-28432 1 36 in in ADP bracis-28432 1 37 menu menu NOUN bracis-28432 1 38 find find VERB bracis-28432 1 39 a a DET bracis-28432 1 40 journal journal NOUN bracis-28432 1 41 publish publish VERB bracis-28432 1 42 with with ADP bracis-28432 1 43 us we PRON bracis-28432 1 44 track track VERB bracis-28432 1 45 your your PRON bracis-28432 1 46 research research NOUN bracis-28432 1 47 search search NOUN bracis-28432 1 48 cart cart NOUN bracis-28432 1 49 home home NOUN bracis-28432 1 50 intelligent intelligent ADJ bracis-28432 1 51 systems system NOUN bracis-28432 1 52 conference conference NOUN bracis-28432 1 53 paper paper NOUN bracis-28432 1 54 exploring explore VERB bracis-28432 1 55 artificial artificial ADJ bracis-28432 1 56 intelligence intelligence NOUN bracis-28432 1 57 methods method NOUN bracis-28432 1 58 for for ADP bracis-28432 1 59     SPACE bracis-28432 1 60 the the DET bracis-28432 1 61     SPACE bracis-28432 1 62 automatic automatic ADJ bracis-28432 1 63 measurement measurement NOUN bracis-28432 1 64 of of ADP bracis-28432 1 65     SPACE bracis-28432 1 66 a a DET bracis-28432 1 67     SPACE bracis-28432 1 68 new new ADJ bracis-28432 1 69 biomarker biomarker NOUN bracis-28432 1 70 aiming aim VERB bracis-28432 1 71 at at ADP bracis-28432 1 72     SPACE bracis-28432 1 73 glaucoma glaucoma NOUN bracis-28432 1 74 diagnosis diagnosis NOUN bracis-28432 1 75 conference conference NOUN bracis-28432 1 76 paper paper NOUN bracis-28432 1 77 first first ADV bracis-28432 1 78 online online ADV bracis-28432 1 79 : : PUNCT bracis-28432 1 80 12 12 NUM bracis-28432 1 81 october october NOUN bracis-28432 1 82 2023 2023 NUM bracis-28432 1 83 pp pp ADP bracis-28432 1 84 455–469 455–469 NUM bracis-28432 1 85 cite cite VERB bracis-28432 1 86 this this DET bracis-28432 1 87 conference conference NOUN bracis-28432 1 88 paper paper NOUN bracis-28432 1 89 access access NOUN bracis-28432 1 90 provided provide VERB bracis-28432 1 91 by by ADP bracis-28432 1 92 university university PROPN bracis-28432 1 93 of of ADP bracis-28432 1 94 notre notre PROPN bracis-28432 1 95 dame dame PROPN bracis-28432 1 96 hesburgh hesburgh PROPN bracis-28432 1 97 library library PROPN bracis-28432 1 98 download download PROPN bracis-28432 1 99 book book NOUN bracis-28432 1 100 pdf pdf PROPN bracis-28432 1 101 download download NOUN bracis-28432 1 102 book book NOUN bracis-28432 1 103 epub epub PROPN bracis-28432 1 104 intelligent intelligent ADJ bracis-28432 1 105 systems system NOUN bracis-28432 1 106 ( ( PUNCT bracis-28432 1 107 bracis bracis NOUN bracis-28432 1 108 2023 2023 NUM bracis-28432 1 109 ) ) PUNCT bracis-28432 1 110 exploring explore VERB bracis-28432 1 111 artificial artificial ADJ bracis-28432 1 112 intelligence intelligence NOUN bracis-28432 1 113 methods method NOUN bracis-28432 1 114 for for ADP bracis-28432 1 115     SPACE bracis-28432 1 116 the the DET bracis-28432 1 117     SPACE bracis-28432 1 118 automatic automatic ADJ bracis-28432 1 119 measurement measurement NOUN bracis-28432 1 120 of of ADP bracis-28432 1 121     SPACE bracis-28432 1 122 a a DET bracis-28432 1 123     SPACE bracis-28432 1 124 new new ADJ bracis-28432 1 125 biomarker biomarker NOUN bracis-28432 1 126 aiming aim VERB bracis-28432 1 127 at at ADP bracis-28432 1 128     SPACE bracis-28432 1 129 glaucoma glaucoma NOUN bracis-28432 1 130 diagnosis diagnosis NOUN bracis-28432 1 131 download download NOUN bracis-28432 1 132 book book NOUN bracis-28432 1 133 pdf pdf PROPN bracis-28432 1 134 download download NOUN bracis-28432 1 135 book book PROPN bracis-28432 1 136 epub epub PROPN bracis-28432 1 137 gabriel gabriel PROPN bracis-28432 1 138 c. c. PROPN bracis-28432 1 139 fernandes9 fernandes9 PROPN bracis-28432 1 140 , , PUNCT bracis-28432 1 141 fabio fabio VERB bracis-28432 1 142 lavinsky9 lavinsky9 PROPN bracis-28432 1 143 , , PUNCT bracis-28432 1 144 sandro sandro PROPN bracis-28432 1 145 josé josé PROPN bracis-28432 1 146 rigo9 rigo9 PROPN bracis-28432 1 147 & & CCONJ bracis-28432 1 148 … … PUNCT bracis-28432 1 149 henrique henrique PROPN bracis-28432 1 150 c. c. PROPN bracis-28432 1 151 bohn9 bohn9 PROPN bracis-28432 1 152     SPACE bracis-28432 1 153 show show VERB bracis-28432 1 154 authors author NOUN bracis-28432 1 155 part part NOUN bracis-28432 1 156 of of ADP bracis-28432 1 157 the the DET bracis-28432 1 158 book book NOUN bracis-28432 1 159 series series NOUN bracis-28432 1 160 : : PUNCT bracis-28432 1 161 lecture lecture NOUN bracis-28432 1 162 notes note NOUN bracis-28432 1 163 in in ADP bracis-28432 1 164 computer computer NOUN bracis-28432 1 165 science science NOUN bracis-28432 1 166 ( ( PUNCT bracis-28432 1 167 ( ( PUNCT bracis-28432 1 168 lnai lnai ADJ bracis-28432 1 169 , , PUNCT bracis-28432 1 170 volume volume NOUN bracis-28432 1 171 14197 14197 NUM bracis-28432 1 172 ) ) PUNCT bracis-28432 1 173 ) ) PUNCT bracis-28432 1 174 included include VERB bracis-28432 1 175 in in ADP bracis-28432 1 176 the the DET bracis-28432 1 177 following follow VERB bracis-28432 1 178 conference conference NOUN bracis-28432 1 179 series series NOUN bracis-28432 1 180 : : PUNCT bracis-28432 1 181 brazilian brazilian ADJ bracis-28432 1 182 conference conference NOUN bracis-28432 1 183 on on ADP bracis-28432 1 184 intelligent intelligent ADJ bracis-28432 1 185 systems system NOUN bracis-28432 1 186 510 510 NUM bracis-28432 1 187 accesses access NOUN bracis-28432 1 188 abstract abstract ADJ bracis-28432 1 189 using use VERB bracis-28432 1 190 technologies technology NOUN bracis-28432 1 191 capable capable ADJ bracis-28432 1 192 of of ADP bracis-28432 1 193 providing provide VERB bracis-28432 1 194 retina retina NOUN bracis-28432 1 195 structure structure NOUN bracis-28432 1 196 high high ADJ bracis-28432 1 197 - - PUNCT bracis-28432 1 198 resolution resolution NOUN bracis-28432 1 199 images image NOUN bracis-28432 1 200 is be AUX bracis-28432 1 201 one one NUM bracis-28432 1 202 of of ADP bracis-28432 1 203 the the DET bracis-28432 1 204 most most ADV bracis-28432 1 205 widespread widespread ADJ bracis-28432 1 206 means mean NOUN bracis-28432 1 207 of of ADP bracis-28432 1 208 identifying identify VERB bracis-28432 1 209 structural structural ADJ bracis-28432 1 210 changes change NOUN bracis-28432 1 211 that that PRON bracis-28432 1 212 may may AUX bracis-28432 1 213 indicate indicate VERB bracis-28432 1 214 the the DET bracis-28432 1 215 onset onset NOUN bracis-28432 1 216 or or CCONJ bracis-28432 1 217 progression progression NOUN bracis-28432 1 218 of of ADP bracis-28432 1 219 visual visual ADJ bracis-28432 1 220 impairment impairment NOUN bracis-28432 1 221 . . PUNCT bracis-28432 2 1 automated automate VERB bracis-28432 2 2 glaucoma glaucoma NOUN bracis-28432 2 3 detection detection NOUN bracis-28432 2 4 using use VERB bracis-28432 2 5 optical optical ADJ bracis-28432 2 6 coherence coherence NOUN bracis-28432 2 7 tomography tomography NOUN bracis-28432 2 8 is be AUX bracis-28432 2 9 still still ADV bracis-28432 2 10 considered consider VERB bracis-28432 2 11 an an DET bracis-28432 2 12 area area NOUN bracis-28432 2 13 needing need VERB bracis-28432 2 14 further further ADJ bracis-28432 2 15 research research NOUN bracis-28432 2 16 . . PUNCT bracis-28432 3 1 several several ADJ bracis-28432 3 2 manual manual ADJ bracis-28432 3 3 analyzes analyze NOUN bracis-28432 3 4 are be AUX bracis-28432 3 5 currently currently ADV bracis-28432 3 6 performed perform VERB bracis-28432 3 7 over over ADP bracis-28432 3 8 the the DET bracis-28432 3 9 generated generate VERB bracis-28432 3 10 by by ADP bracis-28432 3 11 imaging imaging NOUN bracis-28432 3 12 equipment equipment NOUN bracis-28432 3 13 . . PUNCT bracis-28432 4 1 this this DET bracis-28432 4 2 work work NOUN bracis-28432 4 3 presents present VERB bracis-28432 4 4 an an DET bracis-28432 4 5 approach approach NOUN bracis-28432 4 6 to to PART bracis-28432 4 7 foster foster VERB bracis-28432 4 8 automatic automatic ADJ bracis-28432 4 9 glaucoma glaucoma NOUN bracis-28432 4 10 evaluation evaluation NOUN bracis-28432 4 11 considering consider VERB bracis-28432 4 12 convolutional convolutional ADJ bracis-28432 4 13 neural neural ADJ bracis-28432 4 14 networks network NOUN bracis-28432 4 15 for for ADP bracis-28432 4 16 semantic semantic ADJ bracis-28432 4 17 segmentation segmentation NOUN bracis-28432 4 18 of of ADP bracis-28432 4 19 retinal retinal ADJ bracis-28432 4 20 layers layer NOUN bracis-28432 4 21 through through ADP bracis-28432 4 22 optical optical ADJ bracis-28432 4 23 coherence coherence NOUN bracis-28432 4 24 tomography tomography NOUN bracis-28432 4 25 images image NOUN bracis-28432 4 26 and and CCONJ bracis-28432 4 27 image image NOUN bracis-28432 4 28 processing processing NOUN bracis-28432 4 29 for for ADP bracis-28432 4 30 measuring measure VERB bracis-28432 4 31 the the DET bracis-28432 4 32 cup cup NOUN bracis-28432 4 33 region region NOUN bracis-28432 4 34 in in ADP bracis-28432 4 35 the the DET bracis-28432 4 36 optic optic ADJ bracis-28432 4 37 nerve nerve NOUN bracis-28432 4 38 head head NOUN bracis-28432 4 39 portion portion NOUN bracis-28432 4 40 . . PUNCT bracis-28432 5 1 we we PRON bracis-28432 5 2 provide provide VERB bracis-28432 5 3 a a DET bracis-28432 5 4 quantitative quantitative ADJ bracis-28432 5 5 evaluation evaluation NOUN bracis-28432 5 6 comparing compare VERB bracis-28432 5 7 the the DET bracis-28432 5 8 results result NOUN bracis-28432 5 9 obtained obtain VERB bracis-28432 5 10 by by ADP bracis-28432 5 11 a a DET bracis-28432 5 12 specialist specialist ADJ bracis-28432 5 13 physician physician NOUN bracis-28432 5 14 . . PUNCT bracis-28432 6 1 the the DET bracis-28432 6 2 work work NOUN bracis-28432 6 3 ’s ’s PART bracis-28432 6 4 main main ADJ bracis-28432 6 5 contribution contribution NOUN bracis-28432 6 6 consists consist VERB bracis-28432 6 7 of of ADP bracis-28432 6 8 the the DET bracis-28432 6 9 first first ADJ bracis-28432 6 10 approach approach NOUN bracis-28432 6 11 supporting support VERB bracis-28432 6 12 the the DET bracis-28432 6 13 automation automation NOUN bracis-28432 6 14 of of ADP bracis-28432 6 15 a a DET bracis-28432 6 16 new new ADJ bracis-28432 6 17 biomarker biomarker NOUN bracis-28432 6 18 for for ADP bracis-28432 6 19 diagnosing diagnose VERB bracis-28432 6 20 glaucoma glaucoma NOUN bracis-28432 6 21 . . PUNCT bracis-28432 7 1 access access NOUN bracis-28432 7 2 provided provide VERB bracis-28432 7 3 by by ADP bracis-28432 7 4 university university PROPN bracis-28432 7 5 of of ADP bracis-28432 7 6 notre notre PROPN bracis-28432 7 7 dame dame PROPN bracis-28432 7 8 hesburgh hesburgh PROPN bracis-28432 7 9 library library PROPN bracis-28432 7 10 . . PUNCT bracis-28432 8 1 download download PROPN bracis-28432 8 2 conference conference NOUN bracis-28432 8 3 paper paper NOUN bracis-28432 8 4 pdf pdf NOUN bracis-28432 8 5 similar similar ADJ bracis-28432 8 6 content content NOUN bracis-28432 8 7 being be AUX bracis-28432 8 8 viewed view VERB bracis-28432 8 9 by by ADP bracis-28432 8 10 others other NOUN bracis-28432 8 11 artificial artificial ADJ bracis-28432 8 12 intelligence intelligence NOUN bracis-28432 8 13 and and CCONJ bracis-28432 8 14 glaucoma glaucoma NOUN bracis-28432 8 15 chapter chapter NOUN bracis-28432 8 16 © © PROPN bracis-28432 8 17 2021 2021 NUM bracis-28432 8 18 automated automate VERB bracis-28432 8 19 detection detection NOUN bracis-28432 8 20 of of ADP bracis-28432 8 21 glaucoma glaucoma NOUN bracis-28432 8 22 using use VERB bracis-28432 8 23 deep deep ADJ bracis-28432 8 24 learning learning NOUN bracis-28432 8 25 convolution convolution NOUN bracis-28432 8 26 network network NOUN bracis-28432 8 27 ( ( PUNCT bracis-28432 8 28 g g NOUN bracis-28432 8 29 - - PUNCT bracis-28432 8 30 net net NOUN bracis-28432 8 31 ) ) PUNCT bracis-28432 8 32 article article NOUN bracis-28432 8 33 03 03 NUM bracis-28432 8 34 april april PROPN bracis-28432 8 35 2019 2019 NUM bracis-28432 8 36 ai ai VERB bracis-28432 8 37 and and CCONJ bracis-28432 8 38 glaucoma glaucoma NOUN bracis-28432 8 39 chapter chapter NOUN bracis-28432 8 40 © © PROPN bracis-28432 8 41 2025 2025 NUM bracis-28432 8 42 explore explore VERB bracis-28432 8 43 related relate VERB bracis-28432 8 44 subjects subject NOUN bracis-28432 8 45 discover discover VERB bracis-28432 8 46 the the DET bracis-28432 8 47 latest late ADJ bracis-28432 8 48 articles article NOUN bracis-28432 8 49 , , PUNCT bracis-28432 8 50 books book NOUN bracis-28432 8 51 and and CCONJ bracis-28432 8 52 news news NOUN bracis-28432 8 53 in in ADP bracis-28432 8 54 related related ADJ bracis-28432 8 55 subjects subject NOUN bracis-28432 8 56 , , PUNCT bracis-28432 8 57 suggested suggest VERB bracis-28432 8 58 using use VERB bracis-28432 8 59 machine machine NOUN bracis-28432 8 60 learning learning NOUN bracis-28432 8 61 . . PUNCT bracis-28432 9 1 automated automate VERB bracis-28432 9 2 pattern pattern NOUN bracis-28432 9 3 recognition recognition NOUN bracis-28432 9 4 computational computational ADJ bracis-28432 9 5 intelligence intelligence NOUN bracis-28432 9 6 computer computer NOUN bracis-28432 9 7 vision vision NOUN bracis-28432 9 8 ophthalmology ophthalmology NOUN bracis-28432 9 9 artificial artificial ADJ bracis-28432 9 10 intelligence intelligence NOUN bracis-28432 9 11 computer computer NOUN bracis-28432 9 12 imaging imaging NOUN bracis-28432 9 13 , , PUNCT bracis-28432 9 14 vision vision NOUN bracis-28432 9 15 , , PUNCT bracis-28432 9 16 pattern pattern NOUN bracis-28432 9 17 recognition recognition NOUN bracis-28432 9 18 and and CCONJ bracis-28432 9 19 graphics graphic NOUN bracis-28432 9 20 1 1 NUM bracis-28432 9 21 introduction introduction NOUN bracis-28432 9 22 visual visual ADJ bracis-28432 9 23 impairments impairment NOUN bracis-28432 9 24 and and CCONJ bracis-28432 9 25 blindness blindness NOUN bracis-28432 9 26 can can AUX bracis-28432 9 27 appear appear VERB bracis-28432 9 28 at at ADP bracis-28432 9 29 any any DET bracis-28432 9 30 stage stage NOUN bracis-28432 9 31 of of ADP bracis-28432 9 32 life life NOUN bracis-28432 9 33 , , PUNCT bracis-28432 9 34 but but CCONJ bracis-28432 9 35 people people NOUN bracis-28432 9 36 over over ADP bracis-28432 9 37 50 50 NUM bracis-28432 9 38 are be AUX bracis-28432 9 39 more more ADV bracis-28432 9 40 likely likely ADJ bracis-28432 9 41 to to PART bracis-28432 9 42 have have VERB bracis-28432 9 43 some some DET bracis-28432 9 44 level level NOUN bracis-28432 9 45 of of ADP bracis-28432 9 46 disability disability NOUN bracis-28432 9 47 [ [ X bracis-28432 9 48 6 6 NUM bracis-28432 9 49 ] ] PUNCT bracis-28432 9 50 . . PUNCT bracis-28432 10 1 monitoring monitor VERB bracis-28432 10 2 through through ADP bracis-28432 10 3 periodic periodic ADJ bracis-28432 10 4 examinations examination NOUN bracis-28432 10 5 is be AUX bracis-28432 10 6 very very ADV bracis-28432 10 7 important important ADJ bracis-28432 10 8 as as SCONJ bracis-28432 10 9 it it PRON bracis-28432 10 10 makes make VERB bracis-28432 10 11 it it PRON bracis-28432 10 12 possible possible ADJ bracis-28432 10 13 to to PART bracis-28432 10 14 identify identify VERB bracis-28432 10 15 any any DET bracis-28432 10 16 change change NOUN bracis-28432 10 17 in in ADP bracis-28432 10 18 the the DET bracis-28432 10 19 structure structure NOUN bracis-28432 10 20 of of ADP bracis-28432 10 21 the the DET bracis-28432 10 22 retina retina NOUN bracis-28432 10 23 . . PUNCT bracis-28432 11 1 follow follow VERB bracis-28432 11 2 - - PUNCT bracis-28432 11 3 up up NOUN bracis-28432 11 4 through through ADP bracis-28432 11 5 clinical clinical ADJ bracis-28432 11 6 examinations examination NOUN bracis-28432 11 7 allows allow VERB bracis-28432 11 8 physicians physician NOUN bracis-28432 11 9 to to PART bracis-28432 11 10 have have VERB bracis-28432 11 11 an an DET bracis-28432 11 12 initial initial ADJ bracis-28432 11 13 assessment assessment NOUN bracis-28432 11 14 , , PUNCT bracis-28432 11 15 accompanied accompany VERB bracis-28432 11 16 by by ADP bracis-28432 11 17 intraocular intraocular ADJ bracis-28432 11 18 pressure pressure NOUN bracis-28432 11 19 ( ( PUNCT bracis-28432 11 20 iop iop NOUN bracis-28432 11 21 ) ) PUNCT bracis-28432 11 22 measurements measurement NOUN bracis-28432 11 23 , , PUNCT bracis-28432 11 24 a a DET bracis-28432 11 25 field field NOUN bracis-28432 11 26 of of ADP bracis-28432 11 27 view view NOUN bracis-28432 11 28 testing testing NOUN bracis-28432 11 29 , , PUNCT bracis-28432 11 30 and and CCONJ bracis-28432 11 31 structural structural ADJ bracis-28432 11 32 imaging imaging NOUN bracis-28432 11 33 parameters parameter NOUN bracis-28432 11 34 . . PUNCT bracis-28432 12 1 in in ADP bracis-28432 12 2 cases case NOUN bracis-28432 12 3 of of ADP bracis-28432 12 4 glaucoma glaucoma NOUN bracis-28432 12 5 , , PUNCT bracis-28432 12 6 the the DET bracis-28432 12 7 disease disease NOUN bracis-28432 12 8 may may AUX bracis-28432 12 9 begin begin VERB bracis-28432 12 10 with with ADP bracis-28432 12 11 a a DET bracis-28432 12 12 minimal minimal ADJ bracis-28432 12 13 disorder disorder NOUN bracis-28432 12 14 in in ADP bracis-28432 12 15 the the DET bracis-28432 12 16 nerve nerve NOUN bracis-28432 12 17 fibers fiber NOUN bracis-28432 12 18 , , PUNCT bracis-28432 12 19 almost almost ADV bracis-28432 12 20 invisible invisible ADJ bracis-28432 12 21 , , PUNCT bracis-28432 12 22 and and CCONJ bracis-28432 12 23 the the DET bracis-28432 12 24 loss loss NOUN bracis-28432 12 25 of of ADP bracis-28432 12 26 retinal retinal ADJ bracis-28432 12 27 ganglion ganglion NOUN bracis-28432 12 28 cells cell NOUN bracis-28432 12 29 ( ( PUNCT bracis-28432 12 30 rgc rgc NOUN bracis-28432 12 31 ) ) PUNCT bracis-28432 12 32 . . PUNCT bracis-28432 13 1 if if SCONJ bracis-28432 13 2 it it PRON bracis-28432 13 3 progresses progress VERB bracis-28432 13 4 to to ADP bracis-28432 13 5 the the DET bracis-28432 13 6 intermediate intermediate ADJ bracis-28432 13 7 stage stage NOUN bracis-28432 13 8 , , PUNCT bracis-28432 13 9 changes change NOUN bracis-28432 13 10 already already ADV bracis-28432 13 11 become become VERB bracis-28432 13 12 noticeable noticeable ADJ bracis-28432 13 13 in in ADP bracis-28432 13 14 the the DET bracis-28432 13 15 retinal retinal ADJ bracis-28432 13 16 nerve nerve NOUN bracis-28432 13 17 fiber fiber NOUN bracis-28432 13 18 layers layer NOUN bracis-28432 13 19 ( ( PUNCT bracis-28432 13 20 rnfl rnfl NOUN bracis-28432 13 21 ) ) PUNCT bracis-28432 13 22 , , PUNCT bracis-28432 13 23 along along ADP bracis-28432 13 24 with with ADP bracis-28432 13 25 peripheral peripheral ADJ bracis-28432 13 26 vision vision NOUN bracis-28432 13 27 loss loss NOUN bracis-28432 13 28 . . PUNCT bracis-28432 14 1 finally finally ADV bracis-28432 14 2 , , PUNCT bracis-28432 14 3 when when SCONJ bracis-28432 14 4 fully fully ADV bracis-28432 14 5 installed instal VERB bracis-28432 14 6 , , PUNCT bracis-28432 14 7 it it PRON bracis-28432 14 8 presents present VERB bracis-28432 14 9 serious serious ADJ bracis-28432 14 10 damage damage NOUN bracis-28432 14 11 and and CCONJ bracis-28432 14 12 great great ADJ bracis-28432 14 13 vision vision NOUN bracis-28432 14 14 loss loss NOUN bracis-28432 14 15 [ [ X bracis-28432 14 16 10 10 NUM bracis-28432 14 17 ] ] PUNCT bracis-28432 14 18 . . PUNCT bracis-28432 15 1 glaucoma glaucoma NOUN bracis-28432 15 2 is be AUX bracis-28432 15 3 a a DET bracis-28432 15 4 chronic chronic ADJ bracis-28432 15 5 and and CCONJ bracis-28432 15 6 progressive progressive ADJ bracis-28432 15 7 optic optic ADJ bracis-28432 15 8 neuropathy neuropathy ADJ bracis-28432 15 9 characterized characterize VERB bracis-28432 15 10 by by ADP bracis-28432 15 11 the the DET bracis-28432 15 12 death death NOUN bracis-28432 15 13 of of ADP bracis-28432 15 14 rgc rgc NOUN bracis-28432 15 15 associated associate VERB bracis-28432 15 16 with with ADP bracis-28432 15 17 increased increase VERB bracis-28432 15 18 cupping cupping NOUN bracis-28432 15 19 of of ADP bracis-28432 15 20 the the DET bracis-28432 15 21 optic optic ADJ bracis-28432 15 22 nerve nerve NOUN bracis-28432 15 23 head head NOUN bracis-28432 15 24 ( ( PUNCT bracis-28432 15 25 onh onh PROPN bracis-28432 15 26 ) ) PUNCT bracis-28432 15 27 and and CCONJ bracis-28432 15 28 a a DET bracis-28432 15 29 corresponding corresponding ADJ bracis-28432 15 30 loss loss NOUN bracis-28432 15 31 of of ADP bracis-28432 15 32 visual visual ADJ bracis-28432 15 33 field field NOUN bracis-28432 15 34 ( ( PUNCT bracis-28432 15 35 vf vf NOUN bracis-28432 15 36 ) ) PUNCT bracis-28432 15 37 . . PUNCT bracis-28432 16 1 several several ADJ bracis-28432 16 2 studies study NOUN bracis-28432 16 3 have have AUX bracis-28432 16 4 shown show VERB bracis-28432 16 5 that that SCONJ bracis-28432 16 6 the the DET bracis-28432 16 7 lamina lamina NOUN bracis-28432 16 8 cribosa cribosa NOUN bracis-28432 16 9 ( ( PUNCT bracis-28432 16 10 lc lc NOUN bracis-28432 16 11 ) ) PUNCT bracis-28432 16 12 has have VERB bracis-28432 16 13 a a DET bracis-28432 16 14 role role NOUN bracis-28432 16 15 in in ADP bracis-28432 16 16 the the DET bracis-28432 16 17 pathophysiology pathophysiology NOUN bracis-28432 16 18 of of ADP bracis-28432 16 19 glaucoma glaucoma NOUN bracis-28432 16 20 . . PUNCT bracis-28432 17 1 the the DET bracis-28432 17 2 lc lc PROPN bracis-28432 17 3 is be AUX bracis-28432 17 4 the the DET bracis-28432 17 5 major major ADJ bracis-28432 17 6 area area NOUN bracis-28432 17 7 related relate VERB bracis-28432 17 8 to to ADP bracis-28432 17 9 mechanical mechanical ADJ bracis-28432 17 10 damage damage NOUN bracis-28432 17 11 in in ADP bracis-28432 17 12 glaucoma glaucoma NOUN bracis-28432 17 13 , , PUNCT bracis-28432 17 14 and and CCONJ bracis-28432 17 15 the the DET bracis-28432 17 16 detailed detailed ADJ bracis-28432 17 17 assessment assessment NOUN bracis-28432 17 18 of of ADP bracis-28432 17 19 disease disease NOUN bracis-28432 17 20 - - PUNCT bracis-28432 17 21 related relate VERB bracis-28432 17 22 changes change NOUN bracis-28432 17 23 at at ADP bracis-28432 17 24 that that DET bracis-28432 17 25 site site NOUN bracis-28432 17 26 is be AUX bracis-28432 17 27 of of ADP bracis-28432 17 28 the the DET bracis-28432 17 29 most most ADV bracis-28432 17 30 relevant relevant ADJ bracis-28432 17 31 interest interest NOUN bracis-28432 17 32 in in ADP bracis-28432 17 33 understanding understand VERB bracis-28432 17 34 factors factor NOUN bracis-28432 17 35 concerning concern VERB bracis-28432 17 36 the the DET bracis-28432 17 37 development development NOUN bracis-28432 17 38 and and CCONJ bracis-28432 17 39 progression progression NOUN bracis-28432 17 40 of of ADP bracis-28432 17 41 glaucoma glaucoma NOUN bracis-28432 17 42 . . PUNCT bracis-28432 18 1 furthermore furthermore ADV bracis-28432 18 2 , , PUNCT bracis-28432 18 3 andrade andrade PROPN bracis-28432 18 4 and and CCONJ bracis-28432 18 5 coworkers coworker NOUN bracis-28432 18 6 have have AUX bracis-28432 18 7 also also ADV bracis-28432 18 8 proposed propose VERB bracis-28432 18 9 that that SCONJ bracis-28432 18 10 lc lc PROPN bracis-28432 18 11 structural structural ADJ bracis-28432 18 12 differences difference NOUN bracis-28432 18 13 could could AUX bracis-28432 18 14 be be AUX bracis-28432 18 15 responsible responsible ADJ bracis-28432 18 16 for for ADP bracis-28432 18 17 different different ADJ bracis-28432 18 18 effects effect NOUN bracis-28432 18 19 of of ADP bracis-28432 18 20 iop iop NOUN bracis-28432 18 21 on on ADP bracis-28432 18 22 the the DET bracis-28432 18 23 tissue tissue NOUN bracis-28432 18 24 , , PUNCT bracis-28432 18 25 contributing contribute VERB bracis-28432 18 26 to to ADP bracis-28432 18 27 individual individual ADJ bracis-28432 18 28 susceptibility susceptibility NOUN bracis-28432 18 29 to to ADP bracis-28432 18 30 glaucomatous glaucomatous ADJ bracis-28432 18 31 damage damage NOUN bracis-28432 18 32 mediated mediate VERB bracis-28432 18 33 by by ADP bracis-28432 18 34 the the DET bracis-28432 18 35 iop iop NOUN bracis-28432 19 1 [ [ X bracis-28432 19 2 1 1 NUM bracis-28432 19 3 ] ] PUNCT bracis-28432 19 4 . . PUNCT bracis-28432 20 1 the the DET bracis-28432 20 2 relationship relationship NOUN bracis-28432 20 3 between between ADP bracis-28432 20 4 structural structural ADJ bracis-28432 20 5 and and CCONJ bracis-28432 20 6 functional functional ADJ bracis-28432 20 7 damage damage NOUN bracis-28432 20 8 is be AUX bracis-28432 20 9 relevant relevant ADJ bracis-28432 20 10 for for ADP bracis-28432 20 11 diagnosing diagnose VERB bracis-28432 20 12 glaucoma glaucoma NOUN bracis-28432 20 13 . . PUNCT bracis-28432 21 1 the the DET bracis-28432 21 2 structural structural ADJ bracis-28432 21 3 evaluation evaluation NOUN bracis-28432 21 4 of of ADP bracis-28432 21 5 the the DET bracis-28432 21 6 onh onh PROPN bracis-28432 21 7 , , PUNCT bracis-28432 21 8 retinal retinal ADJ bracis-28432 21 9 nerve nerve NOUN bracis-28432 21 10 fiber fiber NOUN bracis-28432 21 11 layers layer NOUN bracis-28432 21 12 ( ( PUNCT bracis-28432 21 13 rnfl rnfl NOUN bracis-28432 21 14 ) ) PUNCT bracis-28432 21 15 , , PUNCT bracis-28432 21 16 and and CCONJ bracis-28432 21 17 macula macula VERB bracis-28432 21 18 , , PUNCT bracis-28432 21 19 when when SCONJ bracis-28432 21 20 analyzed analyze VERB bracis-28432 21 21 by by ADP bracis-28432 21 22 optical optical ADJ bracis-28432 21 23 coherence coherence NOUN bracis-28432 21 24 tomography tomography NOUN bracis-28432 21 25 ( ( PUNCT bracis-28432 21 26 oct oct PROPN bracis-28432 21 27 ) ) PUNCT bracis-28432 21 28 , , PUNCT bracis-28432 21 29 can can AUX bracis-28432 21 30 provide provide VERB bracis-28432 21 31 important important ADJ bracis-28432 21 32 clinical clinical ADJ bracis-28432 21 33 information information NOUN bracis-28432 21 34 for for ADP bracis-28432 21 35 the the DET bracis-28432 21 36 diagnosis diagnosis NOUN bracis-28432 21 37 of of ADP bracis-28432 21 38 glaucoma glaucoma NOUN bracis-28432 21 39 and and CCONJ bracis-28432 21 40 the the DET bracis-28432 21 41 evaluation evaluation NOUN bracis-28432 21 42 of of ADP bracis-28432 21 43 its its PRON bracis-28432 21 44 progression progression NOUN bracis-28432 21 45 [ [ X bracis-28432 21 46 11 11 NUM bracis-28432 21 47 ] ] PUNCT bracis-28432 21 48 . . PUNCT bracis-28432 22 1 optical optical ADJ bracis-28432 22 2 coherence coherence NOUN bracis-28432 22 3 tomography tomography NOUN bracis-28432 22 4 , , PUNCT bracis-28432 22 5 a a DET bracis-28432 22 6 technology technology NOUN bracis-28432 22 7 capable capable ADJ bracis-28432 22 8 of of ADP bracis-28432 22 9 providing provide VERB bracis-28432 22 10 high high ADJ bracis-28432 22 11 - - PUNCT bracis-28432 22 12 resolution resolution NOUN bracis-28432 22 13 images image NOUN bracis-28432 22 14 of of ADP bracis-28432 22 15 the the DET bracis-28432 22 16 structure structure NOUN bracis-28432 22 17 of of ADP bracis-28432 22 18 the the DET bracis-28432 22 19 retina retina NOUN bracis-28432 22 20 , , PUNCT bracis-28432 22 21 is be AUX bracis-28432 22 22 one one NUM bracis-28432 22 23 of of ADP bracis-28432 22 24 the the DET bracis-28432 22 25 most most ADV bracis-28432 22 26 commonly commonly ADV bracis-28432 22 27 used use VERB bracis-28432 22 28 means mean NOUN bracis-28432 22 29 of of ADP bracis-28432 22 30 inspecting inspect VERB bracis-28432 22 31 it it PRON bracis-28432 22 32 , , PUNCT bracis-28432 22 33 providing provide VERB bracis-28432 22 34 access access NOUN bracis-28432 22 35 to to ADP bracis-28432 22 36 the the DET bracis-28432 22 37 visualization visualization NOUN bracis-28432 22 38 of of ADP bracis-28432 22 39 the the DET bracis-28432 22 40 retinal retinal ADJ bracis-28432 22 41 layers layer NOUN bracis-28432 22 42 to to PART bracis-28432 22 43 monitor monitor VERB bracis-28432 22 44 changes change NOUN bracis-28432 22 45 in in ADP bracis-28432 22 46 thickness thickness NOUN bracis-28432 22 47 and and CCONJ bracis-28432 22 48 possible possible ADJ bracis-28432 22 49 deformations deformation NOUN bracis-28432 22 50 [ [ X bracis-28432 22 51 12 12 NUM bracis-28432 22 52 ] ] PUNCT bracis-28432 22 53 . . PUNCT bracis-28432 23 1 detecting detect VERB bracis-28432 23 2 progress progress NOUN bracis-28432 23 3 with with ADP bracis-28432 23 4 visual visual ADJ bracis-28432 23 5 field field NOUN bracis-28432 23 6 tests test NOUN bracis-28432 23 7 or or CCONJ bracis-28432 23 8 optic optic ADJ bracis-28432 23 9 disc disc NOUN bracis-28432 23 10 imaging imaging NOUN bracis-28432 23 11 methods method NOUN bracis-28432 23 12 is be AUX bracis-28432 23 13 limited limit VERB bracis-28432 23 14 due due ADP bracis-28432 23 15 to to ADP bracis-28432 23 16 the the DET bracis-28432 23 17 retrospective retrospective ADJ bracis-28432 23 18 nature nature NOUN bracis-28432 23 19 and and CCONJ bracis-28432 23 20 high high ADJ bracis-28432 23 21 variability variability NOUN bracis-28432 23 22 . . PUNCT bracis-28432 24 1 currently currently ADV bracis-28432 24 2 , , PUNCT bracis-28432 24 3 functional functional ADJ bracis-28432 24 4 and and CCONJ bracis-28432 24 5 structural structural ADJ bracis-28432 24 6 clinical clinical ADJ bracis-28432 24 7 tests test NOUN bracis-28432 24 8 suffer suffer VERB bracis-28432 24 9 from from ADP bracis-28432 24 10 the the DET bracis-28432 24 11 need need NOUN bracis-28432 24 12 for for ADP bracis-28432 24 13 analysis analysis NOUN bracis-28432 24 14 and and CCONJ bracis-28432 24 15 the the DET bracis-28432 24 16 significant significant ADJ bracis-28432 24 17 time time NOUN bracis-28432 24 18 delay delay NOUN bracis-28432 24 19 required require VERB bracis-28432 24 20 to to PART bracis-28432 24 21 establish establish VERB bracis-28432 24 22 disease disease NOUN bracis-28432 24 23 progression progression NOUN bracis-28432 24 24 and and CCONJ bracis-28432 24 25 response response NOUN bracis-28432 24 26 to to ADP bracis-28432 24 27 treatment treatment NOUN bracis-28432 24 28 . . PUNCT bracis-28432 25 1 so so ADV bracis-28432 25 2 does do VERB bracis-28432 25 3 the the DET bracis-28432 25 4 progress progress NOUN bracis-28432 25 5 of of ADP bracis-28432 25 6 the the DET bracis-28432 25 7 ganglion ganglion NOUN bracis-28432 25 8 cell cell NOUN bracis-28432 25 9 loss loss NOUN bracis-28432 25 10 over over ADP bracis-28432 25 11 that that DET bracis-28432 25 12 time time NOUN bracis-28432 25 13 . . PUNCT bracis-28432 26 1 there there PRON bracis-28432 26 2 is be VERB bracis-28432 26 3 , , PUNCT bracis-28432 26 4 therefore therefore ADV bracis-28432 26 5 , , PUNCT bracis-28432 26 6 a a DET bracis-28432 26 7 significant significant ADJ bracis-28432 26 8 unmet unmet NOUN bracis-28432 26 9 need need NOUN bracis-28432 26 10 for for SCONJ bracis-28432 26 11 glaucoma glaucoma NOUN bracis-28432 26 12 - - PUNCT bracis-28432 26 13 related relate VERB bracis-28432 26 14 biomarkers biomarker NOUN bracis-28432 26 15 to to PART bracis-28432 26 16 improve improve VERB bracis-28432 26 17 clinical clinical ADJ bracis-28432 26 18 trials trial NOUN bracis-28432 26 19 , , PUNCT bracis-28432 26 20 both both PRON bracis-28432 26 21 for for ADP bracis-28432 26 22 early early ADJ bracis-28432 26 23 diagnosis diagnosis NOUN bracis-28432 26 24 and and CCONJ bracis-28432 26 25 detection detection NOUN bracis-28432 26 26 of of ADP bracis-28432 26 27 disease disease NOUN bracis-28432 26 28 progression progression NOUN bracis-28432 26 29 . . PUNCT bracis-28432 27 1 biomarkers biomarker NOUN bracis-28432 27 2 then then ADV bracis-28432 27 3 present present VERB bracis-28432 27 4 a a DET bracis-28432 27 5 possibility possibility NOUN bracis-28432 27 6 to to PART bracis-28432 27 7 provide provide VERB bracis-28432 27 8 information information NOUN bracis-28432 27 9 that that PRON bracis-28432 27 10 will will AUX bracis-28432 27 11 eventually eventually ADV bracis-28432 27 12 affect affect VERB bracis-28432 27 13 the the DET bracis-28432 27 14 decisions decision NOUN bracis-28432 27 15 to to PART bracis-28432 27 16 be be AUX bracis-28432 27 17 taken take VERB bracis-28432 27 18 clinically clinically ADV bracis-28432 27 19 [ [ X bracis-28432 27 20 3 3 NUM bracis-28432 27 21 ] ] PUNCT bracis-28432 27 22 . . PUNCT bracis-28432 28 1 combining combine VERB bracis-28432 28 2 new new ADJ bracis-28432 28 3 technologies technology NOUN bracis-28432 28 4 , , PUNCT bracis-28432 28 5 such such ADJ bracis-28432 28 6 as as ADP bracis-28432 28 7 imaging imaging NOUN bracis-28432 28 8 methods method NOUN bracis-28432 28 9 ( ( PUNCT bracis-28432 28 10 oct oct NOUN bracis-28432 28 11 ) ) PUNCT bracis-28432 28 12 and and CCONJ bracis-28432 28 13 clinical clinical ADJ bracis-28432 28 14 evaluation evaluation NOUN bracis-28432 28 15 based base VERB bracis-28432 28 16 on on ADP bracis-28432 28 17 parameters parameter NOUN bracis-28432 28 18 , , PUNCT bracis-28432 28 19 is be AUX bracis-28432 28 20 one one NUM bracis-28432 28 21 way way NOUN bracis-28432 28 22 to to PART bracis-28432 28 23 assess assess VERB bracis-28432 28 24 glaucoma glaucoma NOUN bracis-28432 28 25 ’s ’s PART bracis-28432 28 26 criticality criticality NOUN bracis-28432 28 27 continuously continuously ADV bracis-28432 28 28 . . PUNCT bracis-28432 29 1 optical optical ADJ bracis-28432 29 2 coherence coherence NOUN bracis-28432 29 3 tomography tomography NOUN bracis-28432 29 4 provides provide VERB bracis-28432 29 5 relevant relevant ADJ bracis-28432 29 6 information information NOUN bracis-28432 29 7 such such ADJ bracis-28432 29 8 as as ADP bracis-28432 29 9 cup cup NOUN bracis-28432 29 10 - - PUNCT bracis-28432 29 11 to to ADP bracis-28432 29 12 - - PUNCT bracis-28432 29 13 disc disc NOUN bracis-28432 29 14 ratio ratio NOUN bracis-28432 29 15 ( ( PUNCT bracis-28432 29 16 cdr cdr PROPN bracis-28432 29 17 ) ) PUNCT bracis-28432 29 18 , , PUNCT bracis-28432 29 19 cup cup NOUN bracis-28432 29 20 volume volume NOUN bracis-28432 29 21 , , PUNCT bracis-28432 29 22 rim rim NOUN bracis-28432 29 23 area area NOUN bracis-28432 29 24 , , PUNCT bracis-28432 29 25 and and CCONJ bracis-28432 29 26 rim rim NOUN bracis-28432 29 27 volume volume NOUN bracis-28432 29 28 . . PUNCT bracis-28432 30 1 evaluations evaluation NOUN bracis-28432 30 2 carried carry VERB bracis-28432 30 3 out out ADP bracis-28432 30 4 by by ADP bracis-28432 30 5 oct oct PROPN bracis-28432 30 6 demonstrated demonstrate VERB bracis-28432 30 7 that that SCONJ bracis-28432 30 8 regions region NOUN bracis-28432 30 9 such such ADJ bracis-28432 30 10 as as ADP bracis-28432 30 11 bruch bruch NOUN bracis-28432 30 12 ’s ’s PART bracis-28432 30 13 membrane membrane NOUN bracis-28432 30 14 opening opening NOUN bracis-28432 30 15 ( ( PUNCT bracis-28432 30 16 bmo bmo NOUN bracis-28432 30 17 ) ) PUNCT bracis-28432 30 18 for for ADP bracis-28432 30 19 the the DET bracis-28432 30 20 internal internal ADJ bracis-28432 30 21 limiting limit VERB bracis-28432 30 22 membrane membrane NOUN bracis-28432 30 23 ( ( PUNCT bracis-28432 30 24 ilm ilm NOUN bracis-28432 30 25 ) ) PUNCT bracis-28432 30 26 are be AUX bracis-28432 30 27 correlated correlate VERB bracis-28432 30 28 with with ADP bracis-28432 30 29 the the DET bracis-28432 30 30 thickness thickness NOUN bracis-28432 30 31 of of ADP bracis-28432 30 32 the the DET bracis-28432 30 33 rfnl rfnl NOUN bracis-28432 30 34 . . PUNCT bracis-28432 31 1 as as ADV bracis-28432 31 2 well well ADV bracis-28432 31 3 as as ADP bracis-28432 31 4 the the DET bracis-28432 31 5 posterior posterior ADJ bracis-28432 31 6 lc lc PROPN bracis-28432 31 7 , , PUNCT bracis-28432 31 8 a a DET bracis-28432 31 9 histopathological histopathological ADJ bracis-28432 31 10 mark mark NOUN bracis-28432 31 11 of of ADP bracis-28432 31 12 glaucoma glaucoma NOUN bracis-28432 31 13 deformation deformation NOUN bracis-28432 31 14 was be AUX bracis-28432 31 15 demonstrated demonstrate VERB bracis-28432 31 16 in in ADP bracis-28432 31 17 the the DET bracis-28432 31 18 deep deep ADJ bracis-28432 31 19 part part NOUN bracis-28432 31 20 of of ADP bracis-28432 31 21 the the DET bracis-28432 31 22 onh onh PROPN bracis-28432 31 23 structure structure NOUN bracis-28432 31 24 . . PUNCT bracis-28432 32 1 this this DET bracis-28432 32 2 information information NOUN bracis-28432 32 3 , , PUNCT bracis-28432 32 4 made make VERB bracis-28432 32 5 available available ADJ bracis-28432 32 6 by by ADP bracis-28432 32 7 the the DET bracis-28432 32 8 imaging imaging NOUN bracis-28432 32 9 method method NOUN bracis-28432 32 10 , , PUNCT bracis-28432 32 11 allowed allow VERB bracis-28432 32 12 the the DET bracis-28432 32 13 correlation correlation NOUN bracis-28432 32 14 of of ADP bracis-28432 32 15 both both DET bracis-28432 32 16 regions region NOUN bracis-28432 32 17 , , PUNCT bracis-28432 32 18 where where SCONJ bracis-28432 32 19 lavinsky lavinsky NOUN bracis-28432 32 20 and and CCONJ bracis-28432 32 21 coworkers coworker NOUN bracis-28432 32 22 formulated formulate VERB bracis-28432 32 23 the the DET bracis-28432 32 24 hypothesis hypothesis NOUN bracis-28432 32 25 that that SCONJ bracis-28432 32 26 it it PRON bracis-28432 32 27 would would AUX bracis-28432 32 28 be be AUX bracis-28432 32 29 helpful helpful ADJ bracis-28432 32 30 as as ADP bracis-28432 32 31 a a DET bracis-28432 32 32 quantitative quantitative ADJ bracis-28432 32 33 evaluation evaluation NOUN bracis-28432 32 34 parameter parameter NOUN bracis-28432 32 35 of of ADP bracis-28432 32 36 onh onh PROPN bracis-28432 32 37 remodeling remodeling NOUN bracis-28432 32 38 in in ADP bracis-28432 32 39 glaucoma glaucoma NOUN bracis-28432 32 40 [ [ X bracis-28432 32 41 11 11 NUM bracis-28432 32 42 ] ] PUNCT bracis-28432 32 43 . . PUNCT bracis-28432 33 1 bmo bmo PROPN bracis-28432 33 2 and and CCONJ bracis-28432 33 3 lc lc PROPN bracis-28432 33 4 represent represent VERB bracis-28432 33 5 the the DET bracis-28432 33 6 legs leg NOUN bracis-28432 33 7 of of ADP bracis-28432 33 8 a a DET bracis-28432 33 9 right right ADJ bracis-28432 33 10 triangle triangle NOUN bracis-28432 33 11 and and CCONJ bracis-28432 33 12 result result VERB bracis-28432 33 13 in in ADP bracis-28432 33 14 the the DET bracis-28432 33 15 evaluation evaluation NOUN bracis-28432 33 16 by by ADP bracis-28432 33 17 discovering discover VERB bracis-28432 33 18 the the DET bracis-28432 33 19 hypotenuse hypotenuse NOUN bracis-28432 33 20 of of ADP bracis-28432 33 21 the the DET bracis-28432 33 22 vertical vertical ADJ bracis-28432 33 23 region region NOUN bracis-28432 33 24 of of ADP bracis-28432 33 25 the the DET bracis-28432 33 26 onh onh PROPN bracis-28432 33 27 cup cup PROPN bracis-28432 33 28 . . PUNCT bracis-28432 34 1 the the DET bracis-28432 34 2 results result NOUN bracis-28432 34 3 are be AUX bracis-28432 34 4 presented present VERB bracis-28432 34 5 as as ADP bracis-28432 34 6 a a DET bracis-28432 34 7 morphometric morphometric ADJ bracis-28432 34 8 biomarker biomarker NOUN bracis-28432 34 9 . . PUNCT bracis-28432 35 1 studies study NOUN bracis-28432 35 2 regarding regard VERB bracis-28432 35 3 the the DET bracis-28432 35 4 automatization automatization NOUN bracis-28432 35 5 of of ADP bracis-28432 35 6 oct oct PROPN bracis-28432 35 7 image image NOUN bracis-28432 35 8 analyses analysis NOUN bracis-28432 35 9 can can AUX bracis-28432 35 10 foster foster VERB bracis-28432 35 11 automatic automatic ADJ bracis-28432 35 12 support support NOUN bracis-28432 35 13 for for ADP bracis-28432 35 14 evaluating evaluate VERB bracis-28432 35 15 the the DET bracis-28432 35 16 retina retina NOUN bracis-28432 35 17 ’s ’s PART bracis-28432 35 18 structure structure NOUN bracis-28432 35 19 and and CCONJ bracis-28432 35 20 identifying identify VERB bracis-28432 35 21 diseases disease NOUN bracis-28432 35 22 such such ADJ bracis-28432 35 23 as as ADP bracis-28432 35 24 glaucoma glaucoma NOUN bracis-28432 35 25 . . PUNCT bracis-28432 36 1 these these DET bracis-28432 36 2 approaches approach NOUN bracis-28432 36 3 aim aim VERB bracis-28432 36 4 to to PART bracis-28432 36 5 perform perform VERB bracis-28432 36 6 accurate accurate ADJ bracis-28432 36 7 analyses analysis NOUN bracis-28432 36 8 , , PUNCT bracis-28432 36 9 especially especially ADV bracis-28432 36 10 with with ADP bracis-28432 36 11 large large ADJ bracis-28432 36 12 volumes volume NOUN bracis-28432 36 13 of of ADP bracis-28432 36 14 data datum NOUN bracis-28432 36 15 [ [ X bracis-28432 36 16 5 5 NUM bracis-28432 36 17 , , PUNCT bracis-28432 36 18 17 17 NUM bracis-28432 36 19 ] ] PUNCT bracis-28432 36 20 . . PUNCT bracis-28432 37 1 the the DET bracis-28432 37 2 studies study NOUN bracis-28432 37 3 of of ADP bracis-28432 37 4 the the DET bracis-28432 37 5 retina retina NOUN bracis-28432 37 6 structures structure NOUN bracis-28432 37 7 are be AUX bracis-28432 37 8 also also ADV bracis-28432 37 9 supported support VERB bracis-28432 37 10 by by ADP bracis-28432 37 11 the the DET bracis-28432 37 12 rapid rapid ADJ bracis-28432 37 13 advancement advancement NOUN bracis-28432 37 14 in in ADP bracis-28432 37 15 scanning scan VERB bracis-28432 37 16 technologies technology NOUN bracis-28432 37 17 , , PUNCT bracis-28432 37 18 which which PRON bracis-28432 37 19 enable enable VERB bracis-28432 37 20 more more ADJ bracis-28432 37 21 researchers researcher NOUN bracis-28432 37 22 to to PART bracis-28432 37 23 obtain obtain VERB bracis-28432 37 24 images image NOUN bracis-28432 37 25 with with ADP bracis-28432 37 26 a a DET bracis-28432 37 27 high high ADJ bracis-28432 37 28 amount amount NOUN bracis-28432 37 29 of of ADP bracis-28432 37 30 information information NOUN bracis-28432 37 31 [ [ X bracis-28432 37 32 16 16 NUM bracis-28432 37 33 , , PUNCT bracis-28432 37 34 18 18 NUM bracis-28432 37 35 ] ] PUNCT bracis-28432 37 36 . . PUNCT bracis-28432 38 1 computational computational ADJ bracis-28432 38 2 methods method NOUN bracis-28432 38 3 such such ADJ bracis-28432 38 4 as as ADP bracis-28432 38 5 computer computer NOUN bracis-28432 38 6 vision vision NOUN bracis-28432 38 7 and and CCONJ bracis-28432 38 8 deep deep ADJ bracis-28432 38 9 learning learning NOUN bracis-28432 38 10 can can AUX bracis-28432 38 11 support support VERB bracis-28432 38 12 the the DET bracis-28432 38 13 necessary necessary ADJ bracis-28432 38 14 oct oct NOUN bracis-28432 38 15 image image NOUN bracis-28432 38 16 analysis analysis NOUN bracis-28432 38 17 . . PUNCT bracis-28432 39 1 they they PRON bracis-28432 39 2 allow allow VERB bracis-28432 39 3 the the DET bracis-28432 39 4 resolution resolution NOUN bracis-28432 39 5 of of ADP bracis-28432 39 6 problems problem NOUN bracis-28432 39 7 such such ADJ bracis-28432 39 8 as as ADP bracis-28432 39 9 segmentation segmentation NOUN bracis-28432 39 10 , , PUNCT bracis-28432 39 11 and and CCONJ bracis-28432 39 12 pattern pattern NOUN bracis-28432 39 13 identification identification NOUN bracis-28432 39 14 . . PUNCT bracis-28432 40 1 this this DET bracis-28432 40 2 research research NOUN bracis-28432 40 3 aimed aim VERB bracis-28432 40 4 to to PART bracis-28432 40 5 contribute contribute VERB bracis-28432 40 6 improving improve VERB bracis-28432 40 7 the the DET bracis-28432 40 8 way way NOUN bracis-28432 40 9 of of ADP bracis-28432 40 10 extracting extract VERB bracis-28432 40 11 information information NOUN bracis-28432 40 12 related relate VERB bracis-28432 40 13 to to ADP bracis-28432 40 14 a a DET bracis-28432 40 15 new new ADJ bracis-28432 40 16 biomarker biomarker NOUN bracis-28432 40 17 on on ADP bracis-28432 40 18 the the DET bracis-28432 40 19 progress progress NOUN bracis-28432 40 20 of of ADP bracis-28432 40 21 glaucoma glaucoma NOUN bracis-28432 40 22 . . PUNCT bracis-28432 41 1 the the DET bracis-28432 41 2 importance importance NOUN bracis-28432 41 3 of of ADP bracis-28432 41 4 the the DET bracis-28432 41 5 study study NOUN bracis-28432 41 6 is be AUX bracis-28432 41 7 directly directly ADV bracis-28432 41 8 related relate VERB bracis-28432 41 9 to to ADP bracis-28432 41 10 the the DET bracis-28432 41 11 possibility possibility NOUN bracis-28432 41 12 of of ADP bracis-28432 41 13 an an DET bracis-28432 41 14 accurate accurate ADJ bracis-28432 41 15 analysis analysis NOUN bracis-28432 41 16 of of ADP bracis-28432 41 17 the the DET bracis-28432 41 18 retinal retinal ADJ bracis-28432 41 19 layers layer NOUN bracis-28432 41 20 and and CCONJ bracis-28432 41 21 the the DET bracis-28432 41 22 possibility possibility NOUN bracis-28432 41 23 of of ADP bracis-28432 41 24 extracting extract VERB bracis-28432 41 25 information information NOUN bracis-28432 41 26 with with ADP bracis-28432 41 27 automatic automatic ADJ bracis-28432 41 28 support support NOUN bracis-28432 41 29 . . PUNCT bracis-28432 42 1 the the DET bracis-28432 42 2 article article NOUN bracis-28432 42 3 is be AUX bracis-28432 42 4 structured structure VERB bracis-28432 42 5 as as SCONJ bracis-28432 42 6 follows follow VERB bracis-28432 42 7 : : PUNCT bracis-28432 42 8 section section NOUN bracis-28432 42 9     SPACE bracis-28432 42 10 2 2 NUM bracis-28432 42 11 discusses discuss VERB bracis-28432 42 12 related related ADJ bracis-28432 42 13 work work NOUN bracis-28432 42 14 . . PUNCT bracis-28432 43 1 section section NOUN bracis-28432 43 2     SPACE bracis-28432 43 3 3 3 NUM bracis-28432 43 4 describes describe VERB bracis-28432 43 5 the the DET bracis-28432 43 6 approach approach NOUN bracis-28432 43 7 and and CCONJ bracis-28432 43 8 architecture architecture NOUN bracis-28432 43 9 performed perform VERB bracis-28432 43 10 and and CCONJ bracis-28432 43 11 its its PRON bracis-28432 43 12 relationship relationship NOUN bracis-28432 43 13 with with ADP bracis-28432 43 14 the the DET bracis-28432 43 15 problem problem NOUN bracis-28432 43 16 . . PUNCT bracis-28432 44 1 section section NOUN bracis-28432 44 2     SPACE bracis-28432 44 3 4 4 NUM bracis-28432 44 4 describes describe VERB bracis-28432 44 5 the the DET bracis-28432 44 6 evaluation evaluation NOUN bracis-28432 44 7 carried carry VERB bracis-28432 44 8 out out ADP bracis-28432 44 9 , , PUNCT bracis-28432 44 10 and and CCONJ bracis-28432 44 11 the the DET bracis-28432 44 12 results result NOUN bracis-28432 44 13 obtained obtain VERB bracis-28432 44 14 . . PUNCT bracis-28432 45 1 finally finally ADV bracis-28432 45 2 , , PUNCT bracis-28432 45 3 sect sect NOUN bracis-28432 45 4 . . PUNCT bracis-28432 45 5     SPACE bracis-28432 45 6 5 5 NUM bracis-28432 45 7 concludes conclude VERB bracis-28432 45 8 the the DET bracis-28432 45 9 work work NOUN bracis-28432 45 10 . . PUNCT bracis-28432 46 1 2 2 NUM bracis-28432 46 2 related related ADJ bracis-28432 46 3 work work NOUN bracis-28432 46 4 this this DET bracis-28432 46 5 section section NOUN bracis-28432 46 6 summarizes summarize VERB bracis-28432 46 7 the the DET bracis-28432 46 8 studied studied ADJ bracis-28432 46 9 articles article NOUN bracis-28432 46 10 , , PUNCT bracis-28432 46 11 presenting present VERB bracis-28432 46 12 the the DET bracis-28432 46 13 objectives objective NOUN bracis-28432 46 14 and and CCONJ bracis-28432 46 15 techniques technique NOUN bracis-28432 46 16 used use VERB bracis-28432 46 17 . . PUNCT bracis-28432 47 1 the the DET bracis-28432 47 2 articles article NOUN bracis-28432 47 3 were be AUX bracis-28432 47 4 obtained obtain VERB bracis-28432 47 5 through through ADP bracis-28432 47 6 a a DET bracis-28432 47 7 non non ADJ bracis-28432 47 8 - - ADJ bracis-28432 47 9 systematic systematic ADJ bracis-28432 47 10 review review NOUN bracis-28432 47 11 , , PUNCT bracis-28432 47 12 considering consider VERB bracis-28432 47 13 the the DET bracis-28432 47 14 research research NOUN bracis-28432 47 15 topics topic NOUN bracis-28432 47 16 regarding regard VERB bracis-28432 47 17 deep deep ADJ bracis-28432 47 18 learning learning NOUN bracis-28432 47 19 applied apply VERB bracis-28432 47 20 to to ADP bracis-28432 47 21 ophthalmology ophthalmology NOUN bracis-28432 47 22 . . PUNCT bracis-28432 48 1 automated automate VERB bracis-28432 48 2 diagnosis diagnosis NOUN bracis-28432 48 3 through through ADP bracis-28432 48 4 oct oct NOUN bracis-28432 48 5 images image NOUN bracis-28432 48 6 has have AUX bracis-28432 48 7 been be AUX bracis-28432 48 8 the the DET bracis-28432 48 9 focus focus NOUN bracis-28432 48 10 of of ADP bracis-28432 48 11 many many ADJ bracis-28432 48 12 researchers researcher NOUN bracis-28432 48 13 in in ADP bracis-28432 48 14 recent recent ADJ bracis-28432 48 15 years year NOUN bracis-28432 48 16 , , PUNCT bracis-28432 48 17 showing show VERB bracis-28432 48 18 the the DET bracis-28432 48 19 relevance relevance NOUN bracis-28432 48 20 and and CCONJ bracis-28432 48 21 improvements improvement NOUN bracis-28432 48 22 in in ADP bracis-28432 48 23 the the DET bracis-28432 48 24 investigation investigation NOUN bracis-28432 48 25 for for ADP bracis-28432 48 26 more more ADV bracis-28432 48 27 accurate accurate ADJ bracis-28432 48 28 results result NOUN bracis-28432 48 29 . . PUNCT bracis-28432 49 1 in in ADP bracis-28432 49 2 [ [ X bracis-28432 49 3 13 13 NUM bracis-28432 49 4 ] ] PUNCT bracis-28432 49 5 , , PUNCT bracis-28432 49 6 a a DET bracis-28432 49 7 review review NOUN bracis-28432 49 8 was be AUX bracis-28432 49 9 carried carry VERB bracis-28432 49 10 out out ADP bracis-28432 49 11 on on ADP bracis-28432 49 12 several several ADJ bracis-28432 49 13 biomarkers biomarker NOUN bracis-28432 49 14 that that PRON bracis-28432 49 15 used use VERB bracis-28432 49 16 oct oct PROPN bracis-28432 49 17 extractions extraction NOUN bracis-28432 49 18 as as ADP bracis-28432 49 19 a a DET bracis-28432 49 20 basis basis NOUN bracis-28432 49 21 and and CCONJ bracis-28432 49 22 the the DET bracis-28432 49 23 potential potential NOUN bracis-28432 49 24 to to PART bracis-28432 49 25 support support VERB bracis-28432 49 26 the the DET bracis-28432 49 27 identification identification NOUN bracis-28432 49 28 of of ADP bracis-28432 49 29 diabetic diabetic ADJ bracis-28432 49 30 retinopathy retinopathy NOUN bracis-28432 49 31 , , PUNCT bracis-28432 49 32 age age NOUN bracis-28432 49 33 - - PUNCT bracis-28432 49 34 related relate VERB bracis-28432 49 35 macular macular ADJ bracis-28432 49 36 degeneration degeneration NOUN bracis-28432 49 37 , , PUNCT bracis-28432 49 38 retinitis retinitis NOUN bracis-28432 49 39 pigmentosa pigmentosa NOUN bracis-28432 49 40 , , PUNCT bracis-28432 49 41 and and CCONJ bracis-28432 49 42 vitreomacular vitreomacular ADJ bracis-28432 49 43 interface interface NOUN bracis-28432 49 44 . . PUNCT bracis-28432 50 1 in in ADP bracis-28432 50 2 conclusion conclusion NOUN bracis-28432 50 3 , , PUNCT bracis-28432 50 4 oct oct NOUN bracis-28432 50 5 - - PUNCT bracis-28432 50 6 based base VERB bracis-28432 50 7 imaging imaging NOUN bracis-28432 50 8 biomarkers biomarker NOUN bracis-28432 50 9 help help VERB bracis-28432 50 10 detect detect VERB bracis-28432 50 11 disease disease NOUN bracis-28432 50 12 early early ADV bracis-28432 50 13 , , PUNCT bracis-28432 50 14 classify classify VERB bracis-28432 50 15 disease disease NOUN bracis-28432 50 16 severity severity NOUN bracis-28432 50 17 ( ( PUNCT bracis-28432 50 18 qualitatively qualitatively ADV bracis-28432 50 19 and and CCONJ bracis-28432 50 20 quantitatively quantitatively ADV bracis-28432 50 21 ) ) PUNCT bracis-28432 50 22 , , PUNCT bracis-28432 50 23 and and CCONJ bracis-28432 50 24 modify modify VERB bracis-28432 50 25 the the DET bracis-28432 50 26 treatment treatment NOUN bracis-28432 50 27 regimen regiman NOUN bracis-28432 50 28 accordingly accordingly ADV bracis-28432 50 29 . . PUNCT bracis-28432 51 1 proposed propose VERB bracis-28432 51 2 by by ADP bracis-28432 51 3 fu fu NOUN bracis-28432 51 4 and and CCONJ bracis-28432 51 5 coworkers coworker NOUN bracis-28432 51 6 [ [ X bracis-28432 51 7 4 4 NUM bracis-28432 51 8 ] ] PUNCT bracis-28432 51 9 , , PUNCT bracis-28432 51 10 the the DET bracis-28432 51 11 method method NOUN bracis-28432 51 12 automatically automatically ADV bracis-28432 51 13 evaluates evaluate VERB bracis-28432 51 14 the the DET bracis-28432 51 15 optic optic NOUN bracis-28432 51 16 disc disc NOUN bracis-28432 51 17 in in ADP bracis-28432 51 18 representations representation NOUN bracis-28432 51 19 of of ADP bracis-28432 51 20 an an DET bracis-28432 51 21 oct oct NOUN bracis-28432 51 22 slice slice NOUN bracis-28432 51 23 through through ADP bracis-28432 51 24 detection detection NOUN bracis-28432 51 25 via via ADP bracis-28432 51 26 low low ADJ bracis-28432 51 27 - - PUNCT bracis-28432 51 28 level level NOUN bracis-28432 51 29 reconstruction reconstruction NOUN bracis-28432 51 30 dealing deal VERB bracis-28432 51 31 with with ADP bracis-28432 51 32 noise noise NOUN bracis-28432 51 33 and and CCONJ bracis-28432 51 34 shadows shadow NOUN bracis-28432 51 35 of of ADP bracis-28432 51 36 vessels vessel NOUN bracis-28432 51 37 in in ADP bracis-28432 51 38 oct oct PROPN bracis-28432 51 39 slices slice NOUN bracis-28432 51 40 . . PUNCT bracis-28432 52 1 training training NOUN bracis-28432 52 2 data datum NOUN bracis-28432 52 3 were be AUX bracis-28432 52 4 extracted extract VERB bracis-28432 52 5 from from ADP bracis-28432 52 6 a a DET bracis-28432 52 7 single single ADJ bracis-28432 52 8 provided provide VERB bracis-28432 52 9 oct oct PROPN bracis-28432 52 10 slice slice NOUN bracis-28432 52 11 using use VERB bracis-28432 52 12 the the DET bracis-28432 52 13 anterior anterior ADJ bracis-28432 52 14 retina retina NOUN bracis-28432 52 15 structure structure NOUN bracis-28432 52 16 . . PUNCT bracis-28432 53 1 the the DET bracis-28432 53 2 method method NOUN bracis-28432 53 3 is be AUX bracis-28432 53 4 applied apply VERB bracis-28432 53 5 to to PART bracis-28432 53 6 discover discover VERB bracis-28432 53 7 the the DET bracis-28432 53 8 boundary boundary NOUN bracis-28432 53 9 of of ADP bracis-28432 53 10 the the DET bracis-28432 53 11 optic optic NOUN bracis-28432 53 12 disc disc NOUN bracis-28432 53 13 that that PRON bracis-28432 53 14 appears appear VERB bracis-28432 53 15 at at ADP bracis-28432 53 16 the the DET bracis-28432 53 17 end end NOUN bracis-28432 53 18 of of ADP bracis-28432 53 19 the the DET bracis-28432 53 20 retinal retinal ADJ bracis-28432 53 21 pigment pigment NOUN bracis-28432 53 22 epithelium epithelium NOUN bracis-28432 53 23 ( ( PUNCT bracis-28432 53 24 rpe rpe PROPN bracis-28432 53 25 ) ) PUNCT bracis-28432 53 26 . . PUNCT bracis-28432 54 1 results result NOUN bracis-28432 54 2 showed show VERB bracis-28432 54 3 that that SCONJ bracis-28432 54 4 it it PRON bracis-28432 54 5 was be AUX bracis-28432 54 6 possible possible ADJ bracis-28432 54 7 to to PART bracis-28432 54 8 identify identify VERB bracis-28432 54 9 the the DET bracis-28432 54 10 rpe rpe PROPN bracis-28432 54 11 points point NOUN bracis-28432 54 12 that that PRON bracis-28432 54 13 connect connect VERB bracis-28432 54 14 to to ADP bracis-28432 54 15 the the DET bracis-28432 54 16 optic optic NOUN bracis-28432 54 17 disc disc NOUN bracis-28432 54 18 boundary boundary NOUN bracis-28432 54 19 through through ADP bracis-28432 54 20 the the DET bracis-28432 54 21 low low ADJ bracis-28432 54 22 - - PUNCT bracis-28432 54 23 level level NOUN bracis-28432 54 24 method method NOUN bracis-28432 54 25 . . PUNCT bracis-28432 55 1 similarly similarly ADV bracis-28432 55 2 , , PUNCT bracis-28432 55 3 the the DET bracis-28432 55 4 algorithm algorithm NOUN bracis-28432 55 5 for for ADP bracis-28432 55 6 calculating calculate VERB bracis-28432 55 7 the the DET bracis-28432 55 8 cup cup NOUN bracis-28432 55 9 disc disc NOUN bracis-28432 55 10 ratio ratio NOUN bracis-28432 55 11 ( ( PUNCT bracis-28432 55 12 cdr cdr NOUN bracis-28432 55 13 ) ) PUNCT bracis-28432 56 1 [ [ X bracis-28432 56 2 10 10 NUM bracis-28432 56 3 ] ] PUNCT bracis-28432 56 4 proposed propose VERB bracis-28432 56 5 a a DET bracis-28432 56 6 process process NOUN bracis-28432 56 7 for for ADP bracis-28432 56 8 extracting extract VERB bracis-28432 56 9 and and CCONJ bracis-28432 56 10 contouring contour VERB bracis-28432 56 11 the the DET bracis-28432 56 12 inner inner ADJ bracis-28432 56 13 limiting limit VERB bracis-28432 56 14 membrane membrane NOUN bracis-28432 56 15 layer layer NOUN bracis-28432 56 16 ( ( PUNCT bracis-28432 56 17 ilm ilm NOUN bracis-28432 56 18 ) ) PUNCT bracis-28432 56 19 , , PUNCT bracis-28432 56 20 and and CCONJ bracis-28432 56 21 in in ADP bracis-28432 56 22 calculating calculate VERB bracis-28432 56 23 the the DET bracis-28432 56 24 disc disc NOUN bracis-28432 56 25 diameter diameter NOUN bracis-28432 56 26 , , PUNCT bracis-28432 56 27 the the DET bracis-28432 56 28 endpoints endpoint NOUN bracis-28432 56 29 of of ADP bracis-28432 56 30 the the DET bracis-28432 56 31 rpe rpe PROPN bracis-28432 56 32 layer layer NOUN bracis-28432 56 33 were be AUX bracis-28432 56 34 used use VERB bracis-28432 56 35 to to PART bracis-28432 56 36 define define VERB bracis-28432 56 37 the the DET bracis-28432 56 38 disc disc NOUN bracis-28432 56 39 margin margin NOUN bracis-28432 56 40 . . PUNCT bracis-28432 57 1 the the DET bracis-28432 57 2 automation automation NOUN bracis-28432 57 3 of of ADP bracis-28432 57 4 retinal retinal ADJ bracis-28432 57 5 segmentation segmentation NOUN bracis-28432 57 6 in in ADP bracis-28432 57 7 oct oct PROPN bracis-28432 57 8 [ [ X bracis-28432 57 9 12 12 NUM bracis-28432 57 10 ] ] PUNCT bracis-28432 57 11 images image NOUN bracis-28432 57 12 for for ADP bracis-28432 57 13 diagnosing diagnose VERB bracis-28432 57 14 glaucoma glaucoma NOUN bracis-28432 57 15 was be AUX bracis-28432 57 16 developed develop VERB bracis-28432 57 17 using use VERB bracis-28432 57 18 a a DET bracis-28432 57 19 convolutional convolutional ADJ bracis-28432 57 20 neural neural ADJ bracis-28432 57 21 network network NOUN bracis-28432 57 22 ( ( PUNCT bracis-28432 57 23 cnn cnn NOUN bracis-28432 57 24 ) ) PUNCT bracis-28432 57 25 architecture architecture NOUN bracis-28432 57 26 , , PUNCT bracis-28432 57 27 so so SCONJ bracis-28432 57 28 it it PRON bracis-28432 57 29 was be AUX bracis-28432 57 30 possible possible ADJ bracis-28432 57 31 to to PART bracis-28432 57 32 identify identify VERB bracis-28432 57 33 the the DET bracis-28432 57 34 nine nine NUM bracis-28432 57 35 layers layer NOUN bracis-28432 57 36 of of ADP bracis-28432 57 37 the the DET bracis-28432 57 38 retina retina NOUN bracis-28432 57 39 and and CCONJ bracis-28432 57 40 the the DET bracis-28432 57 41 optic optic NOUN bracis-28432 57 42 disc disc NOUN bracis-28432 57 43 for for ADP bracis-28432 57 44 the the DET bracis-28432 57 45 final final ADJ bracis-28432 57 46 segmentation segmentation NOUN bracis-28432 57 47 . . PUNCT bracis-28432 58 1 the the DET bracis-28432 58 2 following follow VERB bracis-28432 58 3 were be AUX bracis-28432 58 4 applied apply VERB bracis-28432 58 5 : : PUNCT bracis-28432 58 6 an an DET bracis-28432 58 7 optic optic ADJ bracis-28432 58 8 disc disc NOUN bracis-28432 58 9 detection detection NOUN bracis-28432 58 10 neural neural ADJ bracis-28432 58 11 network network NOUN bracis-28432 58 12 ( ( PUNCT bracis-28432 58 13 nn nn PROPN bracis-28432 58 14 ) ) PUNCT bracis-28432 58 15 , , PUNCT bracis-28432 58 16 a a DET bracis-28432 58 17 neural neural ADJ bracis-28432 58 18 network network NOUN bracis-28432 58 19 for for ADP bracis-28432 58 20 the the DET bracis-28432 58 21 segmentation segmentation NOUN bracis-28432 58 22 of of ADP bracis-28432 58 23 retinal retinal ADJ bracis-28432 58 24 layers layer NOUN bracis-28432 58 25 , , PUNCT bracis-28432 58 26 and and CCONJ bracis-28432 58 27 a a DET bracis-28432 58 28 fusion fusion NOUN bracis-28432 58 29 module module NOUN bracis-28432 58 30 . . PUNCT bracis-28432 59 1 in in ADP bracis-28432 59 2 another another DET bracis-28432 59 3 study study NOUN bracis-28432 59 4 [ [ X bracis-28432 59 5 22 22 NUM bracis-28432 59 6 ] ] PUNCT bracis-28432 59 7 , , PUNCT bracis-28432 59 8 two two NUM bracis-28432 59 9 separate separate ADJ bracis-28432 59 10 neural neural ADJ bracis-28432 59 11 networks network NOUN bracis-28432 59 12 were be AUX bracis-28432 59 13 used use VERB bracis-28432 59 14 to to PART bracis-28432 59 15 perform perform VERB bracis-28432 59 16 automated automate VERB bracis-28432 59 17 segmentation segmentation NOUN bracis-28432 59 18 of of ADP bracis-28432 59 19 the the DET bracis-28432 59 20 optic optic NOUN bracis-28432 59 21 disc disc NOUN bracis-28432 59 22 boundary boundary NOUN bracis-28432 59 23 and and CCONJ bracis-28432 59 24 segmentation segmentation NOUN bracis-28432 59 25 of of ADP bracis-28432 59 26 the the DET bracis-28432 59 27 peripapillary peripapillary ADJ bracis-28432 59 28 retinal retinal ADJ bracis-28432 59 29 layer layer NOUN bracis-28432 59 30 , , PUNCT bracis-28432 59 31 where where SCONJ bracis-28432 59 32 the the DET bracis-28432 59 33 final final ADJ bracis-28432 59 34 boundary boundary NOUN bracis-28432 59 35 of of ADP bracis-28432 59 36 the the DET bracis-28432 59 37 peripapillary peripapillary ADJ bracis-28432 59 38 retina retina NOUN bracis-28432 59 39 was be AUX bracis-28432 59 40 calculated calculate VERB bracis-28432 59 41 based base VERB bracis-28432 59 42 on on ADP bracis-28432 59 43 prediction prediction NOUN bracis-28432 59 44 and and CCONJ bracis-28432 59 45 gradient gradient NOUN bracis-28432 59 46 map map NOUN bracis-28432 59 47 , , PUNCT bracis-28432 59 48 using use VERB bracis-28432 59 49 a a DET bracis-28432 59 50 multiweight multiweight NOUN bracis-28432 59 51 graph graph NOUN bracis-28432 59 52 search search NOUN bracis-28432 59 53 algorithm algorithm NOUN bracis-28432 59 54 . . PUNCT bracis-28432 60 1 the the DET bracis-28432 60 2 study study NOUN bracis-28432 60 3 mainly mainly ADV bracis-28432 60 4 applied apply VERB bracis-28432 60 5 the the DET bracis-28432 60 6 u u ADJ bracis-28432 60 7 - - ADJ bracis-28432 60 8 net net ADJ bracis-28432 60 9 architecture architecture NOUN bracis-28432 60 10 . . PUNCT bracis-28432 61 1 a a DET bracis-28432 61 2 dl dl PROPN bracis-28432 61 3 framework framework NOUN bracis-28432 61 4 for for ADP bracis-28432 61 5 segmenting segment VERB bracis-28432 61 6 multiple multiple ADJ bracis-28432 61 7 retinal retinal ADJ bracis-28432 61 8 layers layer NOUN bracis-28432 61 9 and and CCONJ bracis-28432 61 10 delineating delineate VERB bracis-28432 61 11 fluid fluid ADJ bracis-28432 61 12 pockets pocket NOUN bracis-28432 61 13 in in ADP bracis-28432 61 14 oct oct NOUN bracis-28432 61 15 images image NOUN bracis-28432 61 16 of of ADP bracis-28432 61 17 the the DET bracis-28432 61 18 eye eye NOUN bracis-28432 61 19 [ [ X bracis-28432 61 20 15 15 NUM bracis-28432 61 21 ] ] PUNCT bracis-28432 61 22 was be AUX bracis-28432 61 23 implemented implement VERB bracis-28432 61 24 using use VERB bracis-28432 61 25 a a DET bracis-28432 61 26 fully fully ADV bracis-28432 61 27 convolutional convolutional ADJ bracis-28432 61 28 neural neural ADJ bracis-28432 61 29 network network NOUN bracis-28432 61 30 ( ( PUNCT bracis-28432 61 31 fcn fcn PROPN bracis-28432 61 32 ) ) PUNCT bracis-28432 61 33 adapted adapt VERB bracis-28432 61 34 for for ADP bracis-28432 61 35 semantic semantic ADJ bracis-28432 61 36 segmentation segmentation NOUN bracis-28432 61 37 . . PUNCT bracis-28432 62 1 it it PRON bracis-28432 62 2 is be AUX bracis-28432 62 3 also also ADV bracis-28432 62 4 possible possible ADJ bracis-28432 62 5 to to PART bracis-28432 62 6 highlight highlight VERB bracis-28432 62 7 works work NOUN bracis-28432 62 8 relevant relevant ADJ bracis-28432 62 9 to to ADP bracis-28432 62 10 the the DET bracis-28432 62 11 segmentation segmentation NOUN bracis-28432 62 12 of of ADP bracis-28432 62 13 the the DET bracis-28432 62 14 optic optic ADJ bracis-28432 62 15 disc disc NOUN bracis-28432 62 16 ’s ’s PART bracis-28432 62 17 blood blood NOUN bracis-28432 62 18 vessels vessel NOUN bracis-28432 62 19 or or CCONJ bracis-28432 62 20 the the DET bracis-28432 62 21 segmentation segmentation NOUN bracis-28432 62 22 of of ADP bracis-28432 62 23 layers layer NOUN bracis-28432 62 24 but but CCONJ bracis-28432 62 25 related relate VERB bracis-28432 62 26 to to ADP bracis-28432 62 27 other other ADJ bracis-28432 62 28 diseases disease NOUN bracis-28432 62 29 , , PUNCT bracis-28432 62 30 such such ADJ bracis-28432 62 31 as as ADP bracis-28432 62 32 insufficiently insufficiently ADV bracis-28432 62 33 corrected correct VERB bracis-28432 62 34 refractive refractive ADJ bracis-28432 62 35 error error NOUN bracis-28432 62 36 or or CCONJ bracis-28432 62 37 age age NOUN bracis-28432 62 38 - - PUNCT bracis-28432 62 39 related relate VERB bracis-28432 62 40 macular macular ADJ bracis-28432 62 41 degeneration degeneration NOUN bracis-28432 62 42 . . PUNCT bracis-28432 63 1 the the DET bracis-28432 63 2 use use NOUN bracis-28432 63 3 of of ADP bracis-28432 63 4 deep deep ADJ bracis-28432 63 5 learning learning NOUN bracis-28432 63 6 in in ADP bracis-28432 63 7 these these DET bracis-28432 63 8 cases case NOUN bracis-28432 63 9 was be AUX bracis-28432 63 10 relevant relevant ADJ bracis-28432 63 11 due due ADP bracis-28432 63 12 to to ADP bracis-28432 63 13 its its PRON bracis-28432 63 14 possible possible ADJ bracis-28432 63 15 generalization generalization NOUN bracis-28432 63 16 and and CCONJ bracis-28432 63 17 application application NOUN bracis-28432 63 18 in in ADP bracis-28432 63 19 cases case NOUN bracis-28432 63 20 of of ADP bracis-28432 63 21 glaucoma glaucoma NOUN bracis-28432 63 22 . . PUNCT bracis-28432 64 1 the the DET bracis-28432 64 2 u u NOUN bracis-28432 64 3 - - NOUN bracis-28432 64 4 net net ADJ bracis-28432 64 5 [ [ X bracis-28432 64 6 14 14 NUM bracis-28432 64 7 ] ] PUNCT bracis-28432 64 8 and and CCONJ bracis-28432 64 9 fcn fcn VERB bracis-28432 64 10 [ [ X bracis-28432 64 11 19 19 NUM bracis-28432 64 12 ] ] X bracis-28432 64 13 inspire inspire VERB bracis-28432 64 14 most most ADJ bracis-28432 64 15 architectures architecture NOUN bracis-28432 64 16 presented present VERB bracis-28432 64 17 for for ADP bracis-28432 64 18 clinical clinical ADJ bracis-28432 64 19 image image NOUN bracis-28432 64 20 segmentation segmentation NOUN bracis-28432 64 21 . . PUNCT bracis-28432 65 1 there there PRON bracis-28432 65 2 are be VERB bracis-28432 65 3 u u ADJ bracis-28432 65 4 - - ADJ bracis-28432 65 5 net net ADJ bracis-28432 65 6 extensions extension NOUN bracis-28432 65 7 , , PUNCT bracis-28432 65 8 which which PRON bracis-28432 65 9 presented present VERB bracis-28432 65 10 a a DET bracis-28432 65 11 densely densely ADV bracis-28432 65 12 connected connect VERB bracis-28432 65 13 convolutions convolution NOUN bracis-28432 65 14 [ [ X bracis-28432 65 15 2 2 NUM bracis-28432 65 16 ] ] PUNCT bracis-28432 65 17 , , PUNCT bracis-28432 65 18 or or CCONJ bracis-28432 65 19 demonstrating demonstrate VERB bracis-28432 65 20 the the DET bracis-28432 65 21 possibility possibility NOUN bracis-28432 65 22 of of ADP bracis-28432 65 23 having have VERB bracis-28432 65 24 multiple multiple ADJ bracis-28432 65 25 u u NOUN bracis-28432 65 26 - - NOUN bracis-28432 65 27 nets net NOUN bracis-28432 65 28 connected connect VERB bracis-28432 65 29 in in ADP bracis-28432 65 30 a a DET bracis-28432 65 31 chain chain NOUN bracis-28432 65 32 fashion fashion NOUN bracis-28432 65 33 , , PUNCT bracis-28432 65 34 for for ADP bracis-28432 65 35 the the DET bracis-28432 65 36 segmentation segmentation NOUN bracis-28432 65 37 of of ADP bracis-28432 65 38 blood blood NOUN bracis-28432 65 39 vessels vessel NOUN bracis-28432 65 40 of of ADP bracis-28432 65 41 the the DET bracis-28432 65 42 optic optic ADJ bracis-28432 65 43 disc disc NOUN bracis-28432 65 44 [ [ X bracis-28432 65 45 23 23 NUM bracis-28432 65 46 ] ] PUNCT bracis-28432 65 47 . . PUNCT bracis-28432 66 1 further far ADV bracis-28432 66 2 , , PUNCT bracis-28432 66 3 the the DET bracis-28432 66 4 partially partially ADV bracis-28432 66 5 supervised supervise VERB bracis-28432 66 6 form form NOUN bracis-28432 66 7 of of ADP bracis-28432 66 8 retinal retinal ADJ bracis-28432 66 9 segmentation segmentation NOUN bracis-28432 66 10 [ [ X bracis-28432 66 11 18 18 NUM bracis-28432 66 12 ] ] PUNCT bracis-28432 66 13 was be AUX bracis-28432 66 14 used use VERB bracis-28432 66 15 in in ADP bracis-28432 66 16 oct oct PROPN bracis-28432 66 17 images image NOUN bracis-28432 66 18 , , PUNCT bracis-28432 66 19 which which PRON bracis-28432 66 20 consists consist VERB bracis-28432 66 21 of of ADP bracis-28432 66 22 a a DET bracis-28432 66 23 so so ADV bracis-28432 66 24 - - PUNCT bracis-28432 66 25 called call VERB bracis-28432 66 26 “ " PUNCT bracis-28432 66 27 student student NOUN bracis-28432 66 28 - - PUNCT bracis-28432 66 29 teacher teacher NOUN bracis-28432 66 30 ” " PUNCT bracis-28432 66 31 approach approach NOUN bracis-28432 66 32 applied apply VERB bracis-28432 66 33 in in ADP bracis-28432 66 34 a a DET bracis-28432 66 35 set set NOUN bracis-28432 66 36 with with ADP bracis-28432 66 37 and and CCONJ bracis-28432 66 38 without without ADP bracis-28432 66 39 annotation annotation NOUN bracis-28432 66 40 . . PUNCT bracis-28432 67 1 a a DET bracis-28432 67 2 new new ADJ bracis-28432 67 3 multi multi ADJ bracis-28432 67 4 - - ADJ bracis-28432 67 5 prediction prediction ADJ bracis-28432 67 6 guided guide VERB bracis-28432 67 7 attention attention NOUN bracis-28432 67 8 network network NOUN bracis-28432 67 9 ( ( PUNCT bracis-28432 67 10 mpg mpg NOUN bracis-28432 67 11 - - NOUN bracis-28432 67 12 net net NOUN bracis-28432 67 13 ) ) PUNCT bracis-28432 68 1 [ [ X bracis-28432 68 2 5 5 NUM bracis-28432 68 3 ] ] PUNCT bracis-28432 68 4 for for ADP bracis-28432 68 5 automated automate VERB bracis-28432 68 6 segmentation segmentation NOUN bracis-28432 68 7 of of ADP bracis-28432 68 8 the the DET bracis-28432 68 9 retinal retinal ADJ bracis-28432 68 10 layer layer NOUN bracis-28432 68 11 in in ADP bracis-28432 68 12 oct oct NOUN bracis-28432 68 13 images image NOUN bracis-28432 68 14 was be AUX bracis-28432 68 15 also also ADV bracis-28432 68 16 created create VERB bracis-28432 68 17 , , PUNCT bracis-28432 68 18 consisting consist VERB bracis-28432 68 19 of of ADP bracis-28432 68 20 two two NUM bracis-28432 68 21 main main ADJ bracis-28432 68 22 steps step NOUN bracis-28432 68 23 to to PART bracis-28432 68 24 strengthen strengthen VERB bracis-28432 68 25 the the DET bracis-28432 68 26 discriminative discriminative NOUN bracis-28432 68 27 power power NOUN bracis-28432 68 28 of of ADP bracis-28432 68 29 a a DET bracis-28432 68 30 u u NOUN bracis-28432 68 31 - - ADJ bracis-28432 68 32 shaped shape VERB bracis-28432 68 33 fcn fcn NOUN bracis-28432 68 34 network network NOUN bracis-28432 68 35 and and CCONJ bracis-28432 68 36 perform perform VERB bracis-28432 68 37 automated automated ADJ bracis-28432 68 38 segmentation segmentation NOUN bracis-28432 68 39 . . PUNCT bracis-28432 69 1 lastly lastly ADV bracis-28432 69 2 , , PUNCT bracis-28432 69 3 a a DET bracis-28432 69 4 framework framework NOUN bracis-28432 69 5 was be AUX bracis-28432 69 6 created create VERB bracis-28432 69 7 to to ADP bracis-28432 69 8 applied apply VERB bracis-28432 69 9 segmentation segmentation NOUN bracis-28432 69 10 in in ADP bracis-28432 69 11 oct oct NOUN bracis-28432 69 12 images image NOUN bracis-28432 69 13 of of ADP bracis-28432 69 14 normal normal ADJ bracis-28432 69 15 and and CCONJ bracis-28432 69 16 pathological pathological ADJ bracis-28432 69 17 eyes eye NOUN bracis-28432 69 18 , , PUNCT bracis-28432 69 19 combining combine VERB bracis-28432 69 20 a a DET bracis-28432 69 21 cnn cnn NOUN bracis-28432 69 22 with with ADP bracis-28432 69 23 bidirectional bidirectional ADJ bracis-28432 69 24 long long ADJ bracis-28432 69 25 short short ADJ bracis-28432 69 26 - - PUNCT bracis-28432 69 27 term term NOUN bracis-28432 69 28 memory memory NOUN bracis-28432 69 29 ( ( PUNCT bracis-28432 69 30 blstm blstm NOUN bracis-28432 69 31 ) ) PUNCT bracis-28432 70 1 [ [ X bracis-28432 70 2 7 7 NUM bracis-28432 70 3 ] ] PUNCT bracis-28432 70 4 . . PUNCT bracis-28432 71 1 finally finally ADV bracis-28432 71 2 , , PUNCT bracis-28432 71 3 it it PRON bracis-28432 71 4 can can AUX bracis-28432 71 5 be be AUX bracis-28432 71 6 highlighted highlight VERB bracis-28432 71 7 that that SCONJ bracis-28432 71 8 oct oct PROPN bracis-28432 71 9 technology technology NOUN bracis-28432 71 10 provides provide VERB bracis-28432 71 11 a a DET bracis-28432 71 12 range range NOUN bracis-28432 71 13 of of ADP bracis-28432 71 14 information information NOUN bracis-28432 71 15 regarding regard VERB bracis-28432 71 16 the the DET bracis-28432 71 17 evaluation evaluation NOUN bracis-28432 71 18 and and CCONJ bracis-28432 71 19 progress progress NOUN bracis-28432 71 20 of of ADP bracis-28432 71 21 vision vision NOUN bracis-28432 71 22 - - PUNCT bracis-28432 71 23 related relate VERB bracis-28432 71 24 deformities deformity NOUN bracis-28432 71 25 , , PUNCT bracis-28432 71 26 such such ADJ bracis-28432 71 27 as as ADP bracis-28432 71 28 the the DET bracis-28432 71 29 evaluation evaluation NOUN bracis-28432 71 30 of of ADP bracis-28432 71 31 morphometry morphometry NOUN bracis-28432 71 32 parameters parameter NOUN bracis-28432 71 33 and and CCONJ bracis-28432 71 34 topography topography NOUN bracis-28432 71 35 of of ADP bracis-28432 71 36 the the DET bracis-28432 71 37 optic optic ADJ bracis-28432 71 38 nerve nerve NOUN bracis-28432 71 39 head head NOUN bracis-28432 71 40 , , PUNCT bracis-28432 71 41 calculation calculation NOUN bracis-28432 71 42 of of ADP bracis-28432 71 43 the the DET bracis-28432 71 44 excavation excavation NOUN bracis-28432 71 45 proportion proportion NOUN bracis-28432 71 46 for for ADP bracis-28432 71 47 the the DET bracis-28432 71 48 optic optic ADJ bracis-28432 71 49 disc disc NOUN bracis-28432 71 50 , , PUNCT bracis-28432 71 51 cup cup NOUN bracis-28432 71 52 volume volume NOUN bracis-28432 71 53 , , PUNCT bracis-28432 71 54 rim rim NOUN bracis-28432 71 55 area area NOUN bracis-28432 71 56 , , PUNCT bracis-28432 71 57 and and CCONJ bracis-28432 71 58 rim rim NOUN bracis-28432 71 59 volume volume NOUN bracis-28432 72 1 [ [ X bracis-28432 72 2 11 11 NUM bracis-28432 72 3 ] ] PUNCT bracis-28432 72 4 . . PUNCT bracis-28432 73 1 these these PRON bracis-28432 73 2 are be AUX bracis-28432 73 3 essential essential ADJ bracis-28432 73 4 concepts concept NOUN bracis-28432 73 5 that that PRON bracis-28432 73 6 help help VERB bracis-28432 73 7 in in ADP bracis-28432 73 8 investigations investigation NOUN bracis-28432 73 9 into into ADP bracis-28432 73 10 the the DET bracis-28432 73 11 evolution evolution NOUN bracis-28432 73 12 of of ADP bracis-28432 73 13 retinal retinal ADJ bracis-28432 73 14 damage damage NOUN bracis-28432 73 15 . . PUNCT bracis-28432 74 1 3 3 NUM bracis-28432 74 2 proposed propose VERB bracis-28432 74 3 approach approach NOUN bracis-28432 74 4 some some DET bracis-28432 74 5 studies study NOUN bracis-28432 74 6 demonstrate demonstrate VERB bracis-28432 74 7 the the DET bracis-28432 74 8 importance importance NOUN bracis-28432 74 9 of of ADP bracis-28432 74 10 obtaining obtain VERB bracis-28432 74 11 evaluation evaluation NOUN bracis-28432 74 12 parameters parameter NOUN bracis-28432 74 13 ( ( PUNCT bracis-28432 74 14 biomarkers biomarker NOUN bracis-28432 74 15 ) ) PUNCT bracis-28432 74 16 . . PUNCT bracis-28432 75 1 one one NUM bracis-28432 75 2 of of ADP bracis-28432 75 3 the the DET bracis-28432 75 4 ways way NOUN bracis-28432 75 5 observed observe VERB bracis-28432 75 6 was be AUX bracis-28432 75 7 using use VERB bracis-28432 75 8 the the DET bracis-28432 75 9 pythagorean pythagorean PROPN bracis-28432 75 10 theorem theorem NOUN bracis-28432 75 11 [ [ X bracis-28432 75 12 11 11 NUM bracis-28432 75 13 ] ] PUNCT bracis-28432 75 14 to to PART bracis-28432 75 15 assist assist VERB bracis-28432 75 16 in in ADP bracis-28432 75 17 evaluating evaluate VERB bracis-28432 75 18 the the DET bracis-28432 75 19 vertical vertical ADJ bracis-28432 75 20 optic optic ADJ bracis-28432 75 21 nerve nerve NOUN bracis-28432 75 22 head head NOUN bracis-28432 75 23 using use VERB bracis-28432 75 24 sd sd NOUN bracis-28432 75 25 - - PUNCT bracis-28432 75 26 oct oct NOUN bracis-28432 75 27 enhanced enhanced ADJ bracis-28432 75 28 depth depth NOUN bracis-28432 75 29 imaging imaging NOUN bracis-28432 75 30 ( ( PUNCT bracis-28432 75 31 edi edi PROPN bracis-28432 75 32 ) ) PUNCT bracis-28432 75 33 . . PUNCT bracis-28432 76 1 the the DET bracis-28432 76 2 vertical vertical ADJ bracis-28432 76 3 b b X bracis-28432 76 4 - - PUNCT bracis-28432 76 5 scan scan ADJ bracis-28432 76 6 with with ADP bracis-28432 76 7 the the DET bracis-28432 76 8 largest large ADJ bracis-28432 76 9 cup cup NOUN bracis-28432 76 10 seen see VERB bracis-28432 76 11 in in ADP bracis-28432 76 12 infrared infrared NOUN bracis-28432 76 13 is be AUX bracis-28432 76 14 used use VERB bracis-28432 76 15 for for ADP bracis-28432 76 16 hypotenuse hypotenuse NOUN bracis-28432 76 17 measurement measurement NOUN bracis-28432 76 18 . . PUNCT bracis-28432 77 1 the the DET bracis-28432 77 2 depth depth NOUN bracis-28432 77 3 of of ADP bracis-28432 77 4 posterior posterior ADJ bracis-28432 77 5 displacement displacement NOUN bracis-28432 77 6 of of ADP bracis-28432 77 7 the the DET bracis-28432 77 8 lamina lamina ADJ bracis-28432 77 9 cribrosa cribrosa NOUN bracis-28432 77 10 ( ( PUNCT bracis-28432 77 11 lc lc PROPN bracis-28432 77 12 ) ) PUNCT bracis-28432 77 13 , , PUNCT bracis-28432 77 14 measured measure VERB bracis-28432 77 15 from from ADP bracis-28432 77 16 the the DET bracis-28432 77 17 opening opening NOUN bracis-28432 77 18 of of ADP bracis-28432 77 19 bruch bruch NOUN bracis-28432 77 20 ’s ’s PART bracis-28432 77 21 membrane membrane NOUN bracis-28432 77 22 level level NOUN bracis-28432 77 23 ( ( PUNCT bracis-28432 77 24 bmo bmo NOUN bracis-28432 77 25 ) ) PUNCT bracis-28432 77 26 , , PUNCT bracis-28432 77 27 and and CCONJ bracis-28432 77 28 the the DET bracis-28432 77 29 length length NOUN bracis-28432 77 30 of of ADP bracis-28432 77 31 the the DET bracis-28432 77 32 excavation excavation NOUN bracis-28432 77 33 between between ADP bracis-28432 77 34 the the DET bracis-28432 77 35 bmo bmo NOUN bracis-28432 77 36 boundary boundary NOUN bracis-28432 77 37 and and CCONJ bracis-28432 77 38 the the DET bracis-28432 77 39 ilm ilm NOUN bracis-28432 77 40 layer layer NOUN bracis-28432 77 41 , , PUNCT bracis-28432 77 42 form form VERB bracis-28432 77 43 the the DET bracis-28432 77 44 sides side NOUN bracis-28432 77 45 of of ADP bracis-28432 77 46 a a DET bracis-28432 77 47 right right ADJ bracis-28432 77 48 triangle triangle NOUN bracis-28432 77 49 , , PUNCT bracis-28432 77 50 used use VERB bracis-28432 77 51 in in ADP bracis-28432 77 52 the the DET bracis-28432 77 53 calculation calculation NOUN bracis-28432 77 54 ( ( PUNCT bracis-28432 77 55 fig fig NOUN bracis-28432 77 56 . . PUNCT bracis-28432 77 57     SPACE bracis-28432 77 58 1 1 NUM bracis-28432 77 59 right right NOUN bracis-28432 77 60 ) ) PUNCT bracis-28432 77 61 . . PUNCT bracis-28432 78 1 the the DET bracis-28432 78 2 discovery discovery NOUN bracis-28432 78 3 of of ADP bracis-28432 78 4 the the DET bracis-28432 78 5 hypotenuse hypotenuse NOUN bracis-28432 78 6 is be AUX bracis-28432 78 7 a a DET bracis-28432 78 8 helpful helpful ADJ bracis-28432 78 9 parameter parameter NOUN bracis-28432 78 10 for for ADP bracis-28432 78 11 the the DET bracis-28432 78 12 quantitative quantitative ADJ bracis-28432 78 13 assessment assessment NOUN bracis-28432 78 14 of of ADP bracis-28432 78 15 optic optic ADJ bracis-28432 78 16 nerve nerve NOUN bracis-28432 78 17 head head NOUN bracis-28432 78 18 remodeling remodel VERB bracis-28432 78 19 in in ADP bracis-28432 78 20 patients patient NOUN bracis-28432 78 21 with with ADP bracis-28432 78 22 glaucoma glaucoma NOUN bracis-28432 78 23 . . PUNCT bracis-28432 79 1 therefore therefore ADV bracis-28432 79 2 , , PUNCT bracis-28432 79 3 the the DET bracis-28432 79 4 motivation motivation NOUN bracis-28432 79 5 of of ADP bracis-28432 79 6 the the DET bracis-28432 79 7 work work NOUN bracis-28432 79 8 is be AUX bracis-28432 79 9 associated associate VERB bracis-28432 79 10 with with ADP bracis-28432 79 11 supporting support VERB bracis-28432 79 12 the the DET bracis-28432 79 13 identification identification NOUN bracis-28432 79 14 of of ADP bracis-28432 79 15 the the DET bracis-28432 79 16 new new ADJ bracis-28432 79 17 biomarker biomarker NOUN bracis-28432 79 18 , , PUNCT bracis-28432 79 19 applying apply VERB bracis-28432 79 20 computational computational ADJ bracis-28432 79 21 techniques technique NOUN bracis-28432 79 22 for for ADP bracis-28432 79 23 the the DET bracis-28432 79 24 measurement measurement NOUN bracis-28432 79 25 , , PUNCT bracis-28432 79 26 and and CCONJ bracis-28432 79 27 quantitative quantitative ADJ bracis-28432 79 28 analysis analysis NOUN bracis-28432 79 29 of of ADP bracis-28432 79 30 the the DET bracis-28432 79 31 identified identify VERB bracis-28432 79 32 method method NOUN bracis-28432 79 33 . . PUNCT bracis-28432 80 1 fig fig NOUN bracis-28432 80 2 . . PUNCT bracis-28432 81 1 1 1 X bracis-28432 81 2 . . X bracis-28432 81 3 left leave VERB bracis-28432 81 4 figure figure NOUN bracis-28432 81 5 shown show VERB bracis-28432 81 6 each each DET bracis-28432 81 7 part part NOUN bracis-28432 81 8 of of ADP bracis-28432 81 9 retina retina NOUN bracis-28432 81 10 , , PUNCT bracis-28432 81 11 in in ADP bracis-28432 81 12 a a DET bracis-28432 81 13 b b NOUN bracis-28432 81 14 - - PUNCT bracis-28432 81 15 scan scan ADJ bracis-28432 81 16 . . PUNCT bracis-28432 82 1 right right ADJ bracis-28432 82 2 figure figure NOUN bracis-28432 82 3 shown show VERB bracis-28432 82 4 the the DET bracis-28432 82 5 hypotenuse hypotenuse NOUN bracis-28432 82 6 measurement measurement NOUN bracis-28432 83 1 [ [ X bracis-28432 83 2 11 11 NUM bracis-28432 83 3 ] ] PUNCT bracis-28432 83 4 . . PUNCT bracis-28432 84 1 full full ADJ bracis-28432 84 2 size size NOUN bracis-28432 84 3 image image NOUN bracis-28432 84 4 in in ADP bracis-28432 84 5 order order NOUN bracis-28432 84 6 to to PART bracis-28432 84 7 obtain obtain VERB bracis-28432 84 8 analysis analysis NOUN bracis-28432 84 9 on on ADP bracis-28432 84 10 the the DET bracis-28432 84 11 mentioned mention VERB bracis-28432 84 12 biomarker biomarker NOUN bracis-28432 84 13 , , PUNCT bracis-28432 84 14 the the DET bracis-28432 84 15 research research NOUN bracis-28432 84 16 was be AUX bracis-28432 84 17 developed develop VERB bracis-28432 84 18 in in ADP bracis-28432 84 19 three three NUM bracis-28432 84 20 stages stage NOUN bracis-28432 84 21 . . PUNCT bracis-28432 85 1 the the DET bracis-28432 85 2 first first ADJ bracis-28432 85 3 stage stage NOUN bracis-28432 85 4 includes include VERB bracis-28432 85 5 collecting collect VERB bracis-28432 85 6 the the DET bracis-28432 85 7 oct oct NOUN bracis-28432 85 8 images image NOUN bracis-28432 85 9 with with ADP bracis-28432 85 10 the the DET bracis-28432 85 11 physician physician NOUN bracis-28432 85 12 to to PART bracis-28432 85 13 take take VERB bracis-28432 85 14 notes note NOUN bracis-28432 85 15 and and CCONJ bracis-28432 85 16 select select VERB bracis-28432 85 17 the the DET bracis-28432 85 18 regions region NOUN bracis-28432 85 19 of of ADP bracis-28432 85 20 interest interest NOUN bracis-28432 85 21 . . PUNCT bracis-28432 86 1 in in ADP bracis-28432 86 2 the the DET bracis-28432 86 3 second second ADJ bracis-28432 86 4 stage stage NOUN bracis-28432 86 5 , , PUNCT bracis-28432 86 6 these these DET bracis-28432 86 7 images image NOUN bracis-28432 86 8 are be AUX bracis-28432 86 9 used use VERB bracis-28432 86 10 as as ADP bracis-28432 86 11 input input NOUN bracis-28432 86 12 data datum NOUN bracis-28432 86 13 in in ADP bracis-28432 86 14 a a DET bracis-28432 86 15 convolutional convolutional ADJ bracis-28432 86 16 neural neural ADJ bracis-28432 86 17 network network NOUN bracis-28432 86 18 for for ADP bracis-28432 86 19 semantic semantic ADJ bracis-28432 86 20 segmentation segmentation NOUN bracis-28432 86 21 . . PUNCT bracis-28432 87 1 in in ADP bracis-28432 87 2 the the DET bracis-28432 87 3 last last ADJ bracis-28432 87 4 stage stage NOUN bracis-28432 87 5 the the DET bracis-28432 87 6 output output NOUN bracis-28432 87 7 of of ADP bracis-28432 87 8 the the DET bracis-28432 87 9 neural neural ADJ bracis-28432 87 10 network network NOUN bracis-28432 87 11 , , PUNCT bracis-28432 87 12 containing contain VERB bracis-28432 87 13 the the DET bracis-28432 87 14 segmentation segmentation NOUN bracis-28432 87 15 images image NOUN bracis-28432 87 16 , , PUNCT bracis-28432 87 17 a a DET bracis-28432 87 18 computer computer NOUN bracis-28432 87 19 vision vision NOUN bracis-28432 87 20 algorithm algorithm NOUN bracis-28432 87 21 is be AUX bracis-28432 87 22 applied apply VERB bracis-28432 87 23 to to PART bracis-28432 87 24 obtain obtain VERB bracis-28432 87 25 coordinates coordinate NOUN bracis-28432 87 26 that that PRON bracis-28432 87 27 will will AUX bracis-28432 87 28 result result VERB bracis-28432 87 29 in in ADP bracis-28432 87 30 the the DET bracis-28432 87 31 identification identification NOUN bracis-28432 87 32 of of ADP bracis-28432 87 33 the the DET bracis-28432 87 34 region region NOUN bracis-28432 87 35 of of ADP bracis-28432 87 36 interest interest NOUN bracis-28432 87 37 . . PUNCT bracis-28432 88 1 this this DET bracis-28432 88 2 last last ADJ bracis-28432 88 3 stage stage NOUN bracis-28432 88 4 is be AUX bracis-28432 88 5 performed perform VERB bracis-28432 88 6 by by ADP bracis-28432 88 7 implementing implement VERB bracis-28432 88 8 the the DET bracis-28432 88 9 biomarker biomarker NOUN bracis-28432 88 10 approach approach NOUN bracis-28432 88 11 defined define VERB bracis-28432 88 12 by by ADP bracis-28432 88 13 [ [ PUNCT bracis-28432 88 14 11 11 NUM bracis-28432 88 15 ] ] PUNCT bracis-28432 88 16 . . PUNCT bracis-28432 89 1 the the DET bracis-28432 89 2 results result NOUN bracis-28432 89 3 are be AUX bracis-28432 89 4 compared compare VERB bracis-28432 89 5 with with ADP bracis-28432 89 6 those those PRON bracis-28432 89 7 analyzed analyze VERB bracis-28432 89 8 by by ADP bracis-28432 89 9 the the DET bracis-28432 89 10 specialist specialist NOUN bracis-28432 89 11 in in ADP bracis-28432 89 12 the the DET bracis-28432 89 13 manual manual ADJ bracis-28432 89 14 experiments experiment NOUN bracis-28432 89 15 in in ADP bracis-28432 89 16 a a DET bracis-28432 89 17 previous previous ADJ bracis-28432 89 18 study study NOUN bracis-28432 89 19 . . PUNCT bracis-28432 90 1 the the DET bracis-28432 90 2 fig fig NOUN bracis-28432 90 3 . . PUNCT bracis-28432 90 4     SPACE bracis-28432 90 5 2 2 NUM bracis-28432 90 6 shown show VERB bracis-28432 90 7 an an DET bracis-28432 90 8 overview overview NOUN bracis-28432 90 9 of of ADP bracis-28432 90 10 each each DET bracis-28432 90 11 step step NOUN bracis-28432 90 12 . . PUNCT bracis-28432 91 1 fig fig NOUN bracis-28432 91 2 . . PUNCT bracis-28432 92 1 2 2 X bracis-28432 92 2 . . X bracis-28432 92 3 general general ADJ bracis-28432 92 4 overview overview NOUN bracis-28432 92 5 full full ADJ bracis-28432 92 6 size size NOUN bracis-28432 92 7 image image NOUN bracis-28432 92 8 3.1 3.1 NUM bracis-28432 92 9 data datum NOUN bracis-28432 92 10 annotation annotation NOUN bracis-28432 92 11 this this DET bracis-28432 92 12 research research NOUN bracis-28432 92 13 developed develop VERB bracis-28432 92 14 a a DET bracis-28432 92 15 new new ADJ bracis-28432 92 16 annotated annotate VERB bracis-28432 92 17 dataset dataset NOUN bracis-28432 92 18 to to PART bracis-28432 92 19 support support VERB bracis-28432 92 20 the the DET bracis-28432 92 21 experiments experiment NOUN bracis-28432 92 22 . . PUNCT bracis-28432 93 1 the the DET bracis-28432 93 2 overall overall ADJ bracis-28432 93 3 context context NOUN bracis-28432 93 4 and and CCONJ bracis-28432 93 5 main main ADJ bracis-28432 93 6 procedures procedure NOUN bracis-28432 93 7 are be AUX bracis-28432 93 8 commented comment VERB bracis-28432 93 9 in in ADP bracis-28432 93 10 this this DET bracis-28432 93 11 section section NOUN bracis-28432 93 12 . . PUNCT bracis-28432 94 1 all all DET bracis-28432 94 2 original original ADJ bracis-28432 94 3 research research NOUN bracis-28432 94 4 participants participant NOUN bracis-28432 94 5 underwent undergo VERB bracis-28432 94 6 sd sd NOUN bracis-28432 94 7 - - PUNCT bracis-28432 94 8 oct oct PROPN bracis-28432 94 9 ( ( PUNCT bracis-28432 94 10 spectralis spectralis PROPN bracis-28432 94 11 oct oct PROPN bracis-28432 94 12 ; ; PUNCT bracis-28432 94 13 heidelberg heidelberg PROPN bracis-28432 94 14 engineering engineering NOUN bracis-28432 94 15 gmbh gmbh PROPN bracis-28432 94 16 , , PUNCT bracis-28432 94 17 dossenheim dossenheim PROPN bracis-28432 94 18 , , PUNCT bracis-28432 94 19 germany germany PROPN bracis-28432 94 20 ) ) PUNCT bracis-28432 94 21 . . PUNCT bracis-28432 95 1 moreover moreover ADV bracis-28432 95 2 , , PUNCT bracis-28432 95 3 the the DET bracis-28432 95 4 scans scan NOUN bracis-28432 95 5 ( ( PUNCT bracis-28432 95 6 b b X bracis-28432 95 7 - - PUNCT bracis-28432 95 8 scan scan ADJ bracis-28432 95 9 and and CCONJ bracis-28432 95 10 c c X bracis-28432 95 11 - - PUNCT bracis-28432 95 12 scan scan NOUN bracis-28432 95 13 ) ) PUNCT bracis-28432 95 14 were be AUX bracis-28432 95 15 exported export VERB bracis-28432 95 16 in in ADP bracis-28432 95 17 jpeg jpeg NOUN bracis-28432 95 18 format format NOUN bracis-28432 95 19 files file NOUN bracis-28432 95 20 for for ADP bracis-28432 95 21 the the DET bracis-28432 95 22 current current ADJ bracis-28432 95 23 research research NOUN bracis-28432 95 24 . . PUNCT bracis-28432 96 1 each each DET bracis-28432 96 2 image image NOUN bracis-28432 96 3 represents represent VERB bracis-28432 96 4 only only ADV bracis-28432 96 5 one one NUM bracis-28432 96 6 eye eye NOUN bracis-28432 96 7 ( ( PUNCT bracis-28432 96 8 right right ADV bracis-28432 96 9 or or CCONJ bracis-28432 96 10 left leave VERB bracis-28432 96 11 ) ) PUNCT bracis-28432 96 12 , , PUNCT bracis-28432 96 13 with with ADP bracis-28432 96 14 the the DET bracis-28432 96 15 union union NOUN bracis-28432 96 16 of of ADP bracis-28432 96 17 the the DET bracis-28432 96 18 two two NUM bracis-28432 96 19 scans scan NOUN bracis-28432 96 20 in in ADP bracis-28432 96 21 the the DET bracis-28432 96 22 same same ADJ bracis-28432 96 23 image image NOUN bracis-28432 96 24 . . PUNCT bracis-28432 97 1 finally finally ADV bracis-28432 97 2 , , PUNCT bracis-28432 97 3 photoshop photoshop PROPN bracis-28432 97 4 image image NOUN bracis-28432 97 5 editing edit VERB bracis-28432 97 6 software software NOUN bracis-28432 97 7 was be AUX bracis-28432 97 8 used use VERB bracis-28432 97 9 to to PART bracis-28432 97 10 support support VERB bracis-28432 97 11 the the DET bracis-28432 97 12 cuts cut NOUN bracis-28432 97 13 , , PUNCT bracis-28432 97 14 annotations annotation NOUN bracis-28432 97 15 , , PUNCT bracis-28432 97 16 and and CCONJ bracis-28432 97 17 export export NOUN bracis-28432 97 18 to to ADP bracis-28432 97 19 the the DET bracis-28432 97 20 desired desire VERB bracis-28432 97 21 sizes size NOUN bracis-28432 97 22 . . PUNCT bracis-28432 98 1 as as SCONJ bracis-28432 98 2 shown show VERB bracis-28432 98 3 in in ADP bracis-28432 98 4 fig fig NOUN bracis-28432 98 5 . . PUNCT bracis-28432 98 6     SPACE bracis-28432 99 1 3 3 NUM bracis-28432 99 2 , , PUNCT bracis-28432 99 3 the the DET bracis-28432 99 4 first first ADJ bracis-28432 99 5 step step NOUN bracis-28432 99 6 refers refer VERB bracis-28432 99 7 to to ADP bracis-28432 99 8 loading load VERB bracis-28432 99 9 the the DET bracis-28432 99 10 images image NOUN bracis-28432 99 11 and and CCONJ bracis-28432 99 12 selecting select VERB bracis-28432 99 13 the the DET bracis-28432 99 14 region region NOUN bracis-28432 99 15 of of ADP bracis-28432 99 16 interest interest NOUN bracis-28432 99 17 to to PART bracis-28432 99 18 perform perform VERB bracis-28432 99 19 the the DET bracis-28432 99 20 cut cut NOUN bracis-28432 99 21 . . PUNCT bracis-28432 100 1 all all DET bracis-28432 100 2 images image NOUN bracis-28432 100 3 had have VERB bracis-28432 100 4 the the DET bracis-28432 100 5 same same ADJ bracis-28432 100 6 size size NOUN bracis-28432 100 7 after after ADP bracis-28432 100 8 cropping crop VERB bracis-28432 100 9 . . PUNCT bracis-28432 101 1 cropping crop VERB bracis-28432 101 2 all all DET bracis-28432 101 3 images image NOUN bracis-28432 101 4 with with ADP bracis-28432 101 5 the the DET bracis-28432 101 6 same same ADJ bracis-28432 101 7 size size NOUN bracis-28432 101 8 is be AUX bracis-28432 101 9 essential essential ADJ bracis-28432 101 10 for for ADP bracis-28432 101 11 input input NOUN bracis-28432 101 12 data datum NOUN bracis-28432 101 13 in in ADP bracis-28432 101 14 the the DET bracis-28432 101 15 neural neural ADJ bracis-28432 101 16 network network NOUN bracis-28432 101 17 . . PUNCT bracis-28432 102 1 in in ADP bracis-28432 102 2 supervised supervised ADJ bracis-28432 102 3 neural neural ADJ bracis-28432 102 4 networks network NOUN bracis-28432 102 5 , , PUNCT bracis-28432 102 6 the the DET bracis-28432 102 7 image image NOUN bracis-28432 102 8 task task NOUN bracis-28432 102 9 must must AUX bracis-28432 102 10 have have VERB bracis-28432 102 11 the the DET bracis-28432 102 12 same same ADJ bracis-28432 102 13 pattern pattern NOUN bracis-28432 102 14 as as ADP bracis-28432 102 15 the the DET bracis-28432 102 16 input input NOUN bracis-28432 102 17 data datum NOUN bracis-28432 102 18 . . PUNCT bracis-28432 103 1 the the DET bracis-28432 103 2 second second ADJ bracis-28432 103 3 step step NOUN bracis-28432 103 4 , , PUNCT bracis-28432 103 5 shown show VERB bracis-28432 103 6 in in ADP bracis-28432 103 7 the the DET bracis-28432 103 8 exact exact ADJ bracis-28432 103 9 figure figure NOUN bracis-28432 103 10 , , PUNCT bracis-28432 103 11 is be AUX bracis-28432 103 12 the the DET bracis-28432 103 13 result result NOUN bracis-28432 103 14 of of ADP bracis-28432 103 15 annotating annotate VERB bracis-28432 103 16 the the DET bracis-28432 103 17 regions region NOUN bracis-28432 103 18 of of ADP bracis-28432 103 19 interest interest NOUN bracis-28432 103 20 after after ADP bracis-28432 103 21 making make VERB bracis-28432 103 22 the the DET bracis-28432 103 23 cuts cut NOUN bracis-28432 103 24 . . PUNCT bracis-28432 104 1 this this DET bracis-28432 104 2 step step NOUN bracis-28432 104 3 was be AUX bracis-28432 104 4 conducted conduct VERB bracis-28432 104 5 with with ADP bracis-28432 104 6 a a DET bracis-28432 104 7 medical medical ADJ bracis-28432 104 8 student student NOUN bracis-28432 104 9 to to PART bracis-28432 104 10 obtain obtain VERB bracis-28432 104 11 the the DET bracis-28432 104 12 layers layer NOUN bracis-28432 104 13 of of ADP bracis-28432 104 14 the the DET bracis-28432 104 15 retina retina NOUN bracis-28432 104 16 as as ADV bracis-28432 104 17 accurately accurately ADV bracis-28432 104 18 as as ADP bracis-28432 104 19 possible possible ADJ bracis-28432 104 20 , , PUNCT bracis-28432 104 21 where where SCONJ bracis-28432 104 22 files file NOUN bracis-28432 104 23 were be AUX bracis-28432 104 24 obtained obtain VERB bracis-28432 104 25 with with ADP bracis-28432 104 26 the the DET bracis-28432 104 27 notes note NOUN bracis-28432 104 28 of of ADP bracis-28432 104 29 each each DET bracis-28432 104 30 layer layer NOUN bracis-28432 104 31 and and CCONJ bracis-28432 104 32 later later ADV bracis-28432 104 33 merged merge VERB bracis-28432 104 34 into into ADP bracis-28432 104 35 the the DET bracis-28432 104 36 primary primary ADJ bracis-28432 104 37 image image NOUN bracis-28432 104 38 . . PUNCT bracis-28432 105 1 each each DET bracis-28432 105 2 layer layer NOUN bracis-28432 105 3 was be AUX bracis-28432 105 4 exported export VERB bracis-28432 105 5 separately separately ADV bracis-28432 105 6 in in ADP bracis-28432 105 7 the the DET bracis-28432 105 8 annotation annotation NOUN bracis-28432 105 9 process process NOUN bracis-28432 105 10 : : PUNCT bracis-28432 105 11 ilm ilm NOUN bracis-28432 105 12 layer layer NOUN bracis-28432 105 13 annotation annotation NOUN bracis-28432 105 14 , , PUNCT bracis-28432 105 15 rpe rpe PROPN bracis-28432 105 16 layer layer NOUN bracis-28432 105 17 annotation annotation NOUN bracis-28432 105 18 , , PUNCT bracis-28432 105 19 and and CCONJ bracis-28432 105 20 the the DET bracis-28432 105 21 selected select VERB bracis-28432 105 22 region region NOUN bracis-28432 105 23 of of ADP bracis-28432 105 24 the the DET bracis-28432 105 25 retinal retinal ADJ bracis-28432 105 26 layer layer NOUN bracis-28432 105 27 . . PUNCT bracis-28432 106 1 the the DET bracis-28432 106 2 exported export VERB bracis-28432 106 3 clippings clipping NOUN bracis-28432 106 4 were be AUX bracis-28432 106 5 turned turn VERB bracis-28432 106 6 into into ADP bracis-28432 106 7 png png NOUN bracis-28432 106 8 files file NOUN bracis-28432 106 9 because because SCONJ bracis-28432 106 10 the the DET bracis-28432 106 11 format format NOUN bracis-28432 106 12 allows allow VERB bracis-28432 106 13 lossless lossless NOUN bracis-28432 106 14 compression compression NOUN bracis-28432 106 15 and and CCONJ bracis-28432 106 16 less less ADJ bracis-28432 106 17 loss loss NOUN bracis-28432 106 18 of of ADP bracis-28432 106 19 quality quality NOUN bracis-28432 106 20 . . PUNCT bracis-28432 107 1 the the DET bracis-28432 107 2 files file NOUN bracis-28432 107 3 are be AUX bracis-28432 107 4 organized organize VERB bracis-28432 107 5 in in ADP bracis-28432 107 6 different different ADJ bracis-28432 107 7 folders folder NOUN bracis-28432 107 8 in in ADP bracis-28432 107 9 the the DET bracis-28432 107 10 third third ADJ bracis-28432 107 11 step step NOUN bracis-28432 107 12 according accord VERB bracis-28432 107 13 to to ADP bracis-28432 107 14 each each DET bracis-28432 107 15 export export NOUN bracis-28432 107 16 performed perform VERB bracis-28432 107 17 . . PUNCT bracis-28432 108 1 this this DET bracis-28432 108 2 distinction distinction NOUN bracis-28432 108 3 is be AUX bracis-28432 108 4 because because SCONJ bracis-28432 108 5 the the DET bracis-28432 108 6 neural neural ADJ bracis-28432 108 7 network network NOUN bracis-28432 108 8 requires require VERB bracis-28432 108 9 actual actual ADJ bracis-28432 108 10 ( ( PUNCT bracis-28432 108 11 or or CCONJ bracis-28432 108 12 ground ground NOUN bracis-28432 108 13 truth truth NOUN bracis-28432 108 14 ) ) PUNCT bracis-28432 108 15 and and CCONJ bracis-28432 108 16 annotated annotate VERB bracis-28432 108 17 data datum NOUN bracis-28432 108 18 as as ADP bracis-28432 108 19 input input NOUN bracis-28432 108 20 . . PUNCT bracis-28432 109 1 therefore therefore ADV bracis-28432 109 2 , , PUNCT bracis-28432 109 3 the the DET bracis-28432 109 4 annotations annotation NOUN bracis-28432 109 5 images image NOUN bracis-28432 109 6 are be AUX bracis-28432 109 7 to to PART bracis-28432 109 8 use use VERB bracis-28432 109 9 with with ADP bracis-28432 109 10 the the DET bracis-28432 109 11 image image NOUN bracis-28432 109 12 cropped crop VERB bracis-28432 109 13 under under ADP bracis-28432 109 14 the the DET bracis-28432 109 15 same same ADJ bracis-28432 109 16 region region NOUN bracis-28432 109 17 . . PUNCT bracis-28432 110 1 fig fig NOUN bracis-28432 110 2 . . PUNCT bracis-28432 111 1 3 3 X bracis-28432 111 2 . . NUM bracis-28432 111 3 annotated annotate VERB bracis-28432 111 4 data data NOUN bracis-28432 111 5 flow flow NOUN bracis-28432 111 6 . . PUNCT bracis-28432 112 1 full full ADJ bracis-28432 112 2 size size NOUN bracis-28432 112 3 image image NOUN bracis-28432 112 4 the the DET bracis-28432 112 5 set set NOUN bracis-28432 112 6 of of ADP bracis-28432 112 7 images image NOUN bracis-28432 112 8 obtained obtain VERB bracis-28432 112 9 contains contain VERB bracis-28432 112 10 80 80 NUM bracis-28432 112 11 folders folder NOUN bracis-28432 112 12 with with ADP bracis-28432 112 13 images image NOUN bracis-28432 112 14 of of ADP bracis-28432 112 15 both both DET bracis-28432 112 16 eyes eye NOUN bracis-28432 112 17 . . PUNCT bracis-28432 113 1 however however ADV bracis-28432 113 2 , , PUNCT bracis-28432 113 3 some some DET bracis-28432 113 4 exclusions exclusion NOUN bracis-28432 113 5 were be AUX bracis-28432 113 6 made make VERB bracis-28432 113 7 . . PUNCT bracis-28432 114 1 folders folder NOUN bracis-28432 114 2 that that PRON bracis-28432 114 3 did do AUX bracis-28432 114 4 not not PART bracis-28432 114 5 contain contain VERB bracis-28432 114 6 one one NUM bracis-28432 114 7 or or CCONJ bracis-28432 114 8 both both DET bracis-28432 114 9 images image NOUN bracis-28432 114 10 , , PUNCT bracis-28432 114 11 corrupted corrupted ADJ bracis-28432 114 12 files file NOUN bracis-28432 114 13 , , PUNCT bracis-28432 114 14 and and CCONJ bracis-28432 114 15 folders folder NOUN bracis-28432 114 16 with with ADP bracis-28432 114 17 the the DET bracis-28432 114 18 same same ADJ bracis-28432 114 19 images image NOUN bracis-28432 114 20 were be AUX bracis-28432 114 21 exclusion exclusion NOUN bracis-28432 114 22 criteria criterion NOUN bracis-28432 114 23 . . PUNCT bracis-28432 115 1 therefore therefore ADV bracis-28432 115 2 , , PUNCT bracis-28432 115 3 from from ADP bracis-28432 115 4 the the DET bracis-28432 115 5 total total NOUN bracis-28432 115 6 of of ADP bracis-28432 115 7 160 160 NUM bracis-28432 115 8 images image NOUN bracis-28432 115 9 , , PUNCT bracis-28432 115 10 134 134 NUM bracis-28432 115 11 images image NOUN bracis-28432 115 12 remained remain VERB bracis-28432 115 13 for for ADP bracis-28432 115 14 use use NOUN bracis-28432 115 15 . . PUNCT bracis-28432 116 1 throughout throughout ADP bracis-28432 116 2 the the DET bracis-28432 116 3 experiments experiment NOUN bracis-28432 116 4 , , PUNCT bracis-28432 116 5 the the DET bracis-28432 116 6 number number NOUN bracis-28432 116 7 of of ADP bracis-28432 116 8 images image NOUN bracis-28432 116 9 was be AUX bracis-28432 116 10 also also ADV bracis-28432 116 11 modified modify VERB bracis-28432 116 12 . . PUNCT bracis-28432 117 1 tests test NOUN bracis-28432 117 2 were be AUX bracis-28432 117 3 carried carry VERB bracis-28432 117 4 out out ADP bracis-28432 117 5 with with ADP bracis-28432 117 6 the the DET bracis-28432 117 7 entire entire ADJ bracis-28432 117 8 set set NOUN bracis-28432 117 9 of of ADP bracis-28432 117 10 images image NOUN bracis-28432 117 11 and and CCONJ bracis-28432 117 12 new new ADJ bracis-28432 117 13 exclusions exclusion NOUN bracis-28432 117 14 and and CCONJ bracis-28432 117 15 separations separation NOUN bracis-28432 117 16 . . PUNCT bracis-28432 118 1 tests test NOUN bracis-28432 118 2 without without ADP bracis-28432 118 3 images image NOUN bracis-28432 118 4 with with ADP bracis-28432 118 5 high high ADJ bracis-28432 118 6 contrast contrast NOUN bracis-28432 118 7 or or CCONJ bracis-28432 118 8 noise noise NOUN bracis-28432 118 9 were be AUX bracis-28432 118 10 also also ADV bracis-28432 118 11 applied apply VERB bracis-28432 118 12 . . PUNCT bracis-28432 119 1 the the DET bracis-28432 119 2 same same ADJ bracis-28432 119 3 equipment equipment NOUN bracis-28432 119 4 can can AUX bracis-28432 119 5 generate generate VERB bracis-28432 119 6 important important ADJ bracis-28432 119 7 differences difference NOUN bracis-28432 119 8 in in ADP bracis-28432 119 9 terms term NOUN bracis-28432 119 10 of of ADP bracis-28432 119 11 noise noise NOUN bracis-28432 119 12 presence presence NOUN bracis-28432 119 13 or or CCONJ bracis-28432 119 14 overall overall ADJ bracis-28432 119 15 illumination illumination NOUN bracis-28432 119 16 in in ADP bracis-28432 119 17 the the DET bracis-28432 119 18 image image NOUN bracis-28432 119 19 . . PUNCT bracis-28432 120 1 this this DET bracis-28432 120 2 context context NOUN bracis-28432 120 3 fostered foster VERB bracis-28432 120 4 some some DET bracis-28432 120 5 experiments experiment NOUN bracis-28432 120 6 with with ADP bracis-28432 120 7 image image NOUN bracis-28432 120 8 subsets subset NOUN bracis-28432 120 9 , , PUNCT bracis-28432 120 10 according accord VERB bracis-28432 120 11 to to ADP bracis-28432 120 12 these these DET bracis-28432 120 13 main main ADJ bracis-28432 120 14 aspects aspect NOUN bracis-28432 120 15 . . PUNCT bracis-28432 121 1 we we PRON bracis-28432 121 2 apply apply VERB bracis-28432 121 3 some some DET bracis-28432 121 4 different different ADJ bracis-28432 121 5 tests test NOUN bracis-28432 121 6 with with ADP bracis-28432 121 7 the the DET bracis-28432 121 8 images image NOUN bracis-28432 121 9 obtained obtain VERB bracis-28432 121 10 during during ADP bracis-28432 121 11 the the DET bracis-28432 121 12 research research NOUN bracis-28432 121 13 period period NOUN bracis-28432 121 14 : : PUNCT bracis-28432 121 15 test test NOUN bracis-28432 121 16 using use VERB bracis-28432 121 17 all all DET bracis-28432 121 18 data datum NOUN bracis-28432 121 19 ; ; PUNCT bracis-28432 121 20 changing change VERB bracis-28432 121 21 the the DET bracis-28432 121 22 process process NOUN bracis-28432 121 23 for for ADP bracis-28432 121 24 choosing choose VERB bracis-28432 121 25 the the DET bracis-28432 121 26 images image NOUN bracis-28432 121 27 , , PUNCT bracis-28432 121 28 where where SCONJ bracis-28432 121 29 the the DET bracis-28432 121 30 images image NOUN bracis-28432 121 31 that that PRON bracis-28432 121 32 seemed seem VERB bracis-28432 121 33 to to PART bracis-28432 121 34 present present VERB bracis-28432 121 35 greater great ADJ bracis-28432 121 36 similarity similarity NOUN bracis-28432 121 37 in in ADP bracis-28432 121 38 overall overall ADJ bracis-28432 121 39 aspects aspect NOUN bracis-28432 121 40 were be AUX bracis-28432 121 41 chosen choose VERB bracis-28432 121 42 manually manually ADV bracis-28432 121 43 ; ; PUNCT bracis-28432 121 44 the the DET bracis-28432 121 45 way way NOUN bracis-28432 121 46 of of ADP bracis-28432 121 47 annotating annotate VERB bracis-28432 121 48 the the DET bracis-28432 121 49 rpe rpe PROPN bracis-28432 121 50 layer layer NOUN bracis-28432 121 51 where where SCONJ bracis-28432 121 52 outlines outline NOUN bracis-28432 121 53 have have AUX bracis-28432 121 54 been be AUX bracis-28432 121 55 replaced replace VERB bracis-28432 121 56 by by ADP bracis-28432 121 57 fills fill NOUN bracis-28432 121 58 ( ( PUNCT bracis-28432 121 59 this this DET bracis-28432 121 60 aspect aspect NOUN bracis-28432 121 61 was be AUX bracis-28432 121 62 possible possible ADJ bracis-28432 121 63 because because SCONJ bracis-28432 121 64 to to ADP bracis-28432 121 65 us we PRON bracis-28432 121 66 it it PRON bracis-28432 121 67 ’s ’ VERB bracis-28432 121 68 essential essential ADJ bracis-28432 121 69 the the DET bracis-28432 121 70 limit limit NOUN bracis-28432 121 71 of of ADP bracis-28432 121 72 rpe rpe PROPN bracis-28432 121 73 layer layer NOUN bracis-28432 121 74 on on ADP bracis-28432 121 75 level level NOUN bracis-28432 121 76 of of ADP bracis-28432 121 77 bmo bmo NOUN bracis-28432 121 78 as as SCONJ bracis-28432 121 79 shown show VERB bracis-28432 121 80 on on ADP bracis-28432 121 81 fig fig NOUN bracis-28432 121 82 . . PUNCT bracis-28432 121 83     SPACE bracis-28432 121 84 1 1 NUM bracis-28432 121 85 left left ADJ bracis-28432 121 86 ) ) PUNCT bracis-28432 121 87 . . PUNCT bracis-28432 122 1 3.2 3.2 NUM bracis-28432 122 2 cnn cnn PROPN bracis-28432 122 3 architecture architecture NOUN bracis-28432 122 4 the the DET bracis-28432 122 5 present present ADJ bracis-28432 122 6 work work NOUN bracis-28432 122 7 used use VERB bracis-28432 122 8 a a DET bracis-28432 122 9 neural neural ADJ bracis-28432 122 10 network network NOUN bracis-28432 122 11 to to PART bracis-28432 122 12 perform perform VERB bracis-28432 122 13 tasks task NOUN bracis-28432 122 14 related relate VERB bracis-28432 122 15 to to ADP bracis-28432 122 16 image image NOUN bracis-28432 122 17 segmentation segmentation NOUN bracis-28432 122 18 . . PUNCT bracis-28432 123 1 the the DET bracis-28432 123 2 use use NOUN bracis-28432 123 3 of of ADP bracis-28432 123 4 the the DET bracis-28432 123 5 u u ADJ bracis-28432 123 6 - - ADJ bracis-28432 123 7 net net ADJ bracis-28432 123 8 architecture architecture NOUN bracis-28432 123 9 [ [ X bracis-28432 123 10 14 14 NUM bracis-28432 123 11 ] ] PUNCT bracis-28432 123 12 was be AUX bracis-28432 123 13 defined define VERB bracis-28432 123 14 as as ADP bracis-28432 123 15 a a DET bracis-28432 123 16 starting starting NOUN bracis-28432 123 17 point point NOUN bracis-28432 123 18 . . PUNCT bracis-28432 124 1 improvements improvement NOUN bracis-28432 124 2 were be AUX bracis-28432 124 3 then then ADV bracis-28432 124 4 included include VERB bracis-28432 124 5 , , PUNCT bracis-28432 124 6 in in ADP bracis-28432 124 7 order order NOUN bracis-28432 124 8 to to PART bracis-28432 124 9 foster foster VERB bracis-28432 124 10 the the DET bracis-28432 124 11 results result NOUN bracis-28432 124 12 . . PUNCT bracis-28432 125 1 the the DET bracis-28432 125 2 architecture architecture NOUN bracis-28432 125 3 consists consist VERB bracis-28432 125 4 of of ADP bracis-28432 125 5 a a DET bracis-28432 125 6 contraction contraction NOUN bracis-28432 125 7 path path NOUN bracis-28432 125 8 to to PART bracis-28432 125 9 capture capture VERB bracis-28432 125 10 context context NOUN bracis-28432 125 11 and and CCONJ bracis-28432 125 12 a a DET bracis-28432 125 13 symmetric symmetric ADJ bracis-28432 125 14 expansion expansion NOUN bracis-28432 125 15 path path NOUN bracis-28432 125 16 for for ADP bracis-28432 125 17 localization localization NOUN bracis-28432 125 18 . . PUNCT bracis-28432 126 1 the the DET bracis-28432 126 2 contraction contraction NOUN bracis-28432 126 3 path path NOUN bracis-28432 126 4 consists consist VERB bracis-28432 126 5 of of ADP bracis-28432 126 6 a a DET bracis-28432 126 7 typical typical ADJ bracis-28432 126 8 convolutional convolutional ADJ bracis-28432 126 9 network network NOUN bracis-28432 126 10 , , PUNCT bracis-28432 126 11 with with ADP bracis-28432 126 12 two two NUM bracis-28432 126 13 convolutions convolution NOUN bracis-28432 126 14 followed follow VERB bracis-28432 126 15 by by ADP bracis-28432 126 16 a a DET bracis-28432 126 17 relu relu NOUN bracis-28432 126 18 ( ( PUNCT bracis-28432 126 19 rectified rectified ADJ bracis-28432 126 20 linear linear NOUN bracis-28432 126 21 unit unit NOUN bracis-28432 126 22 ) ) PUNCT bracis-28432 126 23 activation activation NOUN bracis-28432 126 24 function function NOUN bracis-28432 126 25 and and CCONJ bracis-28432 126 26 a a DET bracis-28432 126 27 max max PROPN bracis-28432 126 28 polling polling NOUN bracis-28432 126 29 operation operation NOUN bracis-28432 126 30 . . PUNCT bracis-28432 127 1 the the DET bracis-28432 127 2 use use NOUN bracis-28432 127 3 of of ADP bracis-28432 127 4 the the DET bracis-28432 127 5 regularization regularization NOUN bracis-28432 127 6 dropout dropout NOUN bracis-28432 127 7 technique technique NOUN bracis-28432 127 8 to to PART bracis-28432 127 9 reduce reduce VERB bracis-28432 127 10 overfitting overfitting NOUN bracis-28432 127 11 was be AUX bracis-28432 127 12 also also ADV bracis-28432 127 13 considered consider VERB bracis-28432 127 14 . . PUNCT bracis-28432 128 1 the the DET bracis-28432 128 2 number number NOUN bracis-28432 128 3 of of ADP bracis-28432 128 4 resource resource NOUN bracis-28432 128 5 channels channel NOUN bracis-28432 128 6 doubles double VERB bracis-28432 128 7 each each DET bracis-28432 128 8 reduction reduction NOUN bracis-28432 128 9 step step NOUN bracis-28432 128 10 ( ( PUNCT bracis-28432 128 11 downsampling downsampling NOUN bracis-28432 128 12 ) ) PUNCT bracis-28432 128 13 . . PUNCT bracis-28432 129 1 the the DET bracis-28432 129 2 expansion expansion NOUN bracis-28432 129 3 path path NOUN bracis-28432 129 4 consists consist VERB bracis-28432 129 5 of of ADP bracis-28432 129 6 an an DET bracis-28432 129 7 upsampling upsampling NOUN bracis-28432 129 8 of of ADP bracis-28432 129 9 the the DET bracis-28432 129 10 feature feature NOUN bracis-28432 129 11 map map NOUN bracis-28432 129 12 , , PUNCT bracis-28432 129 13 followed follow VERB bracis-28432 129 14 by by ADP bracis-28432 129 15 an an DET bracis-28432 129 16 up up ADJ bracis-28432 129 17 - - PUNCT bracis-28432 129 18 convolution convolution NOUN bracis-28432 129 19 that that PRON bracis-28432 129 20 halves halve VERB bracis-28432 129 21 the the DET bracis-28432 129 22 number number NOUN bracis-28432 129 23 of of ADP bracis-28432 129 24 feature feature NOUN bracis-28432 129 25 channels channel NOUN bracis-28432 129 26 , , PUNCT bracis-28432 129 27 a a DET bracis-28432 129 28 concatenation concatenation NOUN bracis-28432 129 29 with with ADP bracis-28432 129 30 the the DET bracis-28432 129 31 corresponding corresponding ADJ bracis-28432 129 32 clipped clip VERB bracis-28432 129 33 feature feature NOUN bracis-28432 129 34 map map NOUN bracis-28432 129 35 from from ADP bracis-28432 129 36 the the DET bracis-28432 129 37 contracting contracting NOUN bracis-28432 129 38 path path NOUN bracis-28432 129 39 , , PUNCT bracis-28432 129 40 and and CCONJ bracis-28432 129 41 two two NUM bracis-28432 129 42 convolutions convolution NOUN bracis-28432 129 43 followed follow VERB bracis-28432 129 44 each each PRON bracis-28432 129 45 by by ADP bracis-28432 129 46 the the DET bracis-28432 129 47 relu relu NOUN bracis-28432 129 48 function function NOUN bracis-28432 129 49 . . PUNCT bracis-28432 130 1 still still ADV bracis-28432 130 2 , , PUNCT bracis-28432 130 3 according accord VERB bracis-28432 130 4 to to ADP bracis-28432 130 5 the the DET bracis-28432 130 6 authors author NOUN bracis-28432 130 7 , , PUNCT bracis-28432 130 8 clipping clip VERB bracis-28432 130 9 is be AUX bracis-28432 130 10 necessary necessary ADJ bracis-28432 130 11 due due ADP bracis-28432 130 12 to to ADP bracis-28432 130 13 the the DET bracis-28432 130 14 loss loss NOUN bracis-28432 130 15 of of ADP bracis-28432 130 16 edge edge NOUN bracis-28432 130 17 pixels pixel NOUN bracis-28432 130 18 in in ADP bracis-28432 130 19 each each DET bracis-28432 130 20 convolution convolution NOUN bracis-28432 130 21 . . PUNCT bracis-28432 131 1 in in ADP bracis-28432 131 2 the the DET bracis-28432 131 3 final final ADJ bracis-28432 131 4 layer layer NOUN bracis-28432 131 5 , , PUNCT bracis-28432 131 6 a a DET bracis-28432 131 7 1\(\,\times 1\(\,\times NUM bracis-28432 131 8 \,\)1 \,\)1 DET bracis-28432 131 9 convolution convolution NOUN bracis-28432 131 10 maps map VERB bracis-28432 131 11 each each DET bracis-28432 131 12 feature feature NOUN bracis-28432 131 13 vector vector NOUN bracis-28432 131 14 to to ADP bracis-28432 131 15 the the DET bracis-28432 131 16 desired desire VERB bracis-28432 131 17 number number NOUN bracis-28432 131 18 of of ADP bracis-28432 131 19 classes class NOUN bracis-28432 131 20 . . PUNCT bracis-28432 132 1 this this PRON bracis-28432 132 2 is be AUX bracis-28432 132 3 a a DET bracis-28432 132 4 network network NOUN bracis-28432 132 5 with with ADP bracis-28432 132 6 no no DET bracis-28432 132 7 fully fully ADV bracis-28432 132 8 connected connect VERB bracis-28432 132 9 layers layer NOUN bracis-28432 132 10 and and CCONJ bracis-28432 132 11 which which PRON bracis-28432 132 12 uses use VERB bracis-28432 132 13 only only ADV bracis-28432 132 14 the the DET bracis-28432 132 15 valid valid ADJ bracis-28432 132 16 part part NOUN bracis-28432 132 17 of of ADP bracis-28432 132 18 each each DET bracis-28432 132 19 convolution convolution NOUN bracis-28432 132 20 , , PUNCT bracis-28432 132 21 i.e. i.e. X bracis-28432 132 22 , , PUNCT bracis-28432 132 23 the the DET bracis-28432 132 24 segmentation segmentation NOUN bracis-28432 132 25 map map NOUN bracis-28432 132 26 only only ADV bracis-28432 132 27 contains contain VERB bracis-28432 132 28 the the DET bracis-28432 132 29 pixels pixel NOUN bracis-28432 132 30 for for ADP bracis-28432 132 31 which which PRON bracis-28432 132 32 the the DET bracis-28432 132 33 entire entire ADJ bracis-28432 132 34 context context NOUN bracis-28432 132 35 is be AUX bracis-28432 132 36 available available ADJ bracis-28432 132 37 in in ADP bracis-28432 132 38 the the DET bracis-28432 132 39 input input NOUN bracis-28432 132 40 image image NOUN bracis-28432 132 41 . . PUNCT bracis-28432 133 1 it it PRON bracis-28432 133 2 also also ADV bracis-28432 133 3 allows allow VERB bracis-28432 133 4 the the DET bracis-28432 133 5 continuous continuous ADJ bracis-28432 133 6 segmentation segmentation NOUN bracis-28432 133 7 of of ADP bracis-28432 133 8 arbitrarily arbitrarily ADV bracis-28432 133 9 large large ADJ bracis-28432 133 10 images image NOUN bracis-28432 133 11 by by ADP bracis-28432 133 12 a a DET bracis-28432 133 13 block block NOUN bracis-28432 133 14 overlay overlay NOUN bracis-28432 133 15 strategy strategy NOUN bracis-28432 133 16 , , PUNCT bracis-28432 133 17 predicting predict VERB bracis-28432 133 18 the the DET bracis-28432 133 19 pixels pixel NOUN bracis-28432 133 20 in in ADP bracis-28432 133 21 the the DET bracis-28432 133 22 region region NOUN bracis-28432 133 23 of of ADP bracis-28432 133 24 the the DET bracis-28432 133 25 edge edge NOUN bracis-28432 133 26 of of ADP bracis-28432 133 27 the the DET bracis-28432 133 28 image image NOUN bracis-28432 133 29 that that PRON bracis-28432 133 30 , , PUNCT bracis-28432 133 31 due due ADP bracis-28432 133 32 to to ADP bracis-28432 133 33 the the DET bracis-28432 133 34 missing missing ADJ bracis-28432 133 35 context context NOUN bracis-28432 133 36 , , PUNCT bracis-28432 133 37 are be AUX bracis-28432 133 38 extrapolated extrapolate VERB bracis-28432 133 39 , , PUNCT bracis-28432 133 40 mirroring mirror VERB bracis-28432 133 41 the the DET bracis-28432 133 42 input input NOUN bracis-28432 133 43 image image NOUN bracis-28432 133 44 . . PUNCT bracis-28432 134 1 fig fig NOUN bracis-28432 134 2 . . PUNCT bracis-28432 135 1 4 4 X bracis-28432 135 2 . . X bracis-28432 135 3 u u ADJ bracis-28432 135 4 - - ADJ bracis-28432 135 5 net net ADJ bracis-28432 135 6 architecture architecture NOUN bracis-28432 135 7 . . PUNCT bracis-28432 136 1 full full ADJ bracis-28432 136 2 size size NOUN bracis-28432 136 3 image image NOUN bracis-28432 136 4 changes change NOUN bracis-28432 136 5 were be AUX bracis-28432 136 6 made make VERB bracis-28432 136 7 to to ADP bracis-28432 136 8 the the DET bracis-28432 136 9 architecture architecture NOUN bracis-28432 136 10 ( ( PUNCT bracis-28432 136 11 fig fig NOUN bracis-28432 136 12 . . PUNCT bracis-28432 136 13     SPACE bracis-28432 136 14 4 4 X bracis-28432 136 15 ) ) PUNCT bracis-28432 136 16 based base VERB bracis-28432 136 17 on on ADP bracis-28432 136 18 two two NUM bracis-28432 136 19 articles article NOUN bracis-28432 136 20 , , PUNCT bracis-28432 136 21 [ [ X bracis-28432 136 22 8 8 NUM bracis-28432 136 23 , , PUNCT bracis-28432 136 24 21 21 NUM bracis-28432 136 25 ] ] PUNCT bracis-28432 136 26 . . PUNCT bracis-28432 137 1 in in ADP bracis-28432 137 2 both both PRON bracis-28432 137 3 , , PUNCT bracis-28432 137 4 there there PRON bracis-28432 137 5 is be VERB bracis-28432 137 6 the the DET bracis-28432 137 7 presence presence NOUN bracis-28432 137 8 of of ADP bracis-28432 137 9 additional additional ADJ bracis-28432 137 10 blocks block NOUN bracis-28432 137 11 between between ADP bracis-28432 137 12 the the DET bracis-28432 137 13 path path NOUN bracis-28432 137 14 of of ADP bracis-28432 137 15 contraction contraction NOUN bracis-28432 137 16 and and CCONJ bracis-28432 137 17 expansion expansion NOUN bracis-28432 137 18 . . PUNCT bracis-28432 138 1 these these DET bracis-28432 138 2 modules module NOUN bracis-28432 138 3 allowed allow VERB bracis-28432 138 4 the the DET bracis-28432 138 5 extraction extraction NOUN bracis-28432 138 6 of of ADP bracis-28432 138 7 information information NOUN bracis-28432 138 8 from from ADP bracis-28432 138 9 the the DET bracis-28432 138 10 semantic semantic ADJ bracis-28432 138 11 context context NOUN bracis-28432 138 12 and and CCONJ bracis-28432 138 13 the the DET bracis-28432 138 14 generation generation NOUN bracis-28432 138 15 of of ADP bracis-28432 138 16 high high ADJ bracis-28432 138 17 - - PUNCT bracis-28432 138 18 level level NOUN bracis-28432 138 19 resource resource NOUN bracis-28432 138 20 maps map NOUN bracis-28432 138 21 . . PUNCT bracis-28432 139 1 the the DET bracis-28432 139 2 dense dense ADJ bracis-28432 139 3 atrous atrous ADJ bracis-28432 139 4 convolution convolution NOUN bracis-28432 139 5 ( ( PUNCT bracis-28432 139 6 dac dac NOUN bracis-28432 139 7 ) ) PUNCT bracis-28432 139 8 module module NOUN bracis-28432 139 9 was be AUX bracis-28432 139 10 used use VERB bracis-28432 139 11 for for ADP bracis-28432 139 12 the the DET bracis-28432 139 13 present present ADJ bracis-28432 139 14 work work NOUN bracis-28432 139 15 . . PUNCT bracis-28432 140 1 dac dac PROPN bracis-28432 140 2 was be AUX bracis-28432 140 3 designed design VERB bracis-28432 140 4 to to PART bracis-28432 140 5 extract extract VERB bracis-28432 140 6 features feature NOUN bracis-28432 140 7 from from ADP bracis-28432 140 8 objects object NOUN bracis-28432 140 9 with with ADP bracis-28432 140 10 different different ADJ bracis-28432 140 11 sizes size NOUN bracis-28432 140 12 using use VERB bracis-28432 140 13 a a DET bracis-28432 140 14 set set NOUN bracis-28432 140 15 of of ADP bracis-28432 140 16 dilated dilated ADJ bracis-28432 140 17 convolutions convolution NOUN bracis-28432 140 18 . . PUNCT bracis-28432 141 1 fig fig NOUN bracis-28432 141 2 . . PUNCT bracis-28432 142 1 5 5 X bracis-28432 142 2 . . X bracis-28432 142 3 dilated dilate VERB bracis-28432 142 4 convolution convolution NOUN bracis-28432 142 5 [ [ X bracis-28432 142 6 21 21 NUM bracis-28432 142 7 ] ] PUNCT bracis-28432 142 8 . . PUNCT bracis-28432 143 1 full full ADJ bracis-28432 143 2 size size NOUN bracis-28432 143 3 image image NOUN bracis-28432 143 4 dilated dilate VERB bracis-28432 143 5 convolution convolution NOUN bracis-28432 143 6 was be AUX bracis-28432 143 7 initially initially ADV bracis-28432 143 8 proposed propose VERB bracis-28432 143 9 for for ADP bracis-28432 143 10 computing compute VERB bracis-28432 143 11 the the DET bracis-28432 143 12 wavelet wavelet NOUN bracis-28432 143 13 transform transform NOUN bracis-28432 143 14 . . PUNCT bracis-28432 144 1 allows allow VERB bracis-28432 144 2 insertion insertion NOUN bracis-28432 144 3 of of ADP bracis-28432 144 4 zeros zero NOUN bracis-28432 144 5 between between ADP bracis-28432 144 6 consecutive consecutive ADJ bracis-28432 144 7 values value NOUN bracis-28432 144 8 along along ADP bracis-28432 144 9 the the DET bracis-28432 144 10 spatial spatial ADJ bracis-28432 144 11 dimension dimension NOUN bracis-28432 144 12 . . PUNCT bracis-28432 145 1 standard standard ADJ bracis-28432 145 2 convolutions convolution NOUN bracis-28432 145 3 have have VERB bracis-28432 145 4 a a DET bracis-28432 145 5 rate rate NOUN bracis-28432 145 6 of of ADP bracis-28432 145 7 change change NOUN bracis-28432 145 8 equal equal ADJ bracis-28432 145 9 to to ADP bracis-28432 145 10 1 1 NUM bracis-28432 145 11 , , PUNCT bracis-28432 145 12 while while SCONJ bracis-28432 145 13 atrous atrous ADJ bracis-28432 145 14 convolution convolution NOUN bracis-28432 145 15 allows allow VERB bracis-28432 145 16 changing change VERB bracis-28432 145 17 this this DET bracis-28432 145 18 value value NOUN bracis-28432 145 19 . . PUNCT bracis-28432 146 1 this this DET bracis-28432 146 2 type type NOUN bracis-28432 146 3 of of ADP bracis-28432 146 4 operation operation NOUN bracis-28432 146 5 supports support VERB bracis-28432 146 6 the the DET bracis-28432 146 7 exponential exponential ADJ bracis-28432 146 8 expansion expansion NOUN bracis-28432 146 9 of of ADP bracis-28432 146 10 receptive receptive ADJ bracis-28432 146 11 fields field NOUN bracis-28432 146 12 without without ADP bracis-28432 146 13 loss loss NOUN bracis-28432 146 14 of of ADP bracis-28432 146 15 resolution resolution NOUN bracis-28432 146 16 or or CCONJ bracis-28432 146 17 coverage coverage NOUN bracis-28432 146 18 [ [ X bracis-28432 146 19 21 21 NUM bracis-28432 146 20 ] ] X bracis-28432 146 21 ( ( PUNCT bracis-28432 146 22 fig fig NOUN bracis-28432 146 23 . . PUNCT bracis-28432 146 24     SPACE bracis-28432 146 25 5 5 NUM bracis-28432 146 26 ) ) PUNCT bracis-28432 146 27 . . PUNCT bracis-28432 147 1 thus thus ADV bracis-28432 147 2 , , PUNCT bracis-28432 147 3 a a DET bracis-28432 147 4 dac dac NOUN bracis-28432 147 5 block block NOUN bracis-28432 147 6 was be AUX bracis-28432 147 7 inserted insert VERB bracis-28432 147 8 between between ADP bracis-28432 147 9 the the DET bracis-28432 147 10 contraction contraction NOUN bracis-28432 147 11 and and CCONJ bracis-28432 147 12 extension extension NOUN bracis-28432 147 13 paths path NOUN bracis-28432 147 14 to to PART bracis-28432 147 15 extract extract VERB bracis-28432 147 16 the the DET bracis-28432 147 17 features feature NOUN bracis-28432 147 18 at at ADP bracis-28432 147 19 different different ADJ bracis-28432 147 20 scales scale NOUN bracis-28432 147 21 . . PUNCT bracis-28432 148 1 based base VERB bracis-28432 148 2 on on ADP bracis-28432 148 3 li li PROPN bracis-28432 148 4 and and CCONJ bracis-28432 148 5 coworkers coworker NOUN bracis-28432 148 6 , , PUNCT bracis-28432 148 7 the the DET bracis-28432 148 8 same same ADJ bracis-28432 148 9 branch branch NOUN bracis-28432 148 10 structure structure NOUN bracis-28432 148 11 was be AUX bracis-28432 148 12 used use VERB bracis-28432 148 13 within within ADP bracis-28432 148 14 the the DET bracis-28432 148 15 dac dac NOUN bracis-28432 148 16 module module NOUN bracis-28432 148 17 ( ( PUNCT bracis-28432 148 18 fig fig NOUN bracis-28432 148 19 . . PUNCT bracis-28432 148 20     SPACE bracis-28432 148 21 6 6 NUM bracis-28432 148 22 ) ) PUNCT bracis-28432 148 23 , , PUNCT bracis-28432 148 24 only only ADV bracis-28432 148 25 changing change VERB bracis-28432 148 26 the the DET bracis-28432 148 27 feature feature NOUN bracis-28432 148 28 map map NOUN bracis-28432 148 29 from from ADP bracis-28432 148 30 512 512 NUM bracis-28432 148 31 to to ADP bracis-28432 148 32 1024 1024 NUM bracis-28432 148 33 . . PUNCT bracis-28432 149 1 fig fig NOUN bracis-28432 149 2 . . PUNCT bracis-28432 150 1 6 6 NUM bracis-28432 150 2 . . X bracis-28432 150 3 dense dense ADJ bracis-28432 150 4 atrous atrous ADJ bracis-28432 150 5 convolution convolution NOUN bracis-28432 150 6 ( ( PUNCT bracis-28432 150 7 dac dac NOUN bracis-28432 150 8 ) ) PUNCT bracis-28432 151 1 [ [ X bracis-28432 151 2 8 8 NUM bracis-28432 151 3 ] ] PUNCT bracis-28432 151 4 . . PUNCT bracis-28432 152 1 full full ADJ bracis-28432 152 2 size size NOUN bracis-28432 152 3 image image NOUN bracis-28432 152 4 finally finally ADV bracis-28432 152 5 , , PUNCT bracis-28432 152 6 the the DET bracis-28432 152 7 cross cross NOUN bracis-28432 152 8 entropy entropy PROPN bracis-28432 152 9 loss loss NOUN bracis-28432 152 10 function function NOUN bracis-28432 152 11 was be AUX bracis-28432 152 12 initially initially ADV bracis-28432 152 13 used use VERB bracis-28432 152 14 for for ADP bracis-28432 152 15 model model NOUN bracis-28432 152 16 training training NOUN bracis-28432 152 17 due due ADP bracis-28432 152 18 to to ADP bracis-28432 152 19 its its PRON bracis-28432 152 20 ability ability NOUN bracis-28432 152 21 to to PART bracis-28432 152 22 calculate calculate VERB bracis-28432 152 23 the the DET bracis-28432 152 24 difference difference NOUN bracis-28432 152 25 between between ADP bracis-28432 152 26 two two NUM bracis-28432 152 27 probability probability NOUN bracis-28432 152 28 distributions distribution NOUN bracis-28432 152 29 , , PUNCT bracis-28432 152 30 which which PRON bracis-28432 152 31 in in ADP bracis-28432 152 32 this this DET bracis-28432 152 33 case case NOUN bracis-28432 152 34 are be AUX bracis-28432 152 35 the the DET bracis-28432 152 36 pixels pixel NOUN bracis-28432 152 37 for for ADP bracis-28432 152 38 the the DET bracis-28432 152 39 background background NOUN bracis-28432 152 40 and and CCONJ bracis-28432 152 41 foreground foreground NOUN bracis-28432 152 42 . . PUNCT bracis-28432 153 1 however however ADV bracis-28432 153 2 , , PUNCT bracis-28432 153 3 objects object NOUN bracis-28432 153 4 in in ADP bracis-28432 153 5 medical medical ADJ bracis-28432 153 6 images image NOUN bracis-28432 153 7 , , PUNCT bracis-28432 153 8 such such ADJ bracis-28432 153 9 as as ADP bracis-28432 153 10 the the DET bracis-28432 153 11 optic optic ADJ bracis-28432 153 12 disc disc NOUN bracis-28432 153 13 and and CCONJ bracis-28432 153 14 retinal retinal ADJ bracis-28432 153 15 layers layer NOUN bracis-28432 153 16 , , PUNCT bracis-28432 153 17 occupy occupy VERB bracis-28432 153 18 small small ADJ bracis-28432 153 19 regions region NOUN bracis-28432 153 20 compared compare VERB bracis-28432 153 21 to to ADP bracis-28432 153 22 the the DET bracis-28432 153 23 whole whole NOUN bracis-28432 153 24 . . PUNCT bracis-28432 154 1 according accord VERB bracis-28432 154 2 to to ADP bracis-28432 154 3 [ [ X bracis-28432 154 4 8 8 NUM bracis-28432 154 5 ] ] PUNCT bracis-28432 154 6 , , PUNCT bracis-28432 154 7 cross cross NOUN bracis-28432 154 8 - - ADJ bracis-28432 154 9 entropy entropy NOUN bracis-28432 154 10 is be AUX bracis-28432 154 11 not not PART bracis-28432 154 12 performant performant ADJ bracis-28432 154 13 in in ADP bracis-28432 154 14 these these DET bracis-28432 154 15 cases case NOUN bracis-28432 154 16 and and CCONJ bracis-28432 154 17 can can AUX bracis-28432 154 18 be be AUX bracis-28432 154 19 replaced replace VERB bracis-28432 154 20 by by ADP bracis-28432 154 21 the the DET bracis-28432 154 22 loss loss NOUN bracis-28432 154 23 function function NOUN bracis-28432 154 24 known know VERB bracis-28432 154 25 as as ADP bracis-28432 154 26 the the DET bracis-28432 154 27 dice dice NOUN bracis-28432 154 28 coefficient coefficient NOUN bracis-28432 154 29 , , PUNCT bracis-28432 154 30 which which PRON bracis-28432 154 31 looks look VERB bracis-28432 154 32 for for ADP bracis-28432 154 33 the the DET bracis-28432 154 34 correlation correlation NOUN bracis-28432 154 35 between between ADP bracis-28432 154 36 the the DET bracis-28432 154 37 prediction prediction NOUN bracis-28432 154 38 points point NOUN bracis-28432 154 39 and and CCONJ bracis-28432 154 40 the the DET bracis-28432 154 41 annotations annotation NOUN bracis-28432 154 42 . . PUNCT bracis-28432 155 1 3.3 3.3 NUM bracis-28432 155 2 data datum NOUN bracis-28432 155 3 augmentation augmentation NOUN bracis-28432 155 4 some some DET bracis-28432 155 5 surveys survey NOUN bracis-28432 155 6 often often ADV bracis-28432 155 7 have have VERB bracis-28432 155 8 the the DET bracis-28432 155 9 opportunity opportunity NOUN bracis-28432 155 10 to to PART bracis-28432 155 11 use use VERB bracis-28432 155 12 large large ADJ bracis-28432 155 13 amounts amount NOUN bracis-28432 155 14 of of ADP bracis-28432 155 15 data datum NOUN bracis-28432 155 16 [ [ X bracis-28432 155 17 22 22 NUM bracis-28432 155 18 ] ] PUNCT bracis-28432 155 19 . . PUNCT bracis-28432 156 1 however however ADV bracis-28432 156 2 , , PUNCT bracis-28432 156 3 there there PRON bracis-28432 156 4 are be VERB bracis-28432 156 5 cases case NOUN bracis-28432 156 6 in in ADP bracis-28432 156 7 which which PRON bracis-28432 156 8 data data NOUN bracis-28432 156 9 collection collection NOUN bracis-28432 156 10 could could AUX bracis-28432 156 11 not not PART bracis-28432 156 12 be be AUX bracis-28432 156 13 more more ADV bracis-28432 156 14 voluminous voluminous ADJ bracis-28432 156 15 due due ADJ bracis-28432 156 16 to to ADP bracis-28432 156 17 access access NOUN bracis-28432 156 18 difficulties difficulty NOUN bracis-28432 156 19 ( ( PUNCT bracis-28432 156 20 restricted restrict VERB bracis-28432 156 21 data datum NOUN bracis-28432 156 22 ) ) PUNCT bracis-28432 156 23 , , PUNCT bracis-28432 156 24 collection collection NOUN bracis-28432 156 25 time time NOUN bracis-28432 156 26 , , PUNCT bracis-28432 156 27 and and CCONJ bracis-28432 156 28 variability variability NOUN bracis-28432 156 29 to to PART bracis-28432 156 30 avoid avoid VERB bracis-28432 156 31 creating create VERB bracis-28432 156 32 bias bias NOUN bracis-28432 156 33 , , PUNCT bracis-28432 156 34 among among ADP bracis-28432 156 35 other other ADJ bracis-28432 156 36 reasons reason NOUN bracis-28432 156 37 . . PUNCT bracis-28432 157 1 all all DET bracis-28432 157 2 this this PRON bracis-28432 157 3 makes make VERB bracis-28432 157 4 it it PRON bracis-28432 157 5 impossible impossible ADJ bracis-28432 157 6 to to PART bracis-28432 157 7 have have VERB bracis-28432 157 8 a a DET bracis-28432 157 9 more more ADV bracis-28432 157 10 malleable malleable ADJ bracis-28432 157 11 set set NOUN bracis-28432 157 12 or or CCONJ bracis-28432 157 13 with with ADP bracis-28432 157 14 large large ADJ bracis-28432 157 15 variations variation NOUN bracis-28432 157 16 . . PUNCT bracis-28432 158 1 for for ADP bracis-28432 158 2 this this DET bracis-28432 158 3 reason reason NOUN bracis-28432 158 4 , , PUNCT bracis-28432 158 5 the the DET bracis-28432 158 6 data data NOUN bracis-28432 158 7 augmentation augmentation NOUN bracis-28432 158 8 technique technique NOUN bracis-28432 158 9 allows allow VERB bracis-28432 158 10 the the DET bracis-28432 158 11 virtually virtually ADV bracis-28432 158 12 simulating simulating NOUN bracis-28432 158 13 of of ADP bracis-28432 158 14 new new ADJ bracis-28432 158 15 data datum NOUN bracis-28432 158 16 based base VERB bracis-28432 158 17 on on ADP bracis-28432 158 18 the the DET bracis-28432 158 19 original original ADJ bracis-28432 158 20 input input NOUN bracis-28432 158 21 data datum NOUN bracis-28432 158 22 , , PUNCT bracis-28432 158 23 helping help VERB bracis-28432 158 24 to to PART bracis-28432 158 25 increase increase VERB bracis-28432 158 26 the the DET bracis-28432 158 27 amount amount NOUN bracis-28432 158 28 of of ADP bracis-28432 158 29 data datum NOUN bracis-28432 158 30 available available ADJ bracis-28432 158 31 for for ADP bracis-28432 158 32 experiments experiment NOUN bracis-28432 158 33 . . PUNCT bracis-28432 159 1 many many ADJ bracis-28432 159 2 modifications modification NOUN bracis-28432 159 3 can can AUX bracis-28432 159 4 be be AUX bracis-28432 159 5 carried carry VERB bracis-28432 159 6 out out ADP bracis-28432 159 7 using use VERB bracis-28432 159 8 some some DET bracis-28432 159 9 specific specific ADJ bracis-28432 159 10 api api NOUN bracis-28432 159 11 ( ( PUNCT bracis-28432 159 12 e.g. e.g. ADV bracis-28432 159 13 , , PUNCT bracis-28432 159 14 keras keras PROPN bracis-28432 159 15 or or CCONJ bracis-28432 159 16 pytorch pytorch NOUN bracis-28432 159 17 ) ) PUNCT bracis-28432 159 18 . . PUNCT bracis-28432 160 1 however however ADV bracis-28432 160 2 , , PUNCT bracis-28432 160 3 it it PRON bracis-28432 160 4 is be AUX bracis-28432 160 5 also also ADV bracis-28432 160 6 possible possible ADJ bracis-28432 160 7 to to PART bracis-28432 160 8 carry carry VERB bracis-28432 160 9 out out ADP bracis-28432 160 10 manually manually ADV bracis-28432 160 11 , , PUNCT bracis-28432 160 12 implementing implement VERB bracis-28432 160 13 codes code NOUN bracis-28432 160 14 using use VERB bracis-28432 160 15 libraries library NOUN bracis-28432 160 16 such such ADJ bracis-28432 160 17 as as ADP bracis-28432 160 18 opencv opencv PROPN bracis-28432 160 19 , , PUNCT bracis-28432 160 20 which which PRON bracis-28432 160 21 allow allow VERB bracis-28432 160 22 greater great ADJ bracis-28432 160 23 flexibility flexibility NOUN bracis-28432 160 24 in in ADP bracis-28432 160 25 using use VERB bracis-28432 160 26 functions function NOUN bracis-28432 160 27 . . PUNCT bracis-28432 161 1 operations operation NOUN bracis-28432 161 2 as as ADP bracis-28432 161 3 horizontal horizontal ADJ bracis-28432 161 4 flip flip NOUN bracis-28432 161 5 , , PUNCT bracis-28432 161 6 rotation rotation NOUN bracis-28432 161 7 , , PUNCT bracis-28432 161 8 scale scale NOUN bracis-28432 161 9 and and CCONJ bracis-28432 161 10 shift shift NOUN bracis-28432 161 11 was be AUX bracis-28432 161 12 used use VERB bracis-28432 161 13 . . PUNCT bracis-28432 162 1 3.4 3.4 NUM bracis-28432 162 2 measurement measurement NOUN bracis-28432 162 3 of of ADP bracis-28432 162 4     SPACE bracis-28432 162 5 cup cup NOUN bracis-28432 162 6 portion portion NOUN bracis-28432 162 7 on on ADP bracis-28432 162 8     SPACE bracis-28432 162 9 onh onh PROPN bracis-28432 162 10 structure structure NOUN bracis-28432 162 11 the the DET bracis-28432 162 12 capture capture NOUN bracis-28432 162 13 , , PUNCT bracis-28432 162 14 annotation annotation NOUN bracis-28432 162 15 , , PUNCT bracis-28432 162 16 and and CCONJ bracis-28432 162 17 prediction prediction NOUN bracis-28432 162 18 process process NOUN bracis-28432 162 19 allows allow VERB bracis-28432 162 20 a a DET bracis-28432 162 21 flow flow NOUN bracis-28432 162 22 to to ADP bracis-28432 162 23 obtaining obtain VERB bracis-28432 162 24 segmented segment VERB bracis-28432 162 25 images image NOUN bracis-28432 162 26 by by ADP bracis-28432 162 27 a a DET bracis-28432 162 28 neural neural ADJ bracis-28432 162 29 network network NOUN bracis-28432 162 30 . . PUNCT bracis-28432 163 1 this this DET bracis-28432 163 2 result result NOUN bracis-28432 163 3 is be AUX bracis-28432 163 4 then then ADV bracis-28432 163 5 used use VERB bracis-28432 163 6 as as ADP bracis-28432 163 7 a a DET bracis-28432 163 8 final final ADJ bracis-28432 163 9 step step NOUN bracis-28432 163 10 to to PART bracis-28432 163 11 obtain obtain VERB bracis-28432 163 12 values value NOUN bracis-28432 163 13 in in ADP bracis-28432 163 14 the the DET bracis-28432 163 15 retinal retinal ADJ bracis-28432 163 16 excavation excavation NOUN bracis-28432 163 17 region region NOUN bracis-28432 163 18 . . PUNCT bracis-28432 164 1 in in ADP bracis-28432 164 2 this this DET bracis-28432 164 3 way way NOUN bracis-28432 164 4 , , PUNCT bracis-28432 164 5 the the DET bracis-28432 164 6 calculation calculation NOUN bracis-28432 164 7 presented present VERB bracis-28432 164 8 [ [ X bracis-28432 164 9 11 11 NUM bracis-28432 164 10 ] ] PUNCT bracis-28432 164 11 can can AUX bracis-28432 164 12 be be AUX bracis-28432 164 13 carried carry VERB bracis-28432 164 14 out out ADP bracis-28432 164 15 and and CCONJ bracis-28432 164 16 evaluated evaluate VERB bracis-28432 164 17 computationally computationally ADV bracis-28432 164 18 . . PUNCT bracis-28432 165 1 the the DET bracis-28432 165 2 first first ADJ bracis-28432 165 3 necessary necessary ADJ bracis-28432 165 4 step step NOUN bracis-28432 165 5 is be AUX bracis-28432 165 6 to to PART bracis-28432 165 7 obtain obtain VERB bracis-28432 165 8 the the DET bracis-28432 165 9 coordinates coordinate NOUN bracis-28432 165 10 and and CCONJ bracis-28432 165 11 excavation excavation NOUN bracis-28432 165 12 length length NOUN bracis-28432 165 13 value value NOUN bracis-28432 165 14 between between ADP bracis-28432 165 15 the the DET bracis-28432 165 16 bmo bmo NOUN bracis-28432 165 17 boundary boundary NOUN bracis-28432 165 18 and and CCONJ bracis-28432 165 19 the the DET bracis-28432 165 20 ilm ilm NOUN bracis-28432 165 21 layer layer NOUN bracis-28432 165 22 . . PUNCT bracis-28432 166 1 next next ADV bracis-28432 166 2 , , PUNCT bracis-28432 166 3 the the DET bracis-28432 166 4 segmented segment VERB bracis-28432 166 5 images image NOUN bracis-28432 166 6 of of ADP bracis-28432 166 7 the the DET bracis-28432 166 8 two two NUM bracis-28432 166 9 layers layer NOUN bracis-28432 166 10 are be AUX bracis-28432 166 11 joined join VERB bracis-28432 166 12 to to PART bracis-28432 166 13 be be AUX bracis-28432 166 14 able able ADJ bracis-28432 166 15 to to PART bracis-28432 166 16 search search VERB bracis-28432 166 17 the the DET bracis-28432 166 18 depth depth NOUN bracis-28432 166 19 . . PUNCT bracis-28432 167 1 the the DET bracis-28432 167 2 depth depth NOUN bracis-28432 167 3 of of ADP bracis-28432 167 4 posterior posterior ADJ bracis-28432 167 5 displacement displacement NOUN bracis-28432 167 6 of of ADP bracis-28432 167 7 the the DET bracis-28432 167 8 lamina lamina ADJ bracis-28432 167 9 cribrosa cribrosa NOUN bracis-28432 167 10 ( ( PUNCT bracis-28432 167 11 lc lc PROPN bracis-28432 167 12 ) ) PUNCT bracis-28432 167 13 , , PUNCT bracis-28432 167 14 measured measure VERB bracis-28432 167 15 from from ADP bracis-28432 167 16 the the DET bracis-28432 167 17 line line NOUN bracis-28432 167 18 created create VERB bracis-28432 167 19 at at ADP bracis-28432 167 20 the the DET bracis-28432 167 21 level level NOUN bracis-28432 167 22 of of ADP bracis-28432 167 23 opening opening NOUN bracis-28432 167 24 of of ADP bracis-28432 167 25 bruch bruch NOUN bracis-28432 167 26 ’s ’s PART bracis-28432 167 27 membrane membrane NOUN bracis-28432 167 28 level level NOUN bracis-28432 167 29 ( ( PUNCT bracis-28432 167 30 bmo bmo NOUN bracis-28432 167 31 ) ) PUNCT bracis-28432 167 32 , , PUNCT bracis-28432 167 33 is be AUX bracis-28432 167 34 then then ADV bracis-28432 167 35 used use VERB bracis-28432 167 36 as as ADP bracis-28432 167 37 a a DET bracis-28432 167 38 source source NOUN bracis-28432 167 39 for for ADP bracis-28432 167 40 obtaining obtain VERB bracis-28432 167 41 the the DET bracis-28432 167 42 measurement measurement NOUN bracis-28432 167 43 . . PUNCT bracis-28432 168 1 the the DET bracis-28432 168 2 values value NOUN bracis-28432 168 3 obtained obtain VERB bracis-28432 168 4 make make VERB bracis-28432 168 5 it it PRON bracis-28432 168 6 possible possible ADJ bracis-28432 168 7 to to PART bracis-28432 168 8 assume assume VERB bracis-28432 168 9 that that SCONJ bracis-28432 168 10 they they PRON bracis-28432 168 11 are be AUX bracis-28432 168 12 the the DET bracis-28432 168 13 legs leg NOUN bracis-28432 168 14 in in ADP bracis-28432 168 15 the the DET bracis-28432 168 16 pythagorean pythagorean PROPN bracis-28432 168 17 equation equation NOUN bracis-28432 168 18 . . PUNCT bracis-28432 169 1 moreover moreover ADV bracis-28432 169 2 , , PUNCT bracis-28432 169 3 in in ADP bracis-28432 169 4 this this DET bracis-28432 169 5 way way NOUN bracis-28432 169 6 , , PUNCT bracis-28432 169 7 obtaining obtain VERB bracis-28432 169 8 the the DET bracis-28432 169 9 hypotenuse hypotenuse NOUN bracis-28432 169 10 is be AUX bracis-28432 169 11 discovered discover VERB bracis-28432 169 12 in in ADP bracis-28432 169 13 pixel pixel PROPN bracis-28432 169 14 value value NOUN bracis-28432 169 15 . . PUNCT bracis-28432 170 1 the the DET bracis-28432 170 2 last last ADJ bracis-28432 170 3 step step NOUN bracis-28432 170 4 is be AUX bracis-28432 170 5 the the DET bracis-28432 170 6 conversion conversion NOUN bracis-28432 170 7 from from ADP bracis-28432 170 8 pixel pixel PROPN bracis-28432 170 9 to to ADP bracis-28432 170 10 micron micron NOUN bracis-28432 170 11 , , PUNCT bracis-28432 170 12 the the DET bracis-28432 170 13 unit unit NOUN bracis-28432 170 14 of of ADP bracis-28432 170 15 measurement measurement NOUN bracis-28432 170 16 used use VERB bracis-28432 170 17 by by ADP bracis-28432 170 18 the the DET bracis-28432 170 19 scanning scanning NOUN bracis-28432 170 20 equipment equipment NOUN bracis-28432 170 21 . . PUNCT bracis-28432 171 1 this this DET bracis-28432 171 2 entire entire ADJ bracis-28432 171 3 process process NOUN bracis-28432 171 4 is be AUX bracis-28432 171 5 performed perform VERB bracis-28432 171 6 using use VERB bracis-28432 171 7 the the DET bracis-28432 171 8 python python NOUN bracis-28432 171 9 programming programming NOUN bracis-28432 171 10 language language NOUN bracis-28432 171 11 . . PUNCT bracis-28432 172 1 4 4 NUM bracis-28432 172 2 conversion conversion NOUN bracis-28432 172 3 to to ADP bracis-28432 172 4     SPACE bracis-28432 172 5 micron micron NOUN bracis-28432 172 6 meter meter NOUN bracis-28432 172 7 the the DET bracis-28432 172 8 values value NOUN bracis-28432 172 9 found find VERB bracis-28432 172 10 are be AUX bracis-28432 172 11 still still ADV bracis-28432 172 12 in in ADP bracis-28432 172 13 pixels pixel NOUN bracis-28432 172 14 at at ADP bracis-28432 172 15 the the DET bracis-28432 172 16 end end NOUN bracis-28432 172 17 of of ADP bracis-28432 172 18 the the DET bracis-28432 172 19 search search NOUN bracis-28432 172 20 step step NOUN bracis-28432 172 21 for for ADP bracis-28432 172 22 regions region NOUN bracis-28432 172 23 connected connect VERB bracis-28432 172 24 to to ADP bracis-28432 172 25 the the DET bracis-28432 172 26 cup cup NOUN bracis-28432 172 27 region region NOUN bracis-28432 172 28 . . PUNCT bracis-28432 173 1 therefore therefore ADV bracis-28432 173 2 , , PUNCT bracis-28432 173 3 there there PRON bracis-28432 173 4 is be VERB bracis-28432 173 5 a a DET bracis-28432 173 6 need need NOUN bracis-28432 173 7 for for ADP bracis-28432 173 8 conversion conversion NOUN bracis-28432 173 9 to to ADP bracis-28432 173 10 the the DET bracis-28432 173 11 measurement measurement NOUN bracis-28432 173 12 unit unit NOUN bracis-28432 173 13 used use VERB bracis-28432 173 14 by by ADP bracis-28432 173 15 physicians physician NOUN bracis-28432 173 16 . . PUNCT bracis-28432 174 1 the the DET bracis-28432 174 2 conversion conversion NOUN bracis-28432 174 3 process process NOUN bracis-28432 174 4 is be AUX bracis-28432 174 5 currently currently ADV bracis-28432 174 6 manual manual ADJ bracis-28432 174 7 since since SCONJ bracis-28432 174 8 we we PRON bracis-28432 174 9 use use VERB bracis-28432 174 10 a a DET bracis-28432 174 11 scale scale NOUN bracis-28432 174 12 available available ADJ bracis-28432 174 13 in in ADP bracis-28432 174 14 the the DET bracis-28432 174 15 image image NOUN bracis-28432 174 16 obtained obtain VERB bracis-28432 174 17 by by ADP bracis-28432 174 18 edi edi PROPN bracis-28432 174 19 sd sd PROPN bracis-28432 174 20 - - PUNCT bracis-28432 174 21 oct oct NOUN bracis-28432 174 22 . . PUNCT bracis-28432 175 1 this this DET bracis-28432 175 2 scale scale NOUN bracis-28432 175 3 is be AUX bracis-28432 175 4 always always ADV bracis-28432 175 5 found find VERB bracis-28432 175 6 in in ADP bracis-28432 175 7 the the DET bracis-28432 175 8 lower low ADJ bracis-28432 175 9 part part NOUN bracis-28432 175 10 of of ADP bracis-28432 175 11 the the DET bracis-28432 175 12 images image NOUN bracis-28432 175 13 and and CCONJ bracis-28432 175 14 in in ADP bracis-28432 175 15 an an DET bracis-28432 175 16 “ " PUNCT bracis-28432 175 17 l l NOUN bracis-28432 175 18 ” " PUNCT bracis-28432 175 19 shape shape NOUN bracis-28432 175 20 , , PUNCT bracis-28432 175 21 where where SCONJ bracis-28432 175 22 the the DET bracis-28432 175 23 vertical vertical ADJ bracis-28432 175 24 bar bar NOUN bracis-28432 175 25 represents represent VERB bracis-28432 175 26 a a DET bracis-28432 175 27 scale scale NOUN bracis-28432 175 28 , , PUNCT bracis-28432 175 29 and and CCONJ bracis-28432 175 30 the the DET bracis-28432 175 31 horizontal horizontal ADJ bracis-28432 175 32 bar bar NOUN bracis-28432 175 33 represents represent VERB bracis-28432 175 34 another another DET bracis-28432 175 35 scale scale NOUN bracis-28432 175 36 . . PUNCT bracis-28432 176 1 using use VERB bracis-28432 176 2 the the DET bracis-28432 176 3 imagej imagej ADJ bracis-28432 176 4 software software NOUN bracis-28432 176 5 , , PUNCT bracis-28432 176 6 it it PRON bracis-28432 176 7 is be AUX bracis-28432 176 8 possible possible ADJ bracis-28432 176 9 to to PART bracis-28432 176 10 convert convert VERB bracis-28432 176 11 the the DET bracis-28432 176 12 pixel pixel PROPN bracis-28432 176 13 distance distance NOUN bracis-28432 176 14 of of ADP bracis-28432 176 15 each each DET bracis-28432 176 16 orientation orientation NOUN bracis-28432 176 17 to to ADP bracis-28432 176 18 the the DET bracis-28432 176 19 displayed display VERB bracis-28432 176 20 reference reference NOUN bracis-28432 176 21 ( ( PUNCT bracis-28432 176 22 200 200 NUM bracis-28432 176 23 \(\upmu \(\upmu ADJ bracis-28432 176 24 \)m \)m NUM bracis-28432 176 25 ) ) PUNCT bracis-28432 176 26 , , PUNCT bracis-28432 176 27 as as SCONJ bracis-28432 176 28 shown show VERB bracis-28432 176 29 in in ADP bracis-28432 176 30 the the DET bracis-28432 176 31 fig fig NOUN bracis-28432 176 32 . . PUNCT bracis-28432 176 33     SPACE bracis-28432 177 1 7 7 X bracis-28432 177 2 . . PUNCT bracis-28432 178 1 the the DET bracis-28432 178 2 returned return VERB bracis-28432 178 3 values value NOUN bracis-28432 178 4 are be AUX bracis-28432 178 5 then then ADV bracis-28432 178 6 used use VERB bracis-28432 178 7 as as ADP bracis-28432 178 8 fixed fix VERB bracis-28432 178 9 parameters parameter NOUN bracis-28432 178 10 in in ADP bracis-28432 178 11 the the DET bracis-28432 178 12 flow flow NOUN bracis-28432 178 13 presented present VERB bracis-28432 178 14 in in ADP bracis-28432 178 15 the the DET bracis-28432 178 16 previous previous ADJ bracis-28432 178 17 section section NOUN bracis-28432 178 18 . . PUNCT bracis-28432 179 1 fig fig NOUN bracis-28432 179 2 . . PUNCT bracis-28432 180 1 7 7 X bracis-28432 180 2 . . PUNCT bracis-28432 180 3 measurements measurement NOUN bracis-28432 180 4 using use VERB bracis-28432 180 5 imagej imagej ADJ bracis-28432 180 6 software software NOUN bracis-28432 180 7 . . PUNCT bracis-28432 181 1 full full ADJ bracis-28432 181 2 size size NOUN bracis-28432 181 3 image image NOUN bracis-28432 181 4 5 5 NUM bracis-28432 181 5 results result NOUN bracis-28432 181 6 this this DET bracis-28432 181 7 section section NOUN bracis-28432 181 8 describes describe VERB bracis-28432 181 9 the the DET bracis-28432 181 10 experiments experiment NOUN bracis-28432 181 11 with with ADP bracis-28432 181 12 the the DET bracis-28432 181 13 neural neural ADJ bracis-28432 181 14 network network NOUN bracis-28432 181 15 architecture architecture NOUN bracis-28432 181 16 and and CCONJ bracis-28432 181 17 the the DET bracis-28432 181 18 results result NOUN bracis-28432 181 19 obtained obtain VERB bracis-28432 181 20 together together ADV bracis-28432 181 21 with with ADP bracis-28432 181 22 the the DET bracis-28432 181 23 results result NOUN bracis-28432 181 24 of of ADP bracis-28432 181 25 the the DET bracis-28432 181 26 final final ADJ bracis-28432 181 27 stage stage NOUN bracis-28432 181 28 , , PUNCT bracis-28432 181 29 where where SCONJ bracis-28432 181 30 the the DET bracis-28432 181 31 discovery discovery NOUN bracis-28432 181 32 of of ADP bracis-28432 181 33 the the DET bracis-28432 181 34 hypotenuse hypotenuse NOUN bracis-28432 181 35 over over ADP bracis-28432 181 36 the the DET bracis-28432 181 37 disc disc NOUN bracis-28432 181 38 region region NOUN bracis-28432 181 39 of of ADP bracis-28432 181 40 the the DET bracis-28432 181 41 cup cup NOUN bracis-28432 181 42 is be AUX bracis-28432 181 43 performed perform VERB bracis-28432 181 44 and and CCONJ bracis-28432 181 45 compared compare VERB bracis-28432 181 46 with with ADP bracis-28432 181 47 the the DET bracis-28432 181 48 physicians physician NOUN bracis-28432 181 49 ’ ' PUNCT bracis-28432 181 50 measurements measurement NOUN bracis-28432 181 51 . . PUNCT bracis-28432 182 1 also also ADV bracis-28432 182 2 , , PUNCT bracis-28432 182 3 it it PRON bracis-28432 182 4 ’s ’ VERB bracis-28432 182 5 important important ADJ bracis-28432 182 6 mentioned mention VERB bracis-28432 182 7 that that SCONJ bracis-28432 182 8 for for ADP bracis-28432 182 9 the the DET bracis-28432 182 10 neural neural ADJ bracis-28432 182 11 network network NOUN bracis-28432 182 12 , , PUNCT bracis-28432 182 13 the the DET bracis-28432 182 14 implementation implementation NOUN bracis-28432 182 15 is be AUX bracis-28432 182 16 based base VERB bracis-28432 182 17 on on ADP bracis-28432 182 18 the the DET bracis-28432 182 19 keras keras PROPN bracis-28432 182 20 api api NOUN bracis-28432 182 21 running run VERB bracis-28432 182 22 under under ADP bracis-28432 182 23 tensorflow tensorflow NOUN bracis-28432 182 24 . . PUNCT bracis-28432 183 1 all all DET bracis-28432 183 2 training training NOUN bracis-28432 183 3 was be AUX bracis-28432 183 4 performed perform VERB bracis-28432 183 5 using use VERB bracis-28432 183 6 google google PROPN bracis-28432 183 7 colab colab PROPN bracis-28432 183 8 connected connect VERB bracis-28432 183 9 to to ADP bracis-28432 183 10 gpus gpus PROPN bracis-28432 183 11 . . PUNCT bracis-28432 184 1 the the DET bracis-28432 184 2 nn nn PROPN bracis-28432 184 3 u u PROPN bracis-28432 184 4 - - ADJ bracis-28432 184 5 net net ADJ bracis-28432 184 6 trained train VERB bracis-28432 184 7 images image NOUN bracis-28432 184 8 layers layer NOUN bracis-28432 184 9 separately separately ADV bracis-28432 184 10 : : PUNCT bracis-28432 184 11 one one NUM bracis-28432 184 12 applied apply VERB bracis-28432 184 13 to to ADP bracis-28432 184 14 images image NOUN bracis-28432 184 15 of of ADP bracis-28432 184 16 the the DET bracis-28432 184 17 ilm ilm NOUN bracis-28432 184 18 layer layer NOUN bracis-28432 184 19 and and CCONJ bracis-28432 184 20 another another PRON bracis-28432 184 21 to to ADP bracis-28432 184 22 the the DET bracis-28432 184 23 rpe rpe PROPN bracis-28432 184 24 layer layer NOUN bracis-28432 184 25 . . PUNCT bracis-28432 185 1 for for ADP bracis-28432 185 2 training training NOUN bracis-28432 185 3 and and CCONJ bracis-28432 185 4 testing testing NOUN bracis-28432 185 5 , , PUNCT bracis-28432 185 6 we we PRON bracis-28432 185 7 separated separate VERB bracis-28432 185 8 the the DET bracis-28432 185 9 images image NOUN bracis-28432 185 10 to to PART bracis-28432 185 11 leave leave VERB bracis-28432 185 12 70 70 NUM bracis-28432 185 13 % % NOUN bracis-28432 185 14 for for ADP bracis-28432 185 15 training training NOUN bracis-28432 185 16 and and CCONJ bracis-28432 185 17 30 30 NUM bracis-28432 185 18 % % NOUN bracis-28432 185 19 for for ADP bracis-28432 185 20 validation validation NOUN bracis-28432 185 21 and and CCONJ bracis-28432 185 22 testing testing NOUN bracis-28432 185 23 ( ( PUNCT bracis-28432 185 24 half half NOUN bracis-28432 185 25 for for ADP bracis-28432 185 26 each each PRON bracis-28432 185 27 ) ) PUNCT bracis-28432 185 28 . . PUNCT bracis-28432 186 1 different different ADJ bracis-28432 186 2 hyperparameters hyperparameter NOUN bracis-28432 186 3 and and CCONJ bracis-28432 186 4 changes change NOUN bracis-28432 186 5 in in ADP bracis-28432 186 6 the the DET bracis-28432 186 7 number number NOUN bracis-28432 186 8 of of ADP bracis-28432 186 9 epochs epoch NOUN bracis-28432 186 10 were be AUX bracis-28432 186 11 applied apply VERB bracis-28432 186 12 to to PART bracis-28432 186 13 train train VERB bracis-28432 186 14 the the DET bracis-28432 186 15 model model NOUN bracis-28432 186 16 . . PUNCT bracis-28432 187 1 5.1 5.1 NUM bracis-28432 187 2 evaluation evaluation NOUN bracis-28432 187 3 of of ADP bracis-28432 187 4     SPACE bracis-28432 187 5 nn nn PROPN bracis-28432 187 6 segmentation segmentation NOUN bracis-28432 187 7 for for ADP bracis-28432 187 8 the the DET bracis-28432 187 9 model model NOUN bracis-28432 187 10 evaluation evaluation NOUN bracis-28432 187 11 , , PUNCT bracis-28432 187 12 we we PRON bracis-28432 187 13 decided decide VERB bracis-28432 187 14 to to PART bracis-28432 187 15 use use VERB bracis-28432 187 16 mainly mainly ADV bracis-28432 187 17 two two NUM bracis-28432 187 18 metrics metric NOUN bracis-28432 187 19 for for ADP bracis-28432 187 20 segmentation segmentation NOUN bracis-28432 187 21 tasks task NOUN bracis-28432 187 22 . . PUNCT bracis-28432 188 1 the the DET bracis-28432 188 2 evaluation evaluation NOUN bracis-28432 188 3 metrics metric NOUN bracis-28432 188 4 were be AUX bracis-28432 188 5 the the DET bracis-28432 188 6 intersection intersection NOUN bracis-28432 188 7 over over ADP bracis-28432 188 8 union union NOUN bracis-28432 188 9 ( ( PUNCT bracis-28432 188 10 iou iou NOUN bracis-28432 188 11 ) ) PUNCT bracis-28432 188 12 and and CCONJ bracis-28432 188 13 f1 f1 NOUN bracis-28432 188 14 - - PUNCT bracis-28432 188 15 score score NOUN bracis-28432 188 16 ( ( PUNCT bracis-28432 188 17 f1 f1 NOUN bracis-28432 188 18 ) ) PUNCT bracis-28432 188 19 . . PUNCT bracis-28432 189 1 other other ADJ bracis-28432 189 2 metrics metric NOUN bracis-28432 189 3 , , PUNCT bracis-28432 189 4 such such ADJ bracis-28432 189 5 as as ADP bracis-28432 189 6 recall recall NOUN bracis-28432 189 7 and and CCONJ bracis-28432 189 8 precision precision NOUN bracis-28432 189 9 , , PUNCT bracis-28432 189 10 were be AUX bracis-28432 189 11 also also ADV bracis-28432 189 12 analyzed analyze VERB bracis-28432 189 13 together together ADV bracis-28432 189 14 , , PUNCT bracis-28432 189 15 as as SCONJ bracis-28432 189 16 they they PRON bracis-28432 189 17 are be AUX bracis-28432 189 18 part part NOUN bracis-28432 189 19 of of ADP bracis-28432 189 20 the the DET bracis-28432 189 21 previous previous ADJ bracis-28432 189 22 metrics metric NOUN bracis-28432 189 23 ’ ' PUNCT bracis-28432 189 24 equation equation NOUN bracis-28432 189 25 . . PUNCT bracis-28432 190 1 as as SCONJ bracis-28432 190 2 mentioned mention VERB bracis-28432 190 3 in in ADP bracis-28432 190 4 the the DET bracis-28432 190 5 work work NOUN bracis-28432 190 6 of of ADP bracis-28432 190 7 rezatofighi rezatofighi PROPN bracis-28432 190 8 and and CCONJ bracis-28432 190 9 coworkers coworker NOUN bracis-28432 190 10 , , PUNCT bracis-28432 190 11 iou iou PROPN bracis-28432 190 12 , , PUNCT bracis-28432 190 13 the the DET bracis-28432 190 14 jaccard jaccard PROPN bracis-28432 190 15 index index PROPN bracis-28432 190 16 , , PUNCT bracis-28432 190 17 is be AUX bracis-28432 190 18 the the DET bracis-28432 190 19 most most ADV bracis-28432 190 20 commonly commonly ADV bracis-28432 190 21 used use VERB bracis-28432 190 22 metric metric NOUN bracis-28432 190 23 for for ADP bracis-28432 190 24 comparing compare VERB bracis-28432 190 25 the the DET bracis-28432 190 26 similarity similarity NOUN bracis-28432 190 27 between between ADP bracis-28432 190 28 two two NUM bracis-28432 190 29 arbitrary arbitrary ADJ bracis-28432 190 30 shapes shape NOUN bracis-28432 190 31 . . PUNCT bracis-28432 191 1 iou iou NOUN bracis-28432 191 2 encodes encode VERB bracis-28432 191 3 the the DET bracis-28432 191 4 shape shape NOUN bracis-28432 191 5 properties property NOUN bracis-28432 191 6 of of ADP bracis-28432 191 7 the the DET bracis-28432 191 8 objects object NOUN bracis-28432 191 9 under under ADP bracis-28432 191 10 comparison comparison NOUN bracis-28432 191 11 , , PUNCT bracis-28432 191 12 e.g. e.g. ADV bracis-28432 191 13 , , PUNCT bracis-28432 191 14 the the DET bracis-28432 191 15 widths width NOUN bracis-28432 191 16 , , PUNCT bracis-28432 191 17 heights height NOUN bracis-28432 191 18 , , PUNCT bracis-28432 191 19 and and CCONJ bracis-28432 191 20 locations location NOUN bracis-28432 191 21 of of ADP bracis-28432 191 22 two two NUM bracis-28432 191 23 bounding bounding NOUN bracis-28432 191 24 boxes box NOUN bracis-28432 191 25 , , PUNCT bracis-28432 191 26 into into ADP bracis-28432 191 27 the the DET bracis-28432 191 28 region region NOUN bracis-28432 191 29 property property NOUN bracis-28432 191 30 and and CCONJ bracis-28432 191 31 then then ADV bracis-28432 191 32 calculates calculate VERB bracis-28432 191 33 a a DET bracis-28432 191 34 normalized normalize VERB bracis-28432 191 35 measure measure NOUN bracis-28432 191 36 that that PRON bracis-28432 191 37 focuses focus VERB bracis-28432 191 38 on on ADP bracis-28432 191 39 their their PRON bracis-28432 191 40 areas area NOUN bracis-28432 191 41 [ [ X bracis-28432 191 42 9 9 NUM bracis-28432 191 43 ] ] PUNCT bracis-28432 191 44 . . PUNCT bracis-28432 192 1 also also ADV bracis-28432 192 2 , , PUNCT bracis-28432 192 3 according accord VERB bracis-28432 192 4 to to ADP bracis-28432 192 5 another another DET bracis-28432 192 6 work work NOUN bracis-28432 192 7 , , PUNCT bracis-28432 192 8 both both DET bracis-28432 192 9 metrics metric NOUN bracis-28432 192 10 ( ( PUNCT bracis-28432 192 11 iou iou NOUN bracis-28432 192 12 and and CCONJ bracis-28432 192 13 f1 f1 NOUN bracis-28432 192 14 ) ) PUNCT bracis-28432 192 15 measure measure NOUN bracis-28432 192 16 the the DET bracis-28432 192 17 same same ADJ bracis-28432 192 18 aspects aspect NOUN bracis-28432 192 19 and and CCONJ bracis-28432 192 20 provide provide VERB bracis-28432 192 21 the the DET bracis-28432 192 22 same same ADJ bracis-28432 192 23 system system NOUN bracis-28432 192 24 classification classification NOUN bracis-28432 192 25 . . PUNCT bracis-28432 193 1 therefore therefore ADV bracis-28432 193 2 , , PUNCT bracis-28432 193 3 the the DET bracis-28432 193 4 use use NOUN bracis-28432 193 5 of of ADP bracis-28432 193 6 each each DET bracis-28432 193 7 one one NOUN bracis-28432 193 8 may may AUX bracis-28432 193 9 depend depend VERB bracis-28432 193 10 on on ADP bracis-28432 193 11 the the DET bracis-28432 193 12 case case NOUN bracis-28432 193 13 [ [ X bracis-28432 193 14 20 20 NUM bracis-28432 193 15 ] ] PUNCT bracis-28432 193 16 . . PUNCT bracis-28432 194 1 5.2 5.2 NUM bracis-28432 194 2 results result NOUN bracis-28432 194 3 over over ADP bracis-28432 194 4     SPACE bracis-28432 194 5 segmentation segmentation NOUN bracis-28432 194 6 using use VERB bracis-28432 194 7 nn nn INTJ bracis-28432 194 8 it it PRON bracis-28432 194 9 was be AUX bracis-28432 194 10 possible possible ADJ bracis-28432 194 11 to to PART bracis-28432 194 12 carry carry VERB bracis-28432 194 13 out out ADP bracis-28432 194 14 four four NUM bracis-28432 194 15 tests test NOUN bracis-28432 194 16 with with ADP bracis-28432 194 17 the the DET bracis-28432 194 18 u u ADJ bracis-28432 194 19 - - ADJ bracis-28432 194 20 net net ADJ bracis-28432 194 21 network network NOUN bracis-28432 194 22 during during ADP bracis-28432 194 23 the the DET bracis-28432 194 24 study study NOUN bracis-28432 194 25 period period NOUN bracis-28432 194 26 . . PUNCT bracis-28432 195 1 the the DET bracis-28432 195 2 first first ADJ bracis-28432 195 3 one one NOUN bracis-28432 195 4 will will AUX bracis-28432 195 5 not not PART bracis-28432 195 6 be be AUX bracis-28432 195 7 included include VERB bracis-28432 195 8 in in ADP bracis-28432 195 9 the the DET bracis-28432 195 10 present present ADJ bracis-28432 195 11 study study NOUN bracis-28432 195 12 since since SCONJ bracis-28432 195 13 the the DET bracis-28432 195 14 sample sample NOUN bracis-28432 195 15 contains contain VERB bracis-28432 195 16 less less ADJ bracis-28432 195 17 than than ADP bracis-28432 195 18 ten ten NUM bracis-28432 195 19 images image NOUN bracis-28432 195 20 . . PUNCT bracis-28432 196 1 the the DET bracis-28432 196 2 other other ADJ bracis-28432 196 3 tests test NOUN bracis-28432 196 4 were be AUX bracis-28432 196 5 performed perform VERB bracis-28432 196 6 with with ADP bracis-28432 196 7 different different ADJ bracis-28432 196 8 numbers number NOUN bracis-28432 196 9 of of ADP bracis-28432 196 10 images image NOUN bracis-28432 196 11 , , PUNCT bracis-28432 196 12 changes change NOUN bracis-28432 196 13 in in ADP bracis-28432 196 14 hyperparameters hyperparameter NOUN bracis-28432 196 15 , , PUNCT bracis-28432 196 16 re re NOUN bracis-28432 196 17 - - NOUN bracis-28432 196 18 annotation annotation NOUN bracis-28432 196 19 of of ADP bracis-28432 196 20 images image NOUN bracis-28432 196 21 , , PUNCT bracis-28432 196 22 and and CCONJ bracis-28432 196 23 excluding exclude VERB bracis-28432 196 24 somefootnote somefootnote NOUN bracis-28432 196 25 1 1 NUM bracis-28432 196 26 . . PUNCT bracis-28432 196 27 table table NOUN bracis-28432 196 28 1 1 NUM bracis-28432 196 29 . . PUNCT bracis-28432 197 1 results result NOUN bracis-28432 197 2 obtained obtain VERB bracis-28432 197 3 for for ADP bracis-28432 197 4 the the DET bracis-28432 197 5 ilm ilm NOUN bracis-28432 197 6 layer.full layer.full PROPN bracis-28432 197 7 size size NOUN bracis-28432 197 8 table table NOUN bracis-28432 197 9 table table NOUN bracis-28432 197 10 2 2 NUM bracis-28432 197 11 . . PUNCT bracis-28432 197 12 results result NOUN bracis-28432 197 13 obtained obtain VERB bracis-28432 197 14 for for ADP bracis-28432 197 15 the the DET bracis-28432 197 16 rpe rpe PROPN bracis-28432 197 17 layer.full layer.full PROPN bracis-28432 197 18 size size NOUN bracis-28432 197 19 table table NOUN bracis-28432 197 20 to to PART bracis-28432 197 21 outermost outermost VERB bracis-28432 197 22 layer layer NOUN bracis-28432 197 23 ( ( PUNCT bracis-28432 197 24 ilm ilm NOUN bracis-28432 197 25 ) ) PUNCT bracis-28432 198 1 , , PUNCT bracis-28432 198 2 it it PRON bracis-28432 198 3 was be AUX bracis-28432 198 4 possible possible ADJ bracis-28432 198 5 to to PART bracis-28432 198 6 notice notice VERB bracis-28432 198 7 that that SCONJ bracis-28432 198 8 there there PRON bracis-28432 198 9 was be VERB bracis-28432 198 10 a a DET bracis-28432 198 11 slight slight ADJ bracis-28432 198 12 variation variation NOUN bracis-28432 198 13 in in ADP bracis-28432 198 14 the the DET bracis-28432 198 15 results result NOUN bracis-28432 198 16 obtained obtain VERB bracis-28432 198 17 ( ( PUNCT bracis-28432 198 18 table table NOUN bracis-28432 198 19     SPACE bracis-28432 198 20 1 1 NUM bracis-28432 198 21 ) ) PUNCT bracis-28432 198 22 where where SCONJ bracis-28432 198 23 most most ADJ bracis-28432 198 24 of of ADP bracis-28432 198 25 the the DET bracis-28432 198 26 collected collect VERB bracis-28432 198 27 images image NOUN bracis-28432 198 28 there there PRON bracis-28432 198 29 was be VERB bracis-28432 198 30 little little ADJ bracis-28432 198 31 difference difference NOUN bracis-28432 198 32 in in ADP bracis-28432 198 33 contrast contrast NOUN bracis-28432 198 34 and and CCONJ bracis-28432 198 35 variation variation NOUN bracis-28432 198 36 in in ADP bracis-28432 198 37 quality quality NOUN bracis-28432 198 38 besides besides SCONJ bracis-28432 198 39 being be AUX bracis-28432 198 40 a a DET bracis-28432 198 41 border border NOUN bracis-28432 198 42 region region NOUN bracis-28432 198 43 between between ADP bracis-28432 198 44 the the DET bracis-28432 198 45 background background NOUN bracis-28432 198 46 and and CCONJ bracis-28432 198 47 the the DET bracis-28432 198 48 scanned scan VERB bracis-28432 198 49 retina retina NOUN bracis-28432 198 50 . . PUNCT bracis-28432 199 1 in in ADP bracis-28432 199 2 this this DET bracis-28432 199 3 way way NOUN bracis-28432 199 4 , , PUNCT bracis-28432 199 5 it it PRON bracis-28432 199 6 was be AUX bracis-28432 199 7 possible possible ADJ bracis-28432 199 8 to to PART bracis-28432 199 9 obtain obtain VERB bracis-28432 199 10 results result NOUN bracis-28432 199 11 in in ADP bracis-28432 199 12 this this DET bracis-28432 199 13 layer layer NOUN bracis-28432 199 14 with with ADP bracis-28432 199 15 less less ADJ bracis-28432 199 16 variation variation NOUN bracis-28432 199 17 . . PUNCT bracis-28432 200 1 in in ADP bracis-28432 200 2 contrast contrast NOUN bracis-28432 200 3 , , PUNCT bracis-28432 200 4 the the DET bracis-28432 200 5 rpe rpe PROPN bracis-28432 200 6 layer layer NOUN bracis-28432 200 7 initially initially ADV bracis-28432 200 8 obtained obtain VERB bracis-28432 200 9 lower low ADJ bracis-28432 200 10 values value NOUN bracis-28432 200 11 than than ADP bracis-28432 200 12 the the DET bracis-28432 200 13 other other ADJ bracis-28432 200 14 region region NOUN bracis-28432 200 15 ( ( PUNCT bracis-28432 200 16 table table NOUN bracis-28432 200 17     SPACE bracis-28432 200 18 2 2 NUM bracis-28432 200 19 ) ) PUNCT bracis-28432 200 20 . . PUNCT bracis-28432 201 1 we we PRON bracis-28432 201 2 noticed notice VERB bracis-28432 201 3 that that SCONJ bracis-28432 201 4 the the DET bracis-28432 201 5 neural neural ADJ bracis-28432 201 6 network network NOUN bracis-28432 201 7 did do AUX bracis-28432 201 8 not not PART bracis-28432 201 9 perform perform VERB bracis-28432 201 10 well well ADV bracis-28432 201 11 when when SCONJ bracis-28432 201 12 detecting detect VERB bracis-28432 201 13 a a DET bracis-28432 201 14 more more ADV bracis-28432 201 15 internal internal ADJ bracis-28432 201 16 part part NOUN bracis-28432 201 17 with with ADP bracis-28432 201 18 a a DET bracis-28432 201 19 thin thin ADJ bracis-28432 201 20 line line NOUN bracis-28432 201 21 ( ( PUNCT bracis-28432 201 22 annotation annotation NOUN bracis-28432 201 23 ) ) PUNCT bracis-28432 201 24 . . PUNCT bracis-28432 202 1 architectural architectural ADJ bracis-28432 202 2 changes change NOUN bracis-28432 202 3 were be AUX bracis-28432 202 4 made make VERB bracis-28432 202 5 but but CCONJ bracis-28432 202 6 without without ADP bracis-28432 202 7 success success NOUN bracis-28432 202 8 . . PUNCT bracis-28432 203 1 the the DET bracis-28432 203 2 annotations annotation NOUN bracis-28432 203 3 for for ADP bracis-28432 203 4 the the DET bracis-28432 203 5 last last ADJ bracis-28432 203 6 two two NUM bracis-28432 203 7 tests test NOUN bracis-28432 203 8 were be AUX bracis-28432 203 9 then then ADV bracis-28432 203 10 modified modify VERB bracis-28432 203 11 , , PUNCT bracis-28432 203 12 containing contain VERB bracis-28432 203 13 thicker thick ADJ bracis-28432 203 14 annotations annotation NOUN bracis-28432 203 15 , , PUNCT bracis-28432 203 16 focusing focus VERB bracis-28432 203 17 more more ADV bracis-28432 203 18 on on ADP bracis-28432 203 19 the the DET bracis-28432 203 20 boundary boundary ADJ bracis-28432 203 21 region region NOUN bracis-28432 203 22 between between ADP bracis-28432 203 23 the the DET bracis-28432 203 24 rpe rpe PROPN bracis-28432 203 25 and and CCONJ bracis-28432 203 26 the the DET bracis-28432 203 27 bmo bmo NOUN bracis-28432 203 28 since since SCONJ bracis-28432 203 29 it it PRON bracis-28432 203 30 is be AUX bracis-28432 203 31 vital vital ADJ bracis-28432 203 32 for for ADP bracis-28432 203 33 the the DET bracis-28432 203 34 final final ADJ bracis-28432 203 35 calculation calculation NOUN bracis-28432 203 36 . . PUNCT bracis-28432 204 1 the the DET bracis-28432 204 2 results result NOUN bracis-28432 204 3 also also ADV bracis-28432 204 4 show show VERB bracis-28432 204 5 that that SCONJ bracis-28432 204 6 adjusting adjust VERB bracis-28432 204 7 the the DET bracis-28432 204 8 neural neural ADJ bracis-28432 204 9 network network NOUN bracis-28432 204 10 and and CCONJ bracis-28432 204 11 defining define VERB bracis-28432 204 12 it it PRON bracis-28432 204 13 as as ADP bracis-28432 204 14 an an DET bracis-28432 204 15 isolated isolated ADJ bracis-28432 204 16 neural neural ADJ bracis-28432 204 17 network network NOUN bracis-28432 204 18 for for ADP bracis-28432 204 19 each each DET bracis-28432 204 20 image image NOUN bracis-28432 204 21 context context NOUN bracis-28432 204 22 is be AUX bracis-28432 204 23 necessary necessary ADJ bracis-28432 204 24 . . PUNCT bracis-28432 205 1 in in ADP bracis-28432 205 2 this this DET bracis-28432 205 3 way way NOUN bracis-28432 205 4 , , PUNCT bracis-28432 205 5 hyperparameters hyperparameter NOUN bracis-28432 205 6 and and CCONJ bracis-28432 205 7 configurations configuration NOUN bracis-28432 205 8 apply apply VERB bracis-28432 205 9 to to ADP bracis-28432 205 10 each each DET bracis-28432 205 11 case case NOUN bracis-28432 205 12 . . PUNCT bracis-28432 206 1 5.3 5.3 NUM bracis-28432 206 2 discovery discovery NOUN bracis-28432 206 3 of of ADP bracis-28432 206 4     SPACE bracis-28432 206 5 the the DET bracis-28432 206 6     SPACE bracis-28432 206 7 hypotenuse hypotenuse NOUN bracis-28432 206 8 in in ADP bracis-28432 206 9     SPACE bracis-28432 206 10 the the DET bracis-28432 206 11     SPACE bracis-28432 206 12 excavation excavation NOUN bracis-28432 206 13 region region NOUN bracis-28432 206 14 experiments experiment NOUN bracis-28432 206 15 were be AUX bracis-28432 206 16 carried carry VERB bracis-28432 206 17 out out ADP bracis-28432 206 18 at at ADP bracis-28432 206 19 this this DET bracis-28432 206 20 stage stage NOUN bracis-28432 206 21 to to PART bracis-28432 206 22 understand understand VERB bracis-28432 206 23 the the DET bracis-28432 206 24 feasibility feasibility NOUN bracis-28432 206 25 of of ADP bracis-28432 206 26 using use VERB bracis-28432 206 27 computer computer NOUN bracis-28432 206 28 vision vision NOUN bracis-28432 206 29 libraries library NOUN bracis-28432 206 30 , , PUNCT bracis-28432 206 31 such such ADJ bracis-28432 206 32 as as ADP bracis-28432 206 33 opencv opencv PROPN bracis-28432 206 34 in in ADP bracis-28432 206 35 python python PROPN bracis-28432 206 36 , , PUNCT bracis-28432 206 37 to to PART bracis-28432 206 38 identify identify VERB bracis-28432 206 39 measurements measurement NOUN bracis-28432 206 40 in in ADP bracis-28432 206 41 the the DET bracis-28432 206 42 excavation excavation NOUN bracis-28432 206 43 region region NOUN bracis-28432 206 44 . . PUNCT bracis-28432 207 1 the the DET bracis-28432 207 2 algorithm algorithm NOUN bracis-28432 207 3 created create VERB bracis-28432 207 4 to to PART bracis-28432 207 5 identify identify VERB bracis-28432 207 6 what what PRON bracis-28432 207 7 was be AUX bracis-28432 207 8 described describe VERB bracis-28432 207 9 in in ADP bracis-28432 207 10 the the DET bracis-28432 207 11 sect sect NOUN bracis-28432 207 12 . . PUNCT bracis-28432 207 13     SPACE bracis-28432 207 14 3.4 3.4 NUM bracis-28432 207 15 obtained obtain VERB bracis-28432 207 16 results result NOUN bracis-28432 207 17 that that PRON bracis-28432 207 18 were be AUX bracis-28432 207 19 compared compare VERB bracis-28432 207 20 with with ADP bracis-28432 207 21 the the DET bracis-28432 207 22 values value NOUN bracis-28432 207 23 obtained obtain VERB bracis-28432 207 24 by by ADP bracis-28432 207 25 the the DET bracis-28432 207 26 physician physician NOUN bracis-28432 207 27 in in ADP bracis-28432 207 28 his his PRON bracis-28432 207 29 study study NOUN bracis-28432 207 30 . . PUNCT bracis-28432 208 1 in in ADP bracis-28432 208 2 table table NOUN bracis-28432 208 3     SPACE bracis-28432 208 4 3 3 NUM bracis-28432 208 5 , , PUNCT bracis-28432 208 6 it it PRON bracis-28432 208 7 is be AUX bracis-28432 208 8 possible possible ADJ bracis-28432 208 9 to to PART bracis-28432 208 10 see see VERB bracis-28432 208 11 the the DET bracis-28432 208 12 comparisons comparison NOUN bracis-28432 208 13 between between ADP bracis-28432 208 14 each each DET bracis-28432 208 15 measured measure VERB bracis-28432 208 16 part part NOUN bracis-28432 208 17 and and CCONJ bracis-28432 208 18 the the DET bracis-28432 208 19 final final ADJ bracis-28432 208 20 result result NOUN bracis-28432 208 21 , , PUNCT bracis-28432 208 22 the the DET bracis-28432 208 23 hypotenuse hypotenuse NOUN bracis-28432 208 24 . . PUNCT bracis-28432 209 1 the the DET bracis-28432 209 2 final final ADJ bracis-28432 209 3 differences difference NOUN bracis-28432 209 4 between between ADP bracis-28432 209 5 the the DET bracis-28432 209 6 measurements measurement NOUN bracis-28432 209 7 taken take VERB bracis-28432 209 8 by by ADP bracis-28432 209 9 the the DET bracis-28432 209 10 doctor doctor NOUN bracis-28432 209 11 and and CCONJ bracis-28432 209 12 those those PRON bracis-28432 209 13 found find VERB bracis-28432 209 14 by by ADP bracis-28432 209 15 the the DET bracis-28432 209 16 algorithm algorithm NOUN bracis-28432 209 17 can can AUX bracis-28432 209 18 still still ADV bracis-28432 209 19 be be AUX bracis-28432 209 20 caused cause VERB bracis-28432 209 21 by by ADP bracis-28432 209 22 manual manual ADJ bracis-28432 209 23 measurement measurement NOUN bracis-28432 209 24 and and CCONJ bracis-28432 209 25 the the DET bracis-28432 209 26 erroneous erroneous ADJ bracis-28432 209 27 reading reading NOUN bracis-28432 209 28 of of ADP bracis-28432 209 29 some some DET bracis-28432 209 30 pixels pixel NOUN bracis-28432 209 31 in in ADP bracis-28432 209 32 the the DET bracis-28432 209 33 final final ADJ bracis-28432 209 34 step step NOUN bracis-28432 209 35 . . PUNCT bracis-28432 210 1 there there PRON bracis-28432 210 2 is be VERB bracis-28432 210 3 a a DET bracis-28432 210 4 need need NOUN bracis-28432 210 5 for for ADP bracis-28432 210 6 a a DET bracis-28432 210 7 larger large ADJ bracis-28432 210 8 sample sample NOUN bracis-28432 210 9 of of ADP bracis-28432 210 10 data datum NOUN bracis-28432 210 11 for for ADP bracis-28432 210 12 comparison comparison NOUN bracis-28432 210 13 . . PUNCT bracis-28432 211 1 table table NOUN bracis-28432 211 2 3 3 NUM bracis-28432 211 3 . . PUNCT bracis-28432 212 1 results result NOUN bracis-28432 212 2 obtained obtain VERB bracis-28432 212 3 for for ADP bracis-28432 212 4 hypotenuse hypotenuse NOUN bracis-28432 212 5 findings finding NOUN bracis-28432 212 6 ( ( PUNCT bracis-28432 212 7 \(\upmu \(\upmu VERB bracis-28432 212 8 \)m)full \)m)full PROPN bracis-28432 212 9 size size NOUN bracis-28432 212 10 table table NOUN bracis-28432 212 11 as as SCONJ bracis-28432 212 12 shown show VERB bracis-28432 212 13 in in ADP bracis-28432 212 14 the the DET bracis-28432 212 15 table table NOUN bracis-28432 212 16     SPACE bracis-28432 212 17 3 3 NUM bracis-28432 212 18 , , PUNCT bracis-28432 212 19 columns column NOUN bracis-28432 212 20 : : PUNCT bracis-28432 212 21 length length NOUN bracis-28432 212 22 , , PUNCT bracis-28432 212 23 depth depth NOUN bracis-28432 212 24 and and CCONJ bracis-28432 212 25 hypo hypo ADJ bracis-28432 212 26 are be AUX bracis-28432 212 27 the the DET bracis-28432 212 28 values value NOUN bracis-28432 212 29 obtained obtain VERB bracis-28432 212 30 by by ADP bracis-28432 212 31 the the DET bracis-28432 212 32 physician physician NOUN bracis-28432 212 33 . . PUNCT bracis-28432 213 1 columns column NOUN bracis-28432 213 2 with with ADP bracis-28432 213 3 the the DET bracis-28432 213 4 same same ADJ bracis-28432 213 5 name name NOUN bracis-28432 213 6 but but CCONJ bracis-28432 213 7 with with ADP bracis-28432 213 8 sufix sufix NOUN bracis-28432 213 9 “ " PUNCT bracis-28432 213 10 -alg -alg PROPN bracis-28432 213 11 ” " PUNCT bracis-28432 213 12 it it PRON bracis-28432 213 13 is be AUX bracis-28432 213 14 a a DET bracis-28432 213 15 reference reference NOUN bracis-28432 213 16 to to ADP bracis-28432 213 17 the the DET bracis-28432 213 18 algorithm algorithm NOUN bracis-28432 213 19 created create VERB bracis-28432 213 20 and and CCONJ bracis-28432 213 21 described describe VERB bracis-28432 213 22 in in ADP bracis-28432 213 23 the the DET bracis-28432 213 24 sect sect NOUN bracis-28432 213 25 . . PUNCT bracis-28432 213 26     SPACE bracis-28432 213 27 3.4 3.4 NUM bracis-28432 213 28 . . PUNCT bracis-28432 214 1 the the DET bracis-28432 214 2 column column NOUN bracis-28432 214 3 “ " PUNCT bracis-28432 214 4 diff diff PROPN bracis-28432 214 5 : : PUNCT bracis-28432 214 6 hypo hypo ADJ bracis-28432 214 7 ” " PUNCT bracis-28432 214 8 show show VERB bracis-28432 214 9 the the DET bracis-28432 214 10 difference difference NOUN bracis-28432 214 11 between between ADP bracis-28432 214 12 both both DET bracis-28432 214 13 results result NOUN bracis-28432 214 14 obtained obtain VERB bracis-28432 214 15 by by ADP bracis-28432 214 16 the the DET bracis-28432 214 17 physician physician NOUN bracis-28432 214 18 and and CCONJ bracis-28432 214 19 the the DET bracis-28432 214 20 algorithm algorithm NOUN bracis-28432 214 21 . . PUNCT bracis-28432 215 1 the the DET bracis-28432 215 2 results result NOUN bracis-28432 215 3 still still ADV bracis-28432 215 4 are be AUX bracis-28432 215 5 considere considere PROPN bracis-28432 215 6 high high ADJ bracis-28432 215 7 , , PUNCT bracis-28432 215 8 where where SCONJ bracis-28432 215 9 it it PRON bracis-28432 215 10 is be AUX bracis-28432 215 11 necessary necessary ADJ bracis-28432 215 12 a a DET bracis-28432 215 13 new new ADJ bracis-28432 215 14 study study NOUN bracis-28432 215 15 to to PART bracis-28432 215 16 evaluate evaluate VERB bracis-28432 215 17 what what PRON bracis-28432 215 18 may may AUX bracis-28432 215 19 have have AUX bracis-28432 215 20 affected affect VERB bracis-28432 215 21 this this DET bracis-28432 215 22 difference difference NOUN bracis-28432 215 23 . . PUNCT bracis-28432 216 1 6 6 NUM bracis-28432 216 2 conclusion conclusion NOUN bracis-28432 216 3 oct oct PROPN bracis-28432 216 4 is be AUX bracis-28432 216 5 a a DET bracis-28432 216 6 modern modern ADJ bracis-28432 216 7 and and CCONJ bracis-28432 216 8 sophisticated sophisticated ADJ bracis-28432 216 9 image image NOUN bracis-28432 216 10 extraction extraction NOUN bracis-28432 216 11 technology technology NOUN bracis-28432 216 12 that that PRON bracis-28432 216 13 can can AUX bracis-28432 216 14 perform perform VERB bracis-28432 216 15 excellent excellent ADJ bracis-28432 216 16 results result NOUN bracis-28432 216 17 in in ADP bracis-28432 216 18 scanning scan VERB bracis-28432 216 19 the the DET bracis-28432 216 20 retina retina NOUN bracis-28432 216 21 and and CCONJ bracis-28432 216 22 inner inner ADJ bracis-28432 216 23 layers layer NOUN bracis-28432 216 24 . . PUNCT bracis-28432 217 1 however however ADV bracis-28432 217 2 , , PUNCT bracis-28432 217 3 several several ADJ bracis-28432 217 4 studies study NOUN bracis-28432 217 5 still still ADV bracis-28432 217 6 enable enable VERB bracis-28432 217 7 new new ADJ bracis-28432 217 8 ways way NOUN bracis-28432 217 9 for for ADP bracis-28432 217 10 more more ADV bracis-28432 217 11 accurate accurate ADJ bracis-28432 217 12 disease disease NOUN bracis-28432 217 13 analysis analysis NOUN bracis-28432 217 14 . . PUNCT bracis-28432 218 1 in in ADP bracis-28432 218 2 the the DET bracis-28432 218 3 present present ADJ bracis-28432 218 4 study study NOUN bracis-28432 218 5 , , PUNCT bracis-28432 218 6 deep deep ADJ bracis-28432 218 7 learning learning NOUN bracis-28432 218 8 focused focus VERB bracis-28432 218 9 on on ADP bracis-28432 218 10 semantic semantic ADJ bracis-28432 218 11 segmentation segmentation NOUN bracis-28432 218 12 was be AUX bracis-28432 218 13 evaluated evaluate VERB bracis-28432 218 14 to to PART bracis-28432 218 15 enable enable VERB bracis-28432 218 16 the the DET bracis-28432 218 17 possible possible ADJ bracis-28432 218 18 results result NOUN bracis-28432 218 19 and and CCONJ bracis-28432 218 20 benefits benefit NOUN bracis-28432 218 21 of of ADP bracis-28432 218 22 the the DET bracis-28432 218 23 technique technique NOUN bracis-28432 218 24 and and CCONJ bracis-28432 218 25 used use VERB bracis-28432 218 26 to to PART bracis-28432 218 27 perform perform VERB bracis-28432 218 28 a a DET bracis-28432 218 29 mathematical mathematical ADJ bracis-28432 218 30 calculation calculation NOUN bracis-28432 218 31 to to PART bracis-28432 218 32 reproduce reproduce VERB bracis-28432 218 33 the the DET bracis-28432 218 34 hypotenuse hypotenuse NOUN bracis-28432 218 35 measurement measurement NOUN bracis-28432 218 36 over over ADP bracis-28432 218 37 the the DET bracis-28432 218 38 optic optic NOUN bracis-28432 218 39 nerve nerve NOUN bracis-28432 218 40 ’s ’s PART bracis-28432 218 41 head head NOUN bracis-28432 218 42 . . PUNCT bracis-28432 219 1 the the DET bracis-28432 219 2 retina retina NOUN bracis-28432 219 3 structure structure NOUN bracis-28432 219 4 presents present VERB bracis-28432 219 5 very very ADV bracis-28432 219 6 sensitive sensitive ADJ bracis-28432 219 7 characteristics characteristic NOUN bracis-28432 219 8 in in ADP bracis-28432 219 9 which which PRON bracis-28432 219 10 detailed detailed ADJ bracis-28432 219 11 analyses analysis NOUN bracis-28432 219 12 are be AUX bracis-28432 219 13 necessary necessary ADJ bracis-28432 219 14 . . PUNCT bracis-28432 220 1 in in ADP bracis-28432 220 2 this this DET bracis-28432 220 3 study study NOUN bracis-28432 220 4 , , PUNCT bracis-28432 220 5 a a DET bracis-28432 220 6 specialist specialist ADJ bracis-28432 220 7 physician physician NOUN bracis-28432 220 8 and and CCONJ bracis-28432 220 9 a a DET bracis-28432 220 10 medical medical ADJ bracis-28432 220 11 student student NOUN bracis-28432 220 12 participated participate VERB bracis-28432 220 13 , , PUNCT bracis-28432 220 14 enabling enable VERB bracis-28432 220 15 data datum NOUN bracis-28432 220 16 availability availability NOUN bracis-28432 220 17 and and CCONJ bracis-28432 220 18 helping help VERB bracis-28432 220 19 in in ADP bracis-28432 220 20 the the DET bracis-28432 220 21 steps step NOUN bracis-28432 220 22 of of ADP bracis-28432 220 23 notes note NOUN bracis-28432 220 24 taken take VERB bracis-28432 220 25 . . PUNCT bracis-28432 221 1 it it PRON bracis-28432 221 2 was be AUX bracis-28432 221 3 possible possible ADJ bracis-28432 221 4 to to PART bracis-28432 221 5 use use VERB bracis-28432 221 6 neural neural ADJ bracis-28432 221 7 networks network NOUN bracis-28432 221 8 to to PART bracis-28432 221 9 identify identify VERB bracis-28432 221 10 the the DET bracis-28432 221 11 layers layer NOUN bracis-28432 221 12 of of ADP bracis-28432 221 13 the the DET bracis-28432 221 14 retina retina NOUN bracis-28432 221 15 and and CCONJ bracis-28432 221 16 their their PRON bracis-28432 221 17 segmentation segmentation NOUN bracis-28432 221 18 . . PUNCT bracis-28432 222 1 the the DET bracis-28432 222 2 results result NOUN bracis-28432 222 3 obtained obtain VERB bracis-28432 222 4 , , PUNCT bracis-28432 222 5 even even ADV bracis-28432 222 6 though though SCONJ bracis-28432 222 7 they they PRON bracis-28432 222 8 need need VERB bracis-28432 222 9 adjustments adjustment NOUN bracis-28432 222 10 , , PUNCT bracis-28432 222 11 were be AUX bracis-28432 222 12 used use VERB bracis-28432 222 13 to to PART bracis-28432 222 14 measure measure VERB bracis-28432 222 15 the the DET bracis-28432 222 16 region region NOUN bracis-28432 222 17 of of ADP bracis-28432 222 18 the the DET bracis-28432 222 19 cup cup NOUN bracis-28432 222 20 in in ADP bracis-28432 222 21 the the DET bracis-28432 222 22 optic optic ADJ bracis-28432 222 23 nerve nerve NOUN bracis-28432 222 24 head head NOUN bracis-28432 222 25 and and CCONJ bracis-28432 222 26 calculate calculate VERB bracis-28432 222 27 the the DET bracis-28432 222 28 hypotenuse hypotenuse NOUN bracis-28432 222 29 . . PUNCT bracis-28432 223 1 there there PRON bracis-28432 223 2 are be VERB bracis-28432 223 3 still still ADV bracis-28432 223 4 improvements improvement NOUN bracis-28432 223 5 that that PRON bracis-28432 223 6 need need VERB bracis-28432 223 7 to to PART bracis-28432 223 8 be be AUX bracis-28432 223 9 made make VERB bracis-28432 223 10 , , PUNCT bracis-28432 223 11 as as ADV bracis-28432 223 12 well well ADV bracis-28432 223 13 as as ADP bracis-28432 223 14 new new ADJ bracis-28432 223 15 studies study NOUN bracis-28432 223 16 . . PUNCT bracis-28432 224 1 it it PRON bracis-28432 224 2 also also ADV bracis-28432 224 3 noticed notice VERB bracis-28432 224 4 the the DET bracis-28432 224 5 need need NOUN bracis-28432 224 6 to to PART bracis-28432 224 7 separate separate VERB bracis-28432 224 8 the the DET bracis-28432 224 9 neural neural ADJ bracis-28432 224 10 network network NOUN bracis-28432 224 11 in in ADP bracis-28432 224 12 the the DET bracis-28432 224 13 future future NOUN bracis-28432 224 14 , , PUNCT bracis-28432 224 15 applying apply VERB bracis-28432 224 16 different different ADJ bracis-28432 224 17 architectures architecture NOUN bracis-28432 224 18 for for ADP bracis-28432 224 19 each each DET bracis-28432 224 20 layer layer NOUN bracis-28432 224 21 of of ADP bracis-28432 224 22 the the DET bracis-28432 224 23 annotated annotate VERB bracis-28432 224 24 retina retina NOUN bracis-28432 224 25 . . PUNCT bracis-28432 225 1 one one NUM bracis-28432 225 2 limiting limiting NOUN bracis-28432 225 3 point point NOUN bracis-28432 225 4 that that PRON bracis-28432 225 5 follows follow VERB bracis-28432 225 6 since since SCONJ bracis-28432 225 7 the the DET bracis-28432 225 8 beginning beginning NOUN bracis-28432 225 9 of of ADP bracis-28432 225 10 the the DET bracis-28432 225 11 research research NOUN bracis-28432 225 12 is be AUX bracis-28432 225 13 the the DET bracis-28432 225 14 number number NOUN bracis-28432 225 15 of of ADP bracis-28432 225 16 images image NOUN bracis-28432 225 17 . . PUNCT bracis-28432 226 1 in in ADP bracis-28432 226 2 which which PRON bracis-28432 226 3 , , PUNCT bracis-28432 226 4 as as SCONJ bracis-28432 226 5 highlighted highlight VERB bracis-28432 226 6 in in ADP bracis-28432 226 7 sect sect NOUN bracis-28432 226 8 . . PUNCT bracis-28432 226 9     SPACE bracis-28432 227 1 3.1 3.1 NUM bracis-28432 227 2 , , PUNCT bracis-28432 227 3 many many ADJ bracis-28432 227 4 images image NOUN bracis-28432 227 5 were be AUX bracis-28432 227 6 excluded exclude VERB bracis-28432 227 7 by by ADP bracis-28432 227 8 quality quality NOUN bracis-28432 227 9 criteria criterion NOUN bracis-28432 227 10 . . PUNCT bracis-28432 228 1 there there PRON bracis-28432 228 2 is be VERB bracis-28432 228 3 still still ADV bracis-28432 228 4 a a DET bracis-28432 228 5 significant significant ADJ bracis-28432 228 6 challenge challenge NOUN bracis-28432 228 7 in in ADP bracis-28432 228 8 working work VERB bracis-28432 228 9 with with ADP bracis-28432 228 10 variations variation NOUN bracis-28432 228 11 in in ADP bracis-28432 228 12 images image NOUN bracis-28432 228 13 , , PUNCT bracis-28432 228 14 whether whether SCONJ bracis-28432 228 15 they they PRON bracis-28432 228 16 are be AUX bracis-28432 228 17 : : PUNCT bracis-28432 228 18 contrast contrast NOUN bracis-28432 228 19 or or CCONJ bracis-28432 228 20 the the DET bracis-28432 228 21 presence presence NOUN bracis-28432 228 22 of of ADP bracis-28432 228 23 noise noise NOUN bracis-28432 228 24 . . PUNCT bracis-28432 229 1 different different ADJ bracis-28432 229 2 from from ADP bracis-28432 229 3 the the DET bracis-28432 229 4 quality quality NOUN bracis-28432 229 5 of of ADP bracis-28432 229 6 the the DET bracis-28432 229 7 images image NOUN bracis-28432 229 8 , , PUNCT bracis-28432 229 9 even even ADV bracis-28432 229 10 with with ADP bracis-28432 229 11 the the DET bracis-28432 229 12 cuts cut NOUN bracis-28432 229 13 made make VERB bracis-28432 229 14 , , PUNCT bracis-28432 229 15 we we PRON bracis-28432 229 16 use use VERB bracis-28432 229 17 images image NOUN bracis-28432 229 18 in in ADP bracis-28432 229 19 large large ADJ bracis-28432 229 20 sizes size NOUN bracis-28432 229 21 compared compare VERB bracis-28432 229 22 to to ADP bracis-28432 229 23 other other ADJ bracis-28432 229 24 datasets dataset NOUN bracis-28432 229 25 of of ADP bracis-28432 229 26 different different ADJ bracis-28432 229 27 themes theme NOUN bracis-28432 229 28 . . PUNCT bracis-28432 230 1 the the DET bracis-28432 230 2 use use NOUN bracis-28432 230 3 of of ADP bracis-28432 230 4 images image NOUN bracis-28432 230 5 from from ADP bracis-28432 230 6 only only ADV bracis-28432 230 7 one one NUM bracis-28432 230 8 oct oct NOUN bracis-28432 230 9 device device NOUN bracis-28432 230 10 can can AUX bracis-28432 230 11 be be AUX bracis-28432 230 12 a a DET bracis-28432 230 13 factor factor NOUN bracis-28432 230 14 that that PRON bracis-28432 230 15 negatively negatively ADV bracis-28432 230 16 contributes contribute VERB bracis-28432 230 17 to to ADP bracis-28432 230 18 the the DET bracis-28432 230 19 creation creation NOUN bracis-28432 230 20 of of ADP bracis-28432 230 21 a a DET bracis-28432 230 22 bias bias NOUN bracis-28432 230 23 since since SCONJ bracis-28432 230 24 we we PRON bracis-28432 230 25 do do AUX bracis-28432 230 26 not not PART bracis-28432 230 27 know know VERB bracis-28432 230 28 the the DET bracis-28432 230 29 limitations limitation NOUN bracis-28432 230 30 and and CCONJ bracis-28432 230 31 the the DET bracis-28432 230 32 pattern pattern NOUN bracis-28432 230 33 of of ADP bracis-28432 230 34 the the DET bracis-28432 230 35 generated generate VERB bracis-28432 230 36 images image NOUN bracis-28432 230 37 . . PUNCT bracis-28432 231 1 still still ADV bracis-28432 231 2 , , PUNCT bracis-28432 231 3 there there PRON bracis-28432 231 4 is be VERB bracis-28432 231 5 more more ADJ bracis-28432 231 6 than than ADP bracis-28432 231 7 one one NUM bracis-28432 231 8 type type NOUN bracis-28432 231 9 of of ADP bracis-28432 231 10 glaucoma glaucoma NOUN bracis-28432 231 11 , , PUNCT bracis-28432 231 12 which which PRON bracis-28432 231 13 can can AUX bracis-28432 231 14 also also ADV bracis-28432 231 15 affect affect VERB bracis-28432 231 16 results result NOUN bracis-28432 231 17 generation generation NOUN bracis-28432 231 18 if if SCONJ bracis-28432 231 19 the the DET bracis-28432 231 20 region region NOUN bracis-28432 231 21 does do AUX bracis-28432 231 22 not not PART bracis-28432 231 23 have have VERB bracis-28432 231 24 a a DET bracis-28432 231 25 similar similar ADJ bracis-28432 231 26 pathology pathology NOUN bracis-28432 231 27 . . PUNCT bracis-28432 232 1 moreover moreover ADV bracis-28432 232 2 , , PUNCT bracis-28432 232 3 finally finally ADV bracis-28432 232 4 , , PUNCT bracis-28432 232 5 in in ADP bracis-28432 232 6 order order NOUN bracis-28432 232 7 to to PART bracis-28432 232 8 calculate calculate VERB bracis-28432 232 9 the the DET bracis-28432 232 10 hypotenuse hypotenuse NOUN bracis-28432 232 11 , , PUNCT bracis-28432 232 12 there there PRON bracis-28432 232 13 is be VERB bracis-28432 232 14 still still ADV bracis-28432 232 15 a a DET bracis-28432 232 16 need need NOUN bracis-28432 232 17 to to PART bracis-28432 232 18 investigate investigate VERB bracis-28432 232 19 how how SCONJ bracis-28432 232 20 to to PART bracis-28432 232 21 convert convert VERB bracis-28432 232 22 the the DET bracis-28432 232 23 pixel pixel PROPN bracis-28432 232 24 aspect aspect PROPN bracis-28432 232 25 ratio ratio NOUN bracis-28432 232 26 to to ADP bracis-28432 232 27 the the DET bracis-28432 232 28 micron micron NOUN bracis-28432 232 29 unit unit NOUN bracis-28432 232 30 ( ( PUNCT bracis-28432 232 31 \(\upmu \(\upmu X bracis-28432 232 32 \)m \)m NUM bracis-28432 232 33 ) ) PUNCT bracis-28432 232 34 without without ADP bracis-28432 232 35 using use VERB bracis-28432 232 36 secondary secondary ADJ bracis-28432 232 37 software software NOUN bracis-28432 232 38 . . PUNCT bracis-28432 233 1 currently currently ADV bracis-28432 233 2 , , PUNCT bracis-28432 233 3 it it PRON bracis-28432 233 4 is be AUX bracis-28432 233 5 necessary necessary ADJ bracis-28432 233 6 to to PART bracis-28432 233 7 open open VERB bracis-28432 233 8 some some DET bracis-28432 233 9 image image NOUN bracis-28432 233 10 through through ADP bracis-28432 233 11 the the DET bracis-28432 233 12 imagej imagej ADJ bracis-28432 233 13 software software NOUN bracis-28432 233 14 and and CCONJ bracis-28432 233 15 to to PART bracis-28432 233 16 read read VERB bracis-28432 233 17 informations information NOUN bracis-28432 233 18 from from ADP bracis-28432 233 19 scale scale NOUN bracis-28432 233 20 bar bar NOUN bracis-28432 233 21 , , PUNCT bracis-28432 233 22 where where SCONJ bracis-28432 233 23 it it PRON bracis-28432 233 24 is be AUX bracis-28432 233 25 possible possible ADJ bracis-28432 233 26 know know VERB bracis-28432 233 27 the the DET bracis-28432 233 28 distances distance NOUN bracis-28432 233 29 of of ADP bracis-28432 233 30 micron micron NOUN bracis-28432 233 31 in in ADP bracis-28432 233 32 pixels pixel NOUN bracis-28432 233 33 . . PUNCT bracis-28432 234 1 this this PRON bracis-28432 234 2 is be AUX bracis-28432 234 3 necessary necessary ADJ bracis-28432 234 4 to to PART bracis-28432 234 5 convert convert VERB bracis-28432 234 6 the the DET bracis-28432 234 7 results result NOUN bracis-28432 234 8 from from ADP bracis-28432 234 9 hypotenuse hypotenuse NOUN bracis-28432 234 10 findings finding NOUN bracis-28432 234 11 ( ( PUNCT bracis-28432 234 12 sect sect NOUN bracis-28432 234 13 . . PUNCT bracis-28432 234 14     SPACE bracis-28432 234 15 4 4 NUM bracis-28432 234 16 ) ) PUNCT bracis-28432 234 17 . . PUNCT bracis-28432 235 1 from from ADP bracis-28432 235 2 future future ADJ bracis-28432 235 3 adjustments adjustment NOUN bracis-28432 235 4 , , PUNCT bracis-28432 235 5 both both CCONJ bracis-28432 235 6 in in ADP bracis-28432 235 7 the the DET bracis-28432 235 8 neural neural ADJ bracis-28432 235 9 network network NOUN bracis-28432 235 10 and and CCONJ bracis-28432 235 11 the the DET bracis-28432 235 12 extraction extraction NOUN bracis-28432 235 13 algorithm algorithm NOUN bracis-28432 235 14 , , PUNCT bracis-28432 235 15 it it PRON bracis-28432 235 16 will will AUX bracis-28432 235 17 be be AUX bracis-28432 235 18 possible possible ADJ bracis-28432 235 19 to to PART bracis-28432 235 20 obtain obtain VERB bracis-28432 235 21 even even ADV bracis-28432 235 22 better well ADJ bracis-28432 235 23 results result NOUN bracis-28432 235 24 since since SCONJ bracis-28432 235 25 the the DET bracis-28432 235 26 hypotenuse hypotenuse NOUN bracis-28432 235 27 measurement measurement NOUN bracis-28432 235 28 over over ADP bracis-28432 235 29 the the DET bracis-28432 235 30 excavation excavation NOUN bracis-28432 235 31 region region NOUN bracis-28432 235 32 is be AUX bracis-28432 235 33 simple simple ADJ bracis-28432 235 34 and and CCONJ bracis-28432 235 35 reproducible reproducible ADJ bracis-28432 235 36 . . PUNCT bracis-28432 236 1 moreover moreover ADV bracis-28432 236 2 , , PUNCT bracis-28432 236 3 it it PRON bracis-28432 236 4 contributes contribute VERB bracis-28432 236 5 to to ADP bracis-28432 236 6 the the DET bracis-28432 236 7 possibility possibility NOUN bracis-28432 236 8 of of ADP bracis-28432 236 9 making make VERB bracis-28432 236 10 this this DET bracis-28432 236 11 approach approach NOUN bracis-28432 236 12 viable viable ADJ bracis-28432 236 13 as as ADP bracis-28432 236 14 a a DET bracis-28432 236 15 support support NOUN bracis-28432 236 16 tool tool NOUN bracis-28432 236 17 in in ADP bracis-28432 236 18 diagnosing diagnose VERB bracis-28432 236 19 patients patient NOUN bracis-28432 236 20 with with ADP bracis-28432 236 21 glaucoma glaucoma NOUN bracis-28432 236 22 . . PUNCT bracis-28432 237 1 the the DET bracis-28432 237 2 ethics ethics PROPN bracis-28432 237 3 committee committee PROPN bracis-28432 237 4 of of ADP bracis-28432 237 5 the the DET bracis-28432 237 6 hospital hospital NOUN bracis-28432 237 7 de de ADP bracis-28432 237 8 clinicas clinicas X bracis-28432 237 9 de de PROPN bracis-28432 237 10 porto porto PROPN bracis-28432 237 11 alegre alegre PROPN bracis-28432 237 12 approved approve VERB bracis-28432 237 13 the the DET bracis-28432 237 14 study study NOUN bracis-28432 237 15 and and CCONJ bracis-28432 237 16 it it PRON bracis-28432 237 17 was be AUX bracis-28432 237 18 conducted conduct VERB bracis-28432 237 19 in in ADP bracis-28432 237 20 accordance accordance NOUN bracis-28432 237 21 with with ADP bracis-28432 237 22 the the DET bracis-28432 237 23 declaration declaration NOUN bracis-28432 237 24 of of ADP bracis-28432 237 25 helsinki helsinki PROPN bracis-28432 237 26 . . PUNCT bracis-28432 238 1 informed inform VERB bracis-28432 238 2 consent consent NOUN bracis-28432 238 3 was be AUX bracis-28432 238 4 obtained obtain VERB bracis-28432 238 5 from from ADP bracis-28432 238 6 all all DET bracis-28432 238 7 participants participant NOUN bracis-28432 238 8 . . PUNCT bracis-28432 239 1 notes note VERB bracis-28432 239 2 1.to 1.to NUM bracis-28432 239 3 table table NOUN bracis-28432 239 4     SPACE bracis-28432 239 5 1 1 NUM bracis-28432 239 6 and and CCONJ bracis-28432 239 7 table table NOUN bracis-28432 239 8     SPACE bracis-28432 239 9 2 2 NUM bracis-28432 239 10 , , PUNCT bracis-28432 239 11 was be AUX bracis-28432 239 12 abbreviate abbreviate VERB bracis-28432 239 13 some some DET bracis-28432 239 14 columns column NOUN bracis-28432 239 15 . . PUNCT bracis-28432 240 1 meaning mean VERB bracis-28432 240 2 of of ADP bracis-28432 240 3 : : PUNCT bracis-28432 240 4 t t NOUN bracis-28432 240 5 : : PUNCT bracis-28432 240 6 total total ADJ bracis-28432 240 7 images image NOUN bracis-28432 240 8 , , PUNCT bracis-28432 240 9 q1 q1 NOUN bracis-28432 240 10 : : PUNCT bracis-28432 240 11 quantity quantity NOUN bracis-28432 240 12 of of ADP bracis-28432 240 13 train train NOUN bracis-28432 240 14 images image NOUN bracis-28432 240 15 , , PUNCT bracis-28432 240 16 and and CCONJ bracis-28432 240 17 q2 q2 NOUN bracis-28432 240 18 : : PUNCT bracis-28432 240 19 quantity quantity NOUN bracis-28432 240 20 of of ADP bracis-28432 240 21 test test NOUN bracis-28432 240 22 images image NOUN bracis-28432 240 23 . . PUNCT bracis-28432 241 1 references reference NOUN bracis-28432 241 2 andrade andrade PROPN bracis-28432 241 3 , , PUNCT bracis-28432 241 4 j.c.f j.c.f PROPN bracis-28432 241 5 . . PROPN bracis-28432 241 6 , , PUNCT bracis-28432 241 7 kanadani kanadani PROPN bracis-28432 241 8 , , PUNCT bracis-28432 241 9 f.n f.n PROPN bracis-28432 241 10 . . PROPN bracis-28432 241 11 , , PUNCT bracis-28432 241 12 furlanetto furlanetto PROPN bracis-28432 241 13 , , PUNCT bracis-28432 241 14 r.l r.l PROPN bracis-28432 241 15 . . PROPN bracis-28432 241 16 , , PUNCT bracis-28432 241 17 lopes lopes PROPN bracis-28432 241 18 , , PUNCT bracis-28432 241 19 f.s f.s PROPN bracis-28432 241 20 . . PROPN bracis-28432 241 21 , , PUNCT bracis-28432 241 22 ritch ritch PROPN bracis-28432 241 23 , , PUNCT bracis-28432 241 24 r. r. PROPN bracis-28432 241 25 , , PUNCT bracis-28432 241 26 prata prata PROPN bracis-28432 241 27 , , PUNCT bracis-28432 241 28 t.s t.s PROPN bracis-28432 241 29 . . PROPN bracis-28432 241 30 : : PUNCT bracis-28432 241 31 elucidation elucidation NOUN bracis-28432 241 32 of of ADP bracis-28432 241 33 the the DET bracis-28432 241 34 role role NOUN bracis-28432 241 35 of of ADP bracis-28432 241 36 the the DET bracis-28432 241 37 lamina lamina ADJ bracis-28432 241 38 cribrosa cribrosa NOUN bracis-28432 241 39 in in ADP bracis-28432 241 40 glaucoma glaucoma NOUN bracis-28432 241 41 using use VERB bracis-28432 241 42 optical optical ADJ bracis-28432 241 43 coherence coherence NOUN bracis-28432 241 44 tomography tomography NOUN bracis-28432 241 45 . . PUNCT bracis-28432 242 1 surv surv PROPN bracis-28432 242 2 . . PUNCT bracis-28432 243 1 ophthalmol ophthalmol PROPN bracis-28432 243 2 . . PUNCT bracis-28432 244 1 67(1 67(1 NUM bracis-28432 244 2 ) ) PUNCT bracis-28432 244 3 , , PUNCT bracis-28432 244 4 197–216 197–216 NUM bracis-28432 244 5 ) ) PUNCT bracis-28432 244 6 ( ( PUNCT bracis-28432 244 7 2022 2022 NUM bracis-28432 244 8 ) ) PUNCT bracis-28432 244 9 . . PUNCT bracis-28432 245 1 https://doi.org/10.1016/j.survophthal.2021.01.015 https://doi.org/10.1016/j.survophthal.2021.01.015 PROPN bracis-28432 245 2 azad azad PROPN bracis-28432 245 3 , , PUNCT bracis-28432 245 4 r. r. PROPN bracis-28432 245 5 , , PUNCT bracis-28432 245 6 asadi asadi NOUN bracis-28432 245 7 - - PUNCT bracis-28432 245 8 aghbolaghi aghbolaghi NOUN bracis-28432 245 9 , , PUNCT bracis-28432 245 10 m. m. NOUN bracis-28432 245 11 , , PUNCT bracis-28432 245 12 fathy fathy PROPN bracis-28432 245 13 , , PUNCT bracis-28432 245 14 m. m. NOUN bracis-28432 245 15 , , PUNCT bracis-28432 245 16 escalera escalera PROPN bracis-28432 245 17 , , PUNCT bracis-28432 245 18 s. s. PROPN bracis-28432 245 19 : : PUNCT bracis-28432 245 20 bi bi ADJ bracis-28432 245 21 - - ADJ bracis-28432 245 22 directional directional ADJ bracis-28432 245 23 convlstm convlstm NOUN bracis-28432 245 24 u u NOUN bracis-28432 245 25 - - NOUN bracis-28432 245 26 net net ADJ bracis-28432 245 27 with with ADP bracis-28432 245 28 densley densley NOUN bracis-28432 245 29 connected connect VERB bracis-28432 245 30 convolutions convolution NOUN bracis-28432 245 31 . . PUNCT bracis-28432 246 1 in in ADP bracis-28432 246 2 : : PUNCT bracis-28432 246 3 proceedings proceeding NOUN bracis-28432 246 4 2019 2019 NUM bracis-28432 246 5 international international ADJ bracis-28432 246 6 conference conference NOUN bracis-28432 246 7 on on ADP bracis-28432 246 8 computer computer NOUN bracis-28432 246 9 vision vision NOUN bracis-28432 246 10 workshop workshop NOUN bracis-28432 246 11 , , PUNCT bracis-28432 246 12 iccvw iccvw PROPN bracis-28432 246 13 2019 2019 NUM bracis-28432 246 14 , , PUNCT bracis-28432 246 15 pp pp ADP bracis-28432 246 16 . . PUNCT bracis-28432 247 1 406–415 406–415 NUM bracis-28432 247 2 ( ( PUNCT bracis-28432 247 3 2019 2019 NUM bracis-28432 247 4 ) ) PUNCT bracis-28432 247 5 . . PUNCT bracis-28432 248 1 https://doi.org/10.1109/iccvw.2019.00052 https://doi.org/10.1109/iccvw.2019.00052 PROPN bracis-28432 248 2 beykin beykin PROPN bracis-28432 248 3 , , PUNCT bracis-28432 248 4 g. g. PROPN bracis-28432 248 5 , , PUNCT bracis-28432 248 6 norcia norcia PROPN bracis-28432 248 7 , , PUNCT bracis-28432 248 8 a.m. a.m. ADV bracis-28432 248 9 , , PUNCT bracis-28432 248 10 srinivasan srinivasan NOUN bracis-28432 248 11 , , PUNCT bracis-28432 248 12 v.j v.j PROPN bracis-28432 248 13 . . PROPN bracis-28432 248 14 , , PUNCT bracis-28432 248 15 dubra dubra PROPN bracis-28432 248 16 , , PUNCT bracis-28432 248 17 a. a. PROPN bracis-28432 248 18 , , PUNCT bracis-28432 248 19 goldberg goldberg PROPN bracis-28432 248 20 , , PUNCT bracis-28432 248 21 j.l j.l PROPN bracis-28432 248 22 . . PROPN bracis-28432 248 23 : : PUNCT bracis-28432 249 1 discovery discovery NOUN bracis-28432 249 2 and and CCONJ bracis-28432 249 3 clinical clinical ADJ bracis-28432 249 4 translation translation NOUN bracis-28432 249 5 of of ADP bracis-28432 249 6 novel novel ADJ bracis-28432 249 7 glaucoma glaucoma NOUN bracis-28432 249 8 biomarkers biomarker NOUN bracis-28432 249 9 . . PUNCT bracis-28432 250 1 progress progress VERB bracis-28432 250 2 retinal retinal ADJ bracis-28432 250 3 eye eye NOUN bracis-28432 250 4 res re NOUN bracis-28432 250 5 . . PUNCT bracis-28432 251 1 80 80 NUM bracis-28432 251 2 ( ( PUNCT bracis-28432 251 3 2021 2021 NUM bracis-28432 251 4 ) ) PUNCT bracis-28432 251 5 . . PUNCT bracis-28432 252 1 https://doi.org/10.1016/j.preteyeres.2020.100875 https://doi.org/10.1016/j.preteyeres.2020.100875 ADJ bracis-28432 252 2 fu fu PROPN bracis-28432 252 3 , , PUNCT bracis-28432 252 4 h. h. PROPN bracis-28432 252 5 , , PUNCT bracis-28432 252 6 xu xu PROPN bracis-28432 252 7 , , PUNCT bracis-28432 252 8 d. d. PROPN bracis-28432 252 9 , , PUNCT bracis-28432 252 10 lin lin PROPN bracis-28432 252 11 , , PUNCT bracis-28432 252 12 s. s. PROPN bracis-28432 252 13 , , PUNCT bracis-28432 252 14 wong wong PROPN bracis-28432 252 15 , , PUNCT bracis-28432 252 16 d.w d.w PROPN bracis-28432 252 17 . . PROPN bracis-28432 252 18 , , PUNCT bracis-28432 252 19 liu liu PROPN bracis-28432 252 20 , , PUNCT bracis-28432 252 21 j. j. PROPN bracis-28432 252 22 : : PUNCT bracis-28432 252 23 automatic automatic ADJ bracis-28432 252 24 optic optic NOUN bracis-28432 252 25 disc disc NOUN bracis-28432 252 26 detection detection NOUN bracis-28432 252 27 in in ADP bracis-28432 252 28 oct oct PROPN bracis-28432 252 29 slices slice NOUN bracis-28432 252 30 via via ADP bracis-28432 252 31 low low ADJ bracis-28432 252 32 - - PUNCT bracis-28432 252 33 rank rank NOUN bracis-28432 252 34 reconstruction reconstruction NOUN bracis-28432 252 35 . . PUNCT bracis-28432 253 1 ieee ieee PROPN bracis-28432 253 2 trans trans PROPN bracis-28432 253 3 . . PROPN bracis-28432 253 4 biomed biome VERB bracis-28432 253 5 . . PUNCT bracis-28432 254 1 eng eng PROPN bracis-28432 254 2 . . PUNCT bracis-28432 255 1 62(4 62(4 NUM bracis-28432 255 2 ) ) PUNCT bracis-28432 255 3 , , PUNCT bracis-28432 255 4 1151–1158 1151–1158 NUM bracis-28432 255 5 ( ( PUNCT bracis-28432 255 6 2015 2015 NUM bracis-28432 255 7 ) ) PUNCT bracis-28432 255 8 . . PUNCT bracis-28432 256 1 https://doi.org/10.1109/tbme.2014.2375184 https://doi.org/10.1109/tbme.2014.2375184 ADP bracis-28432 256 2 article article NOUN bracis-28432 256 3     SPACE bracis-28432 256 4 google google PROPN bracis-28432 256 5 scholar scholar NOUN bracis-28432 256 6     SPACE bracis-28432 256 7 fu fu NOUN bracis-28432 256 8 , , PUNCT bracis-28432 256 9 z. z. PROPN bracis-28432 256 10 , , PUNCT bracis-28432 256 11 et et PROPN bracis-28432 256 12 al al PROPN bracis-28432 256 13 . . PROPN bracis-28432 256 14 : : PUNCT bracis-28432 257 1 mpg mpg NOUN bracis-28432 257 2 - - NOUN bracis-28432 257 3 net net NOUN bracis-28432 257 4 : : PUNCT bracis-28432 257 5 multi multi ADJ bracis-28432 257 6 - - ADJ bracis-28432 257 7 prediction prediction ADJ bracis-28432 257 8 guided guide VERB bracis-28432 257 9 network network NOUN bracis-28432 257 10 for for ADP bracis-28432 257 11 segmentation segmentation NOUN bracis-28432 257 12 of of ADP bracis-28432 257 13 retinal retinal ADJ bracis-28432 257 14 layers layer NOUN bracis-28432 257 15 in in ADP bracis-28432 257 16 oct oct PROPN bracis-28432 257 17 images image NOUN bracis-28432 257 18 . . PUNCT bracis-28432 258 1 in in ADP bracis-28432 258 2 : : PUNCT bracis-28432 258 3 european european ADJ bracis-28432 258 4 signal signal PROPN bracis-28432 258 5 processing processing NOUN bracis-28432 258 6 conference conference NOUN bracis-28432 258 7 , , PUNCT bracis-28432 258 8 pp pp X bracis-28432 258 9 . . PUNCT bracis-28432 258 10 1299–1303 1299–1303 NUM bracis-28432 258 11 , , PUNCT bracis-28432 258 12 january january PROPN bracis-28432 258 13 2021 2021 NUM bracis-28432 258 14 . . PUNCT bracis-28432 259 1 https://doi.org/10.23919/eusipco47968.2020.9287561 https://doi.org/10.23919/eusipco47968.2020.9287561 PROPN bracis-28432 259 2 gbd gbd PROPN bracis-28432 259 3 2019 2019 NUM bracis-28432 259 4 blindness blindness NOUN bracis-28432 259 5 and and CCONJ bracis-28432 259 6 vision vision NOUN bracis-28432 259 7 impairment impairment NOUN bracis-28432 259 8 collaborators collaborator NOUN bracis-28432 259 9 : : PUNCT bracis-28432 259 10 vision vision NOUN bracis-28432 259 11 loss loss NOUN bracis-28432 259 12 expert expert NOUN bracis-28432 259 13 group group NOUN bracis-28432 259 14 of of ADP bracis-28432 259 15 the the DET bracis-28432 259 16 global global ADJ bracis-28432 259 17 burden burden NOUN bracis-28432 259 18 of of ADP bracis-28432 259 19 disease disease NOUN bracis-28432 259 20 study study NOUN bracis-28432 259 21 . . PUNCT bracis-28432 260 1 causes cause NOUN bracis-28432 260 2 of of ADP bracis-28432 260 3 blindness blindness NOUN bracis-28432 260 4 and and CCONJ bracis-28432 260 5 vision vision NOUN bracis-28432 260 6 impairment impairment VERB bracis-28432 260 7 in in ADP bracis-28432 260 8 2020 2020 NUM bracis-28432 260 9 and and CCONJ bracis-28432 260 10 trends trend NOUN bracis-28432 260 11 over over ADP bracis-28432 260 12 30 30 NUM bracis-28432 260 13 years year NOUN bracis-28432 260 14 , , PUNCT bracis-28432 260 15 and and CCONJ bracis-28432 260 16 prevalence prevalence NOUN bracis-28432 260 17 of of ADP bracis-28432 260 18 avoidable avoidable ADJ bracis-28432 260 19 blindness blindness NOUN bracis-28432 260 20 in in ADP bracis-28432 260 21 relation relation NOUN bracis-28432 260 22 to to ADP bracis-28432 260 23 vision vision NOUN bracis-28432 260 24 2020 2020 NUM bracis-28432 260 25 : : PUNCT bracis-28432 260 26 the the DET bracis-28432 260 27 right right NOUN bracis-28432 260 28 to to PART bracis-28432 260 29 sight sight NOUN bracis-28432 260 30 : : PUNCT bracis-28432 260 31 an an DET bracis-28432 260 32 analysis analysis NOUN bracis-28432 260 33 for for ADP bracis-28432 260 34 the the DET bracis-28432 260 35 global global ADJ bracis-28432 260 36 burden burden NOUN bracis-28432 260 37 of of ADP bracis-28432 260 38 disease disease NOUN bracis-28432 260 39 study study NOUN bracis-28432 261 1 [ [ X bracis-28432 261 2 published publish VERB bracis-28432 261 3 correction correction NOUN bracis-28432 261 4 appears appear VERB bracis-28432 261 5 in in ADP bracis-28432 261 6 lancet lancet NOUN bracis-28432 261 7 glob glob NOUN bracis-28432 261 8 health health NOUN bracis-28432 261 9 . . PUNCT bracis-28432 262 1 2021 2021 NUM bracis-28432 262 2 apr apr NOUN bracis-28432 262 3 ; ; PUNCT bracis-28432 262 4 9(4):e408 9(4):e408 NUM bracis-28432 262 5 ] ] PUNCT bracis-28432 262 6 . . PUNCT bracis-28432 263 1 lancet lancet PROPN bracis-28432 263 2 glob glob PROPN bracis-28432 263 3 health health PROPN bracis-28432 263 4 9(2 9(2 NUM bracis-28432 263 5 ) ) PUNCT bracis-28432 263 6 , , PUNCT bracis-28432 263 7 e144 e144 PROPN bracis-28432 263 8 – – PUNCT bracis-28432 263 9 e160 e160 PROPN bracis-28432 263 10 ( ( PUNCT bracis-28432 263 11 2021 2021 NUM bracis-28432 263 12 ) ) PUNCT bracis-28432 263 13 . . PUNCT bracis-28432 264 1 https://doi.org/10.1016/s2214-109x(20)30489-7 https://doi.org/10.1016/s2214-109x(20)30489-7 PROPN bracis-28432 264 2 gopinath gopinath PROPN bracis-28432 264 3 , , PUNCT bracis-28432 264 4 k. k. PROPN bracis-28432 264 5 , , PUNCT bracis-28432 264 6 rangrej rangrej PROPN bracis-28432 264 7 , , PUNCT bracis-28432 264 8 s.b s.b PROPN bracis-28432 264 9 . . PROPN bracis-28432 264 10 , , PUNCT bracis-28432 264 11 sivaswamy sivaswamy NOUN bracis-28432 264 12 , , PUNCT bracis-28432 264 13 j. j. PROPN bracis-28432 264 14 : : PUNCT bracis-28432 264 15 a a DET bracis-28432 264 16 deep deep ADJ bracis-28432 264 17 learning learning NOUN bracis-28432 264 18 framework framework NOUN bracis-28432 264 19 for for ADP bracis-28432 264 20 segmentation segmentation NOUN bracis-28432 264 21 of of ADP bracis-28432 264 22 retinal retinal ADJ bracis-28432 264 23 layers layer NOUN bracis-28432 264 24 from from ADP bracis-28432 264 25 oct oct PROPN bracis-28432 264 26 images image NOUN bracis-28432 264 27 . . PUNCT bracis-28432 265 1 in in ADP bracis-28432 265 2 : : PUNCT bracis-28432 265 3 proceedings proceeding NOUN bracis-28432 265 4 4th 4th ADJ bracis-28432 265 5 asian asian ADJ bracis-28432 265 6 conference conference NOUN bracis-28432 265 7 on on ADP bracis-28432 265 8 pattern pattern NOUN bracis-28432 265 9 recognition recognition NOUN bracis-28432 265 10 , , PUNCT bracis-28432 265 11 acpr acpr PROPN bracis-28432 265 12 2017 2017 NUM bracis-28432 265 13 , , PUNCT bracis-28432 265 14 pp pp ADP bracis-28432 265 15 . . PUNCT bracis-28432 266 1 894–899 894–899 NUM bracis-28432 266 2 ( ( PUNCT bracis-28432 266 3 2021 2021 NUM bracis-28432 266 4 ) ) PUNCT bracis-28432 266 5 . . PUNCT bracis-28432 267 1 https://doi.org/10.1109/acpr.2017.121 https://doi.org/10.1109/acpr.2017.121 PROPN bracis-28432 267 2 gu gu PROPN bracis-28432 267 3 , , PUNCT bracis-28432 267 4 z. z. PROPN bracis-28432 267 5 , , PUNCT bracis-28432 267 6 et et PROPN bracis-28432 267 7 al al PROPN bracis-28432 267 8 . . PROPN bracis-28432 267 9 : : PUNCT bracis-28432 268 1 ce ce PROPN bracis-28432 268 2 - - NOUN bracis-28432 268 3 net net NOUN bracis-28432 268 4 : : PUNCT bracis-28432 268 5 context context NOUN bracis-28432 268 6 encoder encoder NOUN bracis-28432 268 7 network network NOUN bracis-28432 268 8 for for ADP bracis-28432 268 9 2d 2d NUM bracis-28432 268 10 medical medical ADJ bracis-28432 268 11 image image NOUN bracis-28432 268 12 segmentation segmentation NOUN bracis-28432 268 13 . . PUNCT bracis-28432 269 1 ieee ieee PROPN bracis-28432 269 2 trans trans PROPN bracis-28432 269 3 . . PROPN bracis-28432 269 4 med med PROPN bracis-28432 269 5 . . PUNCT bracis-28432 270 1 imaging imaging PROPN bracis-28432 270 2 38(10 38(10 PROPN bracis-28432 270 3 ) ) PUNCT bracis-28432 270 4 , , PUNCT bracis-28432 270 5 2281–2292 2281–2292 NUM bracis-28432 270 6 ( ( PUNCT bracis-28432 270 7 2019 2019 NUM bracis-28432 270 8 ) ) PUNCT bracis-28432 270 9 . . PUNCT bracis-28432 271 1 https://doi.org/10.1109/tmi.2019.2903562 https://doi.org/10.1109/tmi.2019.2903562 ADJ bracis-28432 271 2 article article NOUN bracis-28432 271 3     SPACE bracis-28432 271 4 google google PROPN bracis-28432 271 5 scholar scholar NOUN bracis-28432 271 6     SPACE bracis-28432 271 7 rezatofighi rezatofighi PROPN bracis-28432 271 8 , , PUNCT bracis-28432 271 9 h. h. PROPN bracis-28432 271 10 , , PUNCT bracis-28432 271 11 tsoi tsoi PROPN bracis-28432 271 12 , , PUNCT bracis-28432 271 13 n. n. NOUN bracis-28432 271 14 , , PUNCT bracis-28432 271 15 gwak gwak NOUN bracis-28432 271 16 , , PUNCT bracis-28432 271 17 j. j. PROPN bracis-28432 271 18 , , PUNCT bracis-28432 271 19 sadeghian sadeghian PROPN bracis-28432 271 20 , , PUNCT bracis-28432 271 21 a. a. PROPN bracis-28432 271 22 , , PUNCT bracis-28432 271 23 reid reid PROPN bracis-28432 271 24 , , PUNCT bracis-28432 271 25 i. i. PROPN bracis-28432 271 26 , , PUNCT bracis-28432 271 27 savarese savarese PROPN bracis-28432 271 28 , , PUNCT bracis-28432 271 29 s. s. PROPN bracis-28432 271 30 : : PUNCT bracis-28432 271 31 generalized generalized ADJ bracis-28432 271 32 intersection intersection NOUN bracis-28432 271 33 over over ADP bracis-28432 271 34 union union NOUN bracis-28432 271 35 : : PUNCT bracis-28432 271 36 a a DET bracis-28432 271 37 metric metric ADJ bracis-28432 271 38 and and CCONJ bracis-28432 271 39 a a DET bracis-28432 271 40 loss loss NOUN bracis-28432 271 41 for for ADP bracis-28432 271 42 bounding bound VERB bracis-28432 271 43 box box NOUN bracis-28432 271 44 regression regression NOUN bracis-28432 271 45 . . PUNCT bracis-28432 272 1 corr corr NOUN bracis-28432 272 2 ( ( PUNCT bracis-28432 272 3 2019 2019 NUM bracis-28432 272 4 ) ) PUNCT bracis-28432 272 5 . . PUNCT bracis-28432 273 1 https://doi.org/10.48550/arxiv.1902.09630 https://doi.org/10.48550/arxiv.1902.09630 PROPN bracis-28432 273 2 khalil khalil PROPN bracis-28432 273 3 , , PUNCT bracis-28432 273 4 t. t. PROPN bracis-28432 273 5 , , PUNCT bracis-28432 273 6 akram akram PROPN bracis-28432 273 7 , , PUNCT bracis-28432 273 8 m.u m.u PROPN bracis-28432 273 9 . . PROPN bracis-28432 273 10 , , PUNCT bracis-28432 273 11 raja raja PROPN bracis-28432 273 12 , , PUNCT bracis-28432 273 13 h. h. PROPN bracis-28432 273 14 , , PUNCT bracis-28432 273 15 jameel jameel PROPN bracis-28432 273 16 , , PUNCT bracis-28432 273 17 a. a. PROPN bracis-28432 273 18 , , PUNCT bracis-28432 273 19 basit basit PROPN bracis-28432 273 20 , , PUNCT bracis-28432 273 21 i. i. NOUN bracis-28432 273 22 : : PUNCT bracis-28432 273 23 detection detection NOUN bracis-28432 273 24 of of ADP bracis-28432 273 25 glaucoma glaucoma NOUN bracis-28432 273 26 using use VERB bracis-28432 273 27 cup cup NOUN bracis-28432 273 28 to to PART bracis-28432 273 29 disc disc VERB bracis-28432 273 30 ratio ratio NOUN bracis-28432 273 31 from from ADP bracis-28432 273 32 spectral spectral ADJ bracis-28432 273 33 domain domain NOUN bracis-28432 273 34 optical optical ADJ bracis-28432 273 35 coherence coherence NOUN bracis-28432 273 36 tomography tomography NOUN bracis-28432 273 37 images image NOUN bracis-28432 273 38 . . PUNCT bracis-28432 274 1 ieee ieee NOUN bracis-28432 274 2 access access NOUN bracis-28432 274 3 6 6 NUM bracis-28432 274 4 , , PUNCT bracis-28432 274 5 4560–4576 4560–4576 NUM bracis-28432 274 6 ( ( PUNCT bracis-28432 274 7 2018 2018 NUM bracis-28432 274 8 ) ) PUNCT bracis-28432 274 9 . . PUNCT bracis-28432 275 1 https://doi.org/10.1109/access.2018.2791427 https://doi.org/10.1109/access.2018.2791427 PROPN bracis-28432 275 2 article article NOUN bracis-28432 275 3     SPACE bracis-28432 275 4 google google PROPN bracis-28432 275 5 scholar scholar NOUN bracis-28432 275 6     SPACE bracis-28432 275 7 khalil khalil PROPN bracis-28432 275 8 , , PUNCT bracis-28432 275 9 t. t. PROPN bracis-28432 275 10 , , PUNCT bracis-28432 275 11 akram akram PROPN bracis-28432 275 12 , , PUNCT bracis-28432 275 13 m.u m.u PROPN bracis-28432 275 14 . . PROPN bracis-28432 275 15 , , PUNCT bracis-28432 275 16 raja raja PROPN bracis-28432 275 17 , , PUNCT bracis-28432 275 18 h. h. PROPN bracis-28432 275 19 , , PUNCT bracis-28432 275 20 jameel jameel PROPN bracis-28432 275 21 , , PUNCT bracis-28432 275 22 a. a. PROPN bracis-28432 275 23 , , PUNCT bracis-28432 275 24 basit basit PROPN bracis-28432 275 25 , , PUNCT bracis-28432 275 26 i. i. NOUN bracis-28432 275 27 : : PUNCT bracis-28432 275 28 detection detection NOUN bracis-28432 275 29 of of ADP bracis-28432 275 30 glaucoma glaucoma NOUN bracis-28432 275 31 using use VERB bracis-28432 275 32 cup cup NOUN bracis-28432 275 33 to to PART bracis-28432 275 34 disc disc VERB bracis-28432 275 35 ratio ratio NOUN bracis-28432 275 36 from from ADP bracis-28432 275 37 spectral spectral ADJ bracis-28432 275 38 domain domain NOUN bracis-28432 275 39 optical optical ADJ bracis-28432 275 40 coherence coherence NOUN bracis-28432 275 41 tomography tomography NOUN bracis-28432 275 42 images image NOUN bracis-28432 275 43 . . PUNCT bracis-28432 276 1 ieee ieee NOUN bracis-28432 276 2 access access NOUN bracis-28432 276 3 6 6 NUM bracis-28432 276 4 , , PUNCT bracis-28432 276 5 4560–4576 4560–4576 NUM bracis-28432 276 6 ( ( PUNCT bracis-28432 276 7 2018 2018 NUM bracis-28432 276 8 ) ) PUNCT bracis-28432 276 9 . . PUNCT bracis-28432 277 1 https://doi.org/10.1109/access.2018.2791427 https://doi.org/10.1109/access.2018.2791427 PROPN bracis-28432 277 2 li li PROPN bracis-28432 277 3 , , PUNCT bracis-28432 277 4 j. j. PROPN bracis-28432 277 5 , , PUNCT bracis-28432 277 6 et et PROPN bracis-28432 277 7 al al PROPN bracis-28432 277 8 . . PUNCT bracis-28432 277 9 : : PUNCT bracis-28432 278 1 multi multi ADJ bracis-28432 278 2 - - ADJ bracis-28432 278 3 scale scale ADJ bracis-28432 278 4 gcn gcn NOUN bracis-28432 278 5 - - PUNCT bracis-28432 278 6 assisted assist VERB bracis-28432 278 7 two two NUM bracis-28432 278 8 - - PUNCT bracis-28432 278 9 stage stage NOUN bracis-28432 278 10 network network NOUN bracis-28432 278 11 for for ADP bracis-28432 278 12 joint joint ADJ bracis-28432 278 13 segmentation segmentation NOUN bracis-28432 278 14 of of ADP bracis-28432 278 15 retinal retinal ADJ bracis-28432 278 16 layers layer NOUN bracis-28432 278 17 and and CCONJ bracis-28432 278 18 disc disc NOUN bracis-28432 278 19 in in ADP bracis-28432 278 20 peripapillary peripapillary ADJ bracis-28432 278 21 oct oct NOUN bracis-28432 278 22 images image NOUN bracis-28432 278 23 . . PUNCT bracis-28432 278 24 biomed biome VERB bracis-28432 278 25 . . PUNCT bracis-28432 279 1 opt opt PROPN bracis-28432 279 2 . . PUNCT bracis-28432 280 1 express express VERB bracis-28432 280 2 12 12 NUM bracis-28432 280 3 , , PUNCT bracis-28432 280 4 2204–2220 2204–2220 NUM bracis-28432 280 5 ( ( PUNCT bracis-28432 280 6 2021 2021 NUM bracis-28432 280 7 ) ) PUNCT bracis-28432 280 8 google google NOUN bracis-28432 280 9 scholar scholar NOUN bracis-28432 280 10     SPACE bracis-28432 280 11 phadikar phadikar NOUN bracis-28432 280 12 , , PUNCT bracis-28432 280 13 p. p. PROPN bracis-28432 280 14 , , PUNCT bracis-28432 280 15 saxena saxena PROPN bracis-28432 280 16 , , PUNCT bracis-28432 280 17 s. s. PROPN bracis-28432 280 18 , , PUNCT bracis-28432 280 19 ruia ruia NOUN bracis-28432 280 20 , , PUNCT bracis-28432 280 21 s. s. PROPN bracis-28432 280 22 , , PUNCT bracis-28432 280 23 lai lai PROPN bracis-28432 280 24 , , PUNCT bracis-28432 280 25 t.y.y t.y.y ADP bracis-28432 280 26 . . PROPN bracis-28432 280 27 , , PUNCT bracis-28432 280 28 meyer meyer PROPN bracis-28432 280 29 , , PUNCT bracis-28432 280 30 c.h c.h PROPN bracis-28432 280 31 . . PROPN bracis-28432 280 32 , , PUNCT bracis-28432 280 33 eliott eliott PROPN bracis-28432 280 34 , , PUNCT bracis-28432 280 35 d. d. PROPN bracis-28432 280 36 : : PUNCT bracis-28432 280 37 the the DET bracis-28432 280 38 potential potential NOUN bracis-28432 280 39 of of ADP bracis-28432 280 40 spectral spectral ADJ bracis-28432 280 41 domain domain NOUN bracis-28432 280 42 optical optical ADJ bracis-28432 280 43 coherence coherence NOUN bracis-28432 280 44 tomography tomography NOUN bracis-28432 280 45 imaging imaging NOUN bracis-28432 280 46 based base VERB bracis-28432 280 47 retinal retinal ADJ bracis-28432 280 48 biomarkers biomarker NOUN bracis-28432 280 49 . . PUNCT bracis-28432 281 1 int int NOUN bracis-28432 281 2 . . PUNCT bracis-28432 282 1 j. j. PROPN bracis-28432 282 2 retina retina VERB bracis-28432 282 3 vitreous vitreous ADJ bracis-28432 282 4 3(1 3(1 NUM bracis-28432 282 5 ) ) PUNCT bracis-28432 282 6 , , PUNCT bracis-28432 282 7 1–10 1–10 NOUN bracis-28432 282 8 ( ( PUNCT bracis-28432 282 9 2017 2017 NUM bracis-28432 282 10 ) ) PUNCT bracis-28432 282 11 . . PUNCT bracis-28432 283 1 https://doi.org/10.1186/s40942-016-0054-7 https://doi.org/10.1186/s40942-016-0054-7 NUM bracis-28432 283 2 article article NOUN bracis-28432 283 3     SPACE bracis-28432 283 4 google google PROPN bracis-28432 283 5 scholar scholar NOUN bracis-28432 283 6     SPACE bracis-28432 283 7 ronneberger ronneberger NOUN bracis-28432 283 8 , , PUNCT bracis-28432 283 9 o. o. PROPN bracis-28432 283 10 , , PUNCT bracis-28432 283 11 fischer fischer PROPN bracis-28432 283 12 , , PUNCT bracis-28432 283 13 p. p. PROPN bracis-28432 283 14 , , PUNCT bracis-28432 283 15 brox brox PROPN bracis-28432 283 16 , , PUNCT bracis-28432 283 17 t. t. PROPN bracis-28432 283 18 : : PUNCT bracis-28432 283 19 u u NOUN bracis-28432 283 20 - - NOUN bracis-28432 283 21 net net ADJ bracis-28432 283 22 : : PUNCT bracis-28432 283 23 convolutional convolutional ADJ bracis-28432 283 24 networks network NOUN bracis-28432 283 25 for for ADP bracis-28432 283 26 biomedical biomedical ADJ bracis-28432 283 27 image image NOUN bracis-28432 283 28 segmentation segmentation NOUN bracis-28432 283 29 . . PUNCT bracis-28432 284 1 ieee ieee NOUN bracis-28432 284 2 access access NOUN bracis-28432 284 3 1 1 NUM bracis-28432 284 4 , , PUNCT bracis-28432 284 5 16591–16603 16591–16603 NUM bracis-28432 284 6 ( ( PUNCT bracis-28432 284 7 2015 2015 NUM bracis-28432 284 8 ) ) PUNCT bracis-28432 284 9 . . PUNCT bracis-28432 285 1 https://doi.org/10.1109/access.2021.3053408 https://doi.org/10.1109/access.2021.3053408 PROPN bracis-28432 285 2 article article NOUN bracis-28432 285 3     SPACE bracis-28432 285 4 google google PROPN bracis-28432 285 5 scholar scholar NOUN bracis-28432 285 6     SPACE bracis-28432 285 7 roy roy PROPN bracis-28432 285 8 , , PUNCT bracis-28432 285 9 a.g a.g PROPN bracis-28432 285 10 . . PROPN bracis-28432 285 11 , , PUNCT bracis-28432 285 12 et et PROPN bracis-28432 285 13 al al PROPN bracis-28432 285 14 . . PROPN bracis-28432 285 15 : : PUNCT bracis-28432 286 1 relaynet relaynet NOUN bracis-28432 286 2 : : PUNCT bracis-28432 286 3 retinal retinal ADJ bracis-28432 286 4 layer layer NOUN bracis-28432 286 5 and and CCONJ bracis-28432 286 6 fluid fluid ADJ bracis-28432 286 7 segmentation segmentation NOUN bracis-28432 286 8 of of ADP bracis-28432 286 9 macular macular ADJ bracis-28432 286 10 optical optical ADJ bracis-28432 286 11 coherence coherence NOUN bracis-28432 286 12 tomography tomography NOUN bracis-28432 286 13 using use VERB bracis-28432 286 14 fully fully ADV bracis-28432 286 15 convolutional convolutional ADJ bracis-28432 286 16 networks network NOUN bracis-28432 286 17 . . PUNCT bracis-28432 286 18 biomed biome VERB bracis-28432 286 19 . . PUNCT bracis-28432 287 1 opt opt PROPN bracis-28432 287 2 . . PUNCT bracis-28432 288 1 express express VERB bracis-28432 288 2 8 8 NUM bracis-28432 288 3 , , PUNCT bracis-28432 288 4 3627–3642 3627–3642 NUM bracis-28432 288 5 ( ( PUNCT bracis-28432 288 6 2017 2017 NUM bracis-28432 288 7 ) ) PUNCT bracis-28432 288 8 . . PUNCT bracis-28432 289 1 https://doi.org/10.1364/boe.8.003627 https://doi.org/10.1364/boe.8.003627 PROPN bracis-28432 289 2 sander sander PROPN bracis-28432 289 3 , , PUNCT bracis-28432 289 4 b. b. PROPN bracis-28432 289 5 , , PUNCT bracis-28432 289 6 larsen larsen PROPN bracis-28432 289 7 , , PUNCT bracis-28432 289 8 m. m. NOUN bracis-28432 289 9 , , PUNCT bracis-28432 289 10 thrane thrane NOUN bracis-28432 289 11 , , PUNCT bracis-28432 289 12 l. l. PROPN bracis-28432 289 13 , , PUNCT bracis-28432 289 14 hougaard hougaard PROPN bracis-28432 289 15 , , PUNCT bracis-28432 289 16 j.l j.l PROPN bracis-28432 289 17 . . PROPN bracis-28432 289 18 , , PUNCT bracis-28432 289 19 jørgensen jørgensen PROPN bracis-28432 289 20 , , PUNCT bracis-28432 289 21 t.m t.m PROPN bracis-28432 289 22 . . PROPN bracis-28432 289 23 : : PUNCT bracis-28432 289 24 enhanced enhance VERB bracis-28432 289 25 optical optical ADJ bracis-28432 289 26 coherence coherence NOUN bracis-28432 289 27 tomography tomography NOUN bracis-28432 289 28 imaging imaging NOUN bracis-28432 289 29 by by ADP bracis-28432 289 30 multiple multiple ADJ bracis-28432 289 31 scan scan ADJ bracis-28432 289 32 averaging averaging NOUN bracis-28432 289 33 . . PUNCT bracis-28432 290 1 br br PROPN bracis-28432 290 2 . . PUNCT bracis-28432 291 1 j. j. PROPN bracis-28432 291 2 ophthalmol ophthalmol PROPN bracis-28432 291 3 . . PUNCT bracis-28432 292 1 89(2 89(2 NOUN bracis-28432 292 2 ) ) PUNCT bracis-28432 292 3 , , PUNCT bracis-28432 292 4 207–212 207–212 NUM bracis-28432 292 5 ( ( PUNCT bracis-28432 292 6 2005 2005 NUM bracis-28432 292 7 ) ) PUNCT bracis-28432 292 8 . . PUNCT bracis-28432 293 1 https://doi.org/10.1136/bjo.2004.045989 https://doi.org/10.1136/bjo.2004.045989 PROPN bracis-28432 293 2 article article NOUN bracis-28432 293 3     SPACE bracis-28432 293 4 google google PROPN bracis-28432 293 5 scholar scholar NOUN bracis-28432 293 6     SPACE bracis-28432 293 7 schmidt schmidt NOUN bracis-28432 293 8 - - PUNCT bracis-28432 293 9 erfurth erfurth NOUN bracis-28432 293 10 , , PUNCT bracis-28432 293 11 u. u. PROPN bracis-28432 293 12 , , PUNCT bracis-28432 293 13 sadeghipour sadeghipour NOUN bracis-28432 293 14 , , PUNCT bracis-28432 293 15 a. a. NOUN bracis-28432 293 16 , , PUNCT bracis-28432 293 17 gerendas gerenda NOUN bracis-28432 293 18 , , PUNCT bracis-28432 293 19 b.s b.s PROPN bracis-28432 293 20 . . PROPN bracis-28432 293 21 , , PUNCT bracis-28432 293 22 waldstein waldstein PROPN bracis-28432 293 23 , , PUNCT bracis-28432 293 24 s.m s.m PROPN bracis-28432 293 25 . . PROPN bracis-28432 293 26 , , PUNCT bracis-28432 293 27 bogunović bogunović PROPN bracis-28432 293 28 , , PUNCT bracis-28432 293 29 h. h. NOUN bracis-28432 293 30 : : PUNCT bracis-28432 293 31 artificial artificial ADJ bracis-28432 293 32 intelligence intelligence NOUN bracis-28432 293 33 in in ADP bracis-28432 293 34 retina retina NOUN bracis-28432 293 35 . . PUNCT bracis-28432 294 1 prog prog NOUN bracis-28432 294 2 . . PUNCT bracis-28432 295 1 retin retin PROPN bracis-28432 295 2 . . PUNCT bracis-28432 296 1 eye eye NOUN bracis-28432 296 2 res re NOUN bracis-28432 296 3 . . PROPN bracis-28432 297 1 67 67 NUM bracis-28432 297 2 , , PUNCT bracis-28432 297 3 1–29 1–29 PROPN bracis-28432 297 4 ( ( PUNCT bracis-28432 297 5 2018 2018 NUM bracis-28432 297 6 ) ) PUNCT bracis-28432 297 7 . . PUNCT bracis-28432 298 1 https://doi.org/10.1016/j.preteyeres.2018.07.004 https://doi.org/10.1016/j.preteyeres.2018.07.004 VERB bracis-28432 298 2 article article NOUN bracis-28432 298 3     SPACE bracis-28432 298 4 google google PROPN bracis-28432 298 5 scholar scholar NOUN bracis-28432 298 6     SPACE bracis-28432 298 7 sedai sedai PROPN bracis-28432 298 8 , , PUNCT bracis-28432 298 9 s. s. PROPN bracis-28432 298 10 , , PUNCT bracis-28432 298 11 et et PROPN bracis-28432 298 12 al al PROPN bracis-28432 298 13 . . PUNCT bracis-28432 298 14 : : PUNCT bracis-28432 299 1 uncertainty uncertainty NOUN bracis-28432 299 2 guided guide VERB bracis-28432 299 3 semi semi ADJ bracis-28432 299 4 - - ADJ bracis-28432 299 5 supervised supervised ADJ bracis-28432 299 6 segmentation segmentation NOUN bracis-28432 299 7 of of ADP bracis-28432 299 8 retinal retinal ADJ bracis-28432 299 9 layers layer NOUN bracis-28432 299 10 in in ADP bracis-28432 299 11 oct oct PROPN bracis-28432 299 12 images image NOUN bracis-28432 299 13 . . PUNCT bracis-28432 300 1 in in ADP bracis-28432 300 2 : : PUNCT bracis-28432 300 3 shen shen PROPN bracis-28432 300 4 , , PUNCT bracis-28432 300 5 d. d. PROPN bracis-28432 300 6 , , PUNCT bracis-28432 300 7 et et PROPN bracis-28432 300 8 al al PROPN bracis-28432 300 9 . . PUNCT bracis-28432 301 1 ( ( PUNCT bracis-28432 301 2 eds ed NOUN bracis-28432 301 3 . . PUNCT bracis-28432 301 4 ) ) PUNCT bracis-28432 301 5 miccai miccai PROPN bracis-28432 301 6 2019 2019 NUM bracis-28432 301 7 . . PUNCT bracis-28432 302 1 lncs lncs PROPN bracis-28432 302 2 , , PUNCT bracis-28432 302 3 vol vol NOUN bracis-28432 302 4 . . PROPN bracis-28432 302 5 11764 11764 NUM bracis-28432 302 6 , , PUNCT bracis-28432 302 7 pp pp ADJ bracis-28432 302 8 . . PUNCT bracis-28432 303 1 282–290 282–290 NUM bracis-28432 303 2 . . PUNCT bracis-28432 303 3 springer springer NOUN bracis-28432 303 4 , , PUNCT bracis-28432 303 5 cham cham PROPN bracis-28432 303 6 ( ( PUNCT bracis-28432 303 7 2019 2019 NUM bracis-28432 303 8 ) ) PUNCT bracis-28432 303 9 . . PUNCT bracis-28432 304 1 https://doi.org/10.1007/978-3-030-32239-7_32 https://doi.org/10.1007/978-3-030-32239-7_32 PROPN bracis-28432 304 2 chapter chapter NOUN bracis-28432 304 3     SPACE bracis-28432 304 4 google google PROPN bracis-28432 304 5 scholar scholar NOUN bracis-28432 304 6     SPACE bracis-28432 304 7 shelhamer shelhamer NOUN bracis-28432 304 8 , , PUNCT bracis-28432 304 9 e. e. PROPN bracis-28432 304 10 , , PUNCT bracis-28432 304 11 long long ADV bracis-28432 304 12 , , PUNCT bracis-28432 304 13 j. j. PROPN bracis-28432 304 14 , , PUNCT bracis-28432 304 15 darrell darrell PROPN bracis-28432 304 16 , , PUNCT bracis-28432 304 17 t. t. PROPN bracis-28432 304 18 : : PUNCT bracis-28432 304 19 fully fully ADV bracis-28432 304 20 convolutional convolutional ADJ bracis-28432 304 21 networks network NOUN bracis-28432 304 22 for for ADP bracis-28432 304 23 semantic semantic ADJ bracis-28432 304 24 segmentation segmentation NOUN bracis-28432 304 25 . . PUNCT bracis-28432 305 1 ieee ieee PROPN bracis-28432 305 2 trans trans PROPN bracis-28432 305 3 . . PUNCT bracis-28432 305 4 pattern pattern PROPN bracis-28432 305 5 anal anal PROPN bracis-28432 305 6 . . PUNCT bracis-28432 306 1 mach mach PROPN bracis-28432 306 2 . . PUNCT bracis-28432 307 1 intell intell PROPN bracis-28432 307 2 . . PUNCT bracis-28432 308 1 39(4 39(4 NUM bracis-28432 308 2 ) ) PUNCT bracis-28432 308 3 , , PUNCT bracis-28432 308 4 640–651 640–651 NUM bracis-28432 308 5 ( ( PUNCT bracis-28432 308 6 2017 2017 NUM bracis-28432 308 7 ) ) PUNCT bracis-28432 308 8 . . PUNCT bracis-28432 309 1 https://doi.org/10.1109/tpami.2016.2572683 https://doi.org/10.1109/tpami.2016.2572683 PROPN bracis-28432 309 2 article article NOUN bracis-28432 309 3     SPACE bracis-28432 309 4 google google PROPN bracis-28432 309 5 scholar scholar NOUN bracis-28432 309 6     SPACE bracis-28432 309 7 taha taha PROPN bracis-28432 309 8 , , PUNCT bracis-28432 309 9 a.a a.a PROPN bracis-28432 309 10 . . PROPN bracis-28432 309 11 , , PUNCT bracis-28432 309 12 hanbury hanbury PROPN bracis-28432 309 13 , , PUNCT bracis-28432 309 14 a. a. NOUN bracis-28432 309 15 : : PUNCT bracis-28432 309 16 metrics metric NOUN bracis-28432 309 17 for for ADP bracis-28432 309 18 evaluating evaluate VERB bracis-28432 309 19 3d 3d ADJ bracis-28432 309 20 medical medical ADJ bracis-28432 309 21 image image NOUN bracis-28432 309 22 segmentation segmentation NOUN bracis-28432 309 23 : : PUNCT bracis-28432 309 24 analysis analysis NOUN bracis-28432 309 25 , , PUNCT bracis-28432 309 26 selection selection NOUN bracis-28432 309 27 , , PUNCT bracis-28432 309 28 and and CCONJ bracis-28432 309 29 tool tool NOUN bracis-28432 309 30 . . PUNCT bracis-28432 310 1 bmc bmc PROPN bracis-28432 310 2 med med PROPN bracis-28432 310 3 . . PUNCT bracis-28432 311 1 imaging imaging PROPN bracis-28432 311 2 ( ( PUNCT bracis-28432 311 3 2015 2015 NUM bracis-28432 311 4 ) ) PUNCT bracis-28432 311 5 . . PUNCT bracis-28432 312 1 https://doi.org/10.1186/s12880-015-0068-x https://doi.org/10.1186/s12880-015-0068-x PROPN bracis-28432 312 2 article article NOUN bracis-28432 312 3     SPACE bracis-28432 312 4 google google PROPN bracis-28432 312 5 scholar scholar NOUN bracis-28432 312 6     SPACE bracis-28432 312 7 yu yu PROPN bracis-28432 312 8 , , PUNCT bracis-28432 312 9 f. f. PROPN bracis-28432 312 10 , , PUNCT bracis-28432 312 11 koltun koltun PROPN bracis-28432 312 12 , , PUNCT bracis-28432 312 13 v. v. ADJ bracis-28432 312 14 : : PUNCT bracis-28432 312 15 multi multi ADJ bracis-28432 312 16 - - ADJ bracis-28432 312 17 scale scale ADJ bracis-28432 312 18 context context NOUN bracis-28432 312 19 aggregation aggregation NOUN bracis-28432 312 20 by by ADP bracis-28432 312 21 dilated dilated ADJ bracis-28432 312 22 convolutions convolution NOUN bracis-28432 312 23 . . PUNCT bracis-28432 313 1 in in ADP bracis-28432 313 2 : : PUNCT bracis-28432 313 3 4th 4th ADJ bracis-28432 313 4 international international ADJ bracis-28432 313 5 conference conference NOUN bracis-28432 313 6 on on ADP bracis-28432 313 7 learning learn VERB bracis-28432 313 8 representations representation NOUN bracis-28432 313 9 , , PUNCT bracis-28432 313 10 iclr iclr NOUN bracis-28432 313 11 2016 2016 NUM bracis-28432 313 12 conference conference NOUN bracis-28432 313 13 track track NOUN bracis-28432 313 14 proceedings proceeding NOUN bracis-28432 313 15 ( ( PUNCT bracis-28432 313 16 2016 2016 NUM bracis-28432 313 17 ) ) PUNCT bracis-28432 313 18 google google PROPN bracis-28432 313 19 scholar scholar NOUN bracis-28432 313 20     SPACE bracis-28432 313 21 zang zang PROPN bracis-28432 313 22 , , PUNCT bracis-28432 313 23 p. p. PROPN bracis-28432 313 24 , , PUNCT bracis-28432 313 25 wang wang PROPN bracis-28432 313 26 , , PUNCT bracis-28432 313 27 j. j. PROPN bracis-28432 313 28 , , PUNCT bracis-28432 313 29 hormel hormel PROPN bracis-28432 313 30 , , PUNCT bracis-28432 313 31 t.t t.t PROPN bracis-28432 313 32 . . PROPN bracis-28432 313 33 , , PUNCT bracis-28432 313 34 liu liu PROPN bracis-28432 313 35 , , PUNCT bracis-28432 313 36 l. l. PROPN bracis-28432 313 37 , , PUNCT bracis-28432 313 38 huang huang PROPN bracis-28432 313 39 , , PUNCT bracis-28432 313 40 d. d. PROPN bracis-28432 313 41 , , PUNCT bracis-28432 313 42 jia jia PROPN bracis-28432 313 43 , , PUNCT bracis-28432 313 44 y. y. PROPN bracis-28432 313 45 : : PUNCT bracis-28432 313 46 automated automate VERB bracis-28432 313 47 segmentation segmentation NOUN bracis-28432 313 48 of of ADP bracis-28432 313 49 peripapillary peripapillary ADJ bracis-28432 313 50 retinal retinal ADJ bracis-28432 313 51 boundaries boundary NOUN bracis-28432 313 52 in in ADP bracis-28432 313 53 oct oct PROPN bracis-28432 313 54 combining combine VERB bracis-28432 313 55 a a DET bracis-28432 313 56 convolutional convolutional ADJ bracis-28432 313 57 neural neural ADJ bracis-28432 313 58 network network NOUN bracis-28432 313 59 and and CCONJ bracis-28432 313 60 a a DET bracis-28432 313 61 multi multi ADJ bracis-28432 313 62 - - ADJ bracis-28432 313 63 weights weights ADJ bracis-28432 313 64 graph graph NOUN bracis-28432 313 65 search search NOUN bracis-28432 313 66 . . PUNCT bracis-28432 314 1 biomed biome VERB bracis-28432 314 2 . . PUNCT bracis-28432 315 1 opt opt PROPN bracis-28432 315 2 . . PUNCT bracis-28432 316 1 express express VERB bracis-28432 316 2 10(8 10(8 NUM bracis-28432 316 3 ) ) PUNCT bracis-28432 316 4 , , PUNCT bracis-28432 316 5 4340 4340 NUM bracis-28432 316 6 ( ( PUNCT bracis-28432 316 7 2019 2019 NUM bracis-28432 316 8 ) ) PUNCT bracis-28432 316 9 . . PUNCT bracis-28432 317 1 https://doi.org/10.1364/boe.10.004340 https://doi.org/10.1364/boe.10.004340 PROPN bracis-28432 317 2 article article NOUN bracis-28432 317 3     SPACE bracis-28432 317 4 google google PROPN bracis-28432 317 5 scholar scholar NOUN bracis-28432 317 6     SPACE bracis-28432 317 7 zhuang zhuang PROPN bracis-28432 317 8 , , PUNCT bracis-28432 317 9 j. j. PROPN bracis-28432 317 10 : : PUNCT bracis-28432 317 11 laddernet laddernet NOUN bracis-28432 317 12 : : PUNCT bracis-28432 317 13 multi multi ADJ bracis-28432 317 14 - - ADJ bracis-28432 317 15 path path ADJ bracis-28432 317 16 networks network NOUN bracis-28432 317 17 based base VERB bracis-28432 317 18 on on ADP bracis-28432 317 19 u u NOUN bracis-28432 317 20 - - NOUN bracis-28432 317 21 net net ADJ bracis-28432 317 22 for for ADP bracis-28432 317 23 medical medical ADJ bracis-28432 317 24 image image NOUN bracis-28432 317 25 segmentation segmentation NOUN bracis-28432 317 26 , , PUNCT bracis-28432 317 27 pp pp ADP bracis-28432 317 28 . . PUNCT bracis-28432 318 1 2–5 2–5 PROPN bracis-28432 318 2 ( ( PUNCT bracis-28432 318 3 2019 2019 NUM bracis-28432 318 4 ) ) PUNCT bracis-28432 318 5 google google NOUN bracis-28432 318 6 scholar scholar NOUN bracis-28432 318 7     SPACE bracis-28432 318 8 download download NOUN bracis-28432 318 9 references reference NOUN bracis-28432 318 10 author author NOUN bracis-28432 318 11 information information NOUN bracis-28432 318 12 authors author NOUN bracis-28432 318 13 and and CCONJ bracis-28432 318 14 affiliations affiliation NOUN bracis-28432 318 15 universidade universidade X bracis-28432 318 16 do do VERB bracis-28432 318 17 vale vale PROPN bracis-28432 318 18 do do AUX bracis-28432 318 19 rio rio PROPN bracis-28432 318 20 dos dos PROPN bracis-28432 318 21 sinos sinos PROPN bracis-28432 318 22 ( ( PUNCT bracis-28432 318 23 unisinos unisinos PROPN bracis-28432 318 24 ) ) PUNCT bracis-28432 318 25 , , PUNCT bracis-28432 318 26 são são PROPN bracis-28432 318 27 leopoldo leopoldo PROPN bracis-28432 318 28 , , PUNCT bracis-28432 318 29 brazil brazil PROPN bracis-28432 318 30 gabriel gabriel PROPN bracis-28432 318 31 c. c. PROPN bracis-28432 318 32 fernandes fernandes PROPN bracis-28432 318 33 , , PUNCT bracis-28432 318 34     SPACE bracis-28432 318 35 fabio fabio NOUN bracis-28432 318 36 lavinsky lavinsky PROPN bracis-28432 318 37 , , PUNCT bracis-28432 318 38     SPACE bracis-28432 318 39 sandro sandro PROPN bracis-28432 318 40 josé josé PROPN bracis-28432 318 41 rigo rigo PROPN bracis-28432 318 42     SPACE bracis-28432 318 43 & & CCONJ bracis-28432 318 44     SPACE bracis-28432 318 45 henrique henrique PROPN bracis-28432 318 46 c. c. PROPN bracis-28432 318 47 bohn bohn PROPN bracis-28432 318 48 authors author NOUN bracis-28432 318 49 gabriel gabriel PROPN bracis-28432 318 50 c. c. PROPN bracis-28432 318 51 fernandesview fernandesview PROPN bracis-28432 318 52 author author NOUN bracis-28432 318 53 publications publication NOUN bracis-28432 318 54 search search NOUN bracis-28432 318 55 author author NOUN bracis-28432 318 56 on on ADP bracis-28432 318 57 : : PUNCT bracis-28432 318 58 pubmed pubmed PROPN bracis-28432 318 59     SPACE bracis-28432 318 60 google google PROPN bracis-28432 318 61 scholar scholar PROPN bracis-28432 318 62 fabio fabio PROPN bracis-28432 318 63 lavinskyview lavinskyview PROPN bracis-28432 318 64 author author NOUN bracis-28432 318 65 publications publication NOUN bracis-28432 318 66 search search NOUN bracis-28432 318 67 author author NOUN bracis-28432 318 68 on on ADP bracis-28432 318 69 : : PUNCT bracis-28432 318 70 pubmed pubmed PROPN bracis-28432 318 71     SPACE bracis-28432 318 72 google google PROPN bracis-28432 318 73 scholar scholar PROPN bracis-28432 318 74 sandro sandro PROPN bracis-28432 318 75 josé josé PROPN bracis-28432 318 76 rigoview rigoview PROPN bracis-28432 318 77 author author NOUN bracis-28432 318 78 publications publication NOUN bracis-28432 318 79 search search NOUN bracis-28432 318 80 author author NOUN bracis-28432 318 81 on on ADP bracis-28432 318 82 : : PUNCT bracis-28432 318 83 pubmed pubmed PROPN bracis-28432 318 84     SPACE bracis-28432 318 85 google google PROPN bracis-28432 318 86 scholar scholar PROPN bracis-28432 318 87 henrique henrique PROPN bracis-28432 318 88 c. c. PROPN bracis-28432 318 89 bohnview bohnview PROPN bracis-28432 318 90 author author NOUN bracis-28432 318 91 publications publication NOUN bracis-28432 318 92 search search NOUN bracis-28432 318 93 author author NOUN bracis-28432 318 94 on on ADP bracis-28432 318 95 : : PUNCT bracis-28432 318 96 pubmed pubmed PROPN bracis-28432 318 97     SPACE bracis-28432 318 98 google google PROPN bracis-28432 318 99 scholar scholar NOUN bracis-28432 318 100 corresponding correspond VERB bracis-28432 318 101 author author NOUN bracis-28432 318 102 correspondence correspondence NOUN bracis-28432 318 103 to to ADP bracis-28432 318 104 gabriel gabriel PROPN bracis-28432 318 105 c. c. PROPN bracis-28432 318 106 fernandes fernandes PROPN bracis-28432 318 107 . . PUNCT bracis-28432 319 1 editor editor NOUN bracis-28432 319 2 information information NOUN bracis-28432 319 3 editors editor NOUN bracis-28432 319 4 and and CCONJ bracis-28432 319 5 affiliations affiliation NOUN bracis-28432 319 6 federal federal PROPN bracis-28432 319 7 university university PROPN bracis-28432 319 8 of of ADP bracis-28432 319 9 são são PROPN bracis-28432 319 10 carlos carlos PROPN bracis-28432 319 11 , , PUNCT bracis-28432 319 12 são são PROPN bracis-28432 319 13 carlos carlos PROPN bracis-28432 319 14 , , PUNCT bracis-28432 319 15 brazil brazil PROPN bracis-28432 319 16 murilo murilo PROPN bracis-28432 319 17 c. c. PROPN bracis-28432 319 18 naldi naldi PROPN bracis-28432 319 19 centro centro PROPN bracis-28432 319 20 universitario universitario PROPN bracis-28432 319 21 da da PROPN bracis-28432 319 22 fei fei PROPN bracis-28432 319 23 , , PUNCT bracis-28432 319 24 são são PROPN bracis-28432 319 25 bernardo bernardo PROPN bracis-28432 319 26 do do AUX bracis-28432 319 27 campo campo PROPN bracis-28432 319 28 , , PUNCT bracis-28432 319 29 brazil brazil PROPN bracis-28432 319 30 reinaldo reinaldo PROPN bracis-28432 319 31 a. a. PROPN bracis-28432 319 32 c. c. PROPN bracis-28432 319 33 bianchi bianchi PROPN bracis-28432 319 34 rights right NOUN bracis-28432 319 35 and and CCONJ bracis-28432 319 36 permissions permission NOUN bracis-28432 319 37 reprints reprint NOUN bracis-28432 319 38 and and CCONJ bracis-28432 319 39 permissions permission VERB bracis-28432 319 40 copyright copyright NOUN bracis-28432 319 41 information information NOUN bracis-28432 319 42 © © ADP bracis-28432 319 43 2023 2023 NUM bracis-28432 319 44 the the DET bracis-28432 319 45 author(s author(s NOUN bracis-28432 319 46 ) ) PUNCT bracis-28432 319 47 , , PUNCT bracis-28432 319 48 under under ADP bracis-28432 319 49 exclusive exclusive ADJ bracis-28432 319 50 license license NOUN bracis-28432 319 51 to to ADP bracis-28432 319 52 springer springer NOUN bracis-28432 319 53 nature nature PROPN bracis-28432 319 54 switzerland switzerland PROPN bracis-28432 319 55 ag ag PROPN bracis-28432 319 56 about about ADP bracis-28432 319 57 this this DET bracis-28432 319 58 paper paper NOUN bracis-28432 319 59 cite cite VERB bracis-28432 319 60 this this DET bracis-28432 319 61 paper paper NOUN bracis-28432 319 62 fernandes fernande NOUN bracis-28432 319 63 , , PUNCT bracis-28432 319 64 g.c g.c PROPN bracis-28432 319 65 . . PROPN bracis-28432 319 66 , , PUNCT bracis-28432 319 67 lavinsky lavinsky PROPN bracis-28432 319 68 , , PUNCT bracis-28432 319 69 f. f. PROPN bracis-28432 319 70 , , PUNCT bracis-28432 319 71 rigo rigo PROPN bracis-28432 319 72 , , PUNCT bracis-28432 319 73 s.j s.j PROPN bracis-28432 319 74 . . PROPN bracis-28432 319 75 , , PUNCT bracis-28432 319 76 bohn bohn PROPN bracis-28432 319 77 , , PUNCT bracis-28432 319 78 h.c h.c PROPN bracis-28432 319 79 . . PUNCT bracis-28432 319 80 ( ( PUNCT bracis-28432 319 81 2023 2023 NUM bracis-28432 319 82 ) ) PUNCT bracis-28432 319 83 . . PUNCT bracis-28432 320 1 exploring explore VERB bracis-28432 320 2 artificial artificial ADJ bracis-28432 320 3 intelligence intelligence NOUN bracis-28432 320 4 methods method NOUN bracis-28432 320 5 for for ADP bracis-28432 320 6     SPACE bracis-28432 320 7 the the DET bracis-28432 320 8     SPACE bracis-28432 320 9 automatic automatic ADJ bracis-28432 320 10 measurement measurement NOUN bracis-28432 320 11 of of ADP bracis-28432 320 12     SPACE bracis-28432 320 13 a a DET bracis-28432 320 14     SPACE bracis-28432 320 15 new new ADJ bracis-28432 320 16 biomarker biomarker NOUN bracis-28432 320 17 aiming aim VERB bracis-28432 320 18 at at ADP bracis-28432 320 19     SPACE bracis-28432 320 20 glaucoma glaucoma NOUN bracis-28432 320 21 diagnosis diagnosis NOUN bracis-28432 320 22 . . PUNCT bracis-28432 321 1 in in ADP bracis-28432 321 2 : : PUNCT bracis-28432 321 3 naldi naldi PROPN bracis-28432 321 4 , , PUNCT bracis-28432 321 5 m.c m.c PROPN bracis-28432 321 6 . . PROPN bracis-28432 321 7 , , PUNCT bracis-28432 321 8 bianchi bianchi PROPN bracis-28432 321 9 , , PUNCT bracis-28432 321 10 r.a.c r.a.c ADP bracis-28432 321 11 . . PUNCT bracis-28432 321 12 ( ( PUNCT bracis-28432 321 13 eds ed NOUN bracis-28432 321 14 ) ) PUNCT bracis-28432 321 15 intelligent intelligent ADJ bracis-28432 321 16 systems system NOUN bracis-28432 321 17 . . PUNCT bracis-28432 322 1 bracis bracis PROPN bracis-28432 322 2 2023 2023 NUM bracis-28432 322 3 . . PUNCT bracis-28432 323 1 lecture lecture NOUN bracis-28432 323 2 notes note NOUN bracis-28432 323 3 in in ADP bracis-28432 323 4 computer computer NOUN bracis-28432 323 5 science science NOUN bracis-28432 323 6 ( ( PUNCT bracis-28432 323 7 ) ) PUNCT bracis-28432 323 8 , , PUNCT bracis-28432 323 9 vol vol NOUN bracis-28432 323 10 14197 14197 NUM bracis-28432 323 11 . . PUNCT bracis-28432 324 1 springer springer NOUN bracis-28432 324 2 , , PUNCT bracis-28432 324 3 cham cham PROPN bracis-28432 324 4 . . PUNCT bracis-28432 325 1 https://doi.org/10.1007/978-3-031-45392-2_30 https://doi.org/10.1007/978-3-031-45392-2_30 PROPN bracis-28432 325 2 download download NOUN bracis-28432 325 3 citation citation NOUN bracis-28432 325 4 .ris .ris PUNCT bracis-28432 325 5 .enw .enw PROPN bracis-28432 325 6 .bib .bib PUNCT bracis-28432 326 1 doi doi PROPN bracis-28432 326 2 : : PUNCT bracis-28432 326 3 https://doi.org/10.1007/978-3-031-45392-2_30 https://doi.org/10.1007/978-3-031-45392-2_30 PROPN bracis-28432 326 4 published publish VERB bracis-28432 326 5 : : PUNCT bracis-28432 326 6 12 12 NUM bracis-28432 326 7 october october PROPN bracis-28432 326 8 2023 2023 NUM bracis-28432 326 9 publisher publisher NOUN bracis-28432 326 10 name name NOUN bracis-28432 326 11 : : PUNCT bracis-28432 326 12 springer springer NOUN bracis-28432 326 13 , , PUNCT bracis-28432 326 14 cham cham PROPN bracis-28432 326 15 print print PROPN bracis-28432 326 16 isbn isbn PROPN bracis-28432 326 17 : : PUNCT bracis-28432 326 18 978 978 NUM bracis-28432 326 19 - - SYM bracis-28432 326 20 3 3 NUM bracis-28432 326 21 - - PUNCT bracis-28432 326 22 031 031 NUM bracis-28432 326 23 - - PUNCT bracis-28432 326 24 45391 45391 NUM bracis-28432 326 25 - - SYM bracis-28432 326 26 5 5 NUM bracis-28432 326 27 online online ADJ bracis-28432 326 28 isbn isbn NOUN bracis-28432 326 29 : : PUNCT bracis-28432 326 30 978 978 NUM bracis-28432 326 31 - - SYM bracis-28432 326 32 3 3 NUM bracis-28432 326 33 - - PUNCT bracis-28432 326 34 031 031 NUM bracis-28432 326 35 - - PUNCT bracis-28432 326 36 45392 45392 NUM bracis-28432 326 37 - - SYM bracis-28432 326 38 2 2 NUM bracis-28432 326 39 ebook ebook NOUN bracis-28432 326 40 packages package NOUN bracis-28432 326 41 : : PUNCT bracis-28432 326 42 computer computer NOUN bracis-28432 326 43 sciencecomputer sciencecomputer NOUN bracis-28432 326 44 science science NOUN bracis-28432 326 45 ( ( PUNCT bracis-28432 326 46 r0 r0 NOUN bracis-28432 326 47 ) ) PUNCT bracis-28432 326 48 share share VERB bracis-28432 326 49 this this DET bracis-28432 326 50 paper paper NOUN bracis-28432 326 51 anyone anyone PRON bracis-28432 326 52 you you PRON bracis-28432 326 53 share share VERB bracis-28432 326 54 the the DET bracis-28432 326 55 following follow VERB bracis-28432 326 56 link link NOUN bracis-28432 326 57 with with ADP bracis-28432 326 58 will will AUX bracis-28432 326 59 be be AUX bracis-28432 326 60 able able ADJ bracis-28432 326 61 to to PART bracis-28432 326 62 read read VERB bracis-28432 326 63 this this DET bracis-28432 326 64 content content NOUN bracis-28432 326 65 : : PUNCT bracis-28432 326 66 get get VERB bracis-28432 326 67 shareable shareable ADJ bracis-28432 326 68 linksorry linksorry NOUN bracis-28432 326 69 , , PUNCT bracis-28432 326 70 a a DET bracis-28432 326 71 shareable shareable ADJ bracis-28432 326 72 link link NOUN bracis-28432 326 73 is be AUX bracis-28432 326 74 not not PART bracis-28432 326 75 currently currently ADV bracis-28432 326 76 available available ADJ bracis-28432 326 77 for for ADP bracis-28432 326 78 this this DET bracis-28432 326 79 article article NOUN bracis-28432 326 80 . . PUNCT bracis-28432 327 1 copy copy VERB bracis-28432 327 2 shareable shareable ADJ bracis-28432 327 3 link link NOUN bracis-28432 327 4 to to PART bracis-28432 327 5 clipboard clipboard NOUN bracis-28432 327 6 provided provide VERB bracis-28432 327 7 by by ADP bracis-28432 327 8 the the DET bracis-28432 327 9 springer springer NOUN bracis-28432 327 10 nature nature PROPN bracis-28432 327 11 sharedit sharedit PROPN bracis-28432 327 12 content content NOUN bracis-28432 327 13 - - PUNCT bracis-28432 327 14 sharing share VERB bracis-28432 327 15 initiative initiative NOUN bracis-28432 327 16 keywords keyword NOUN bracis-28432 327 17 deep deep ADV bracis-28432 327 18 learning learn VERB bracis-28432 327 19 semantic semantic ADJ bracis-28432 327 20 segmentation segmentation NOUN bracis-28432 327 21 glaucoma glaucoma NOUN bracis-28432 327 22 publish publish VERB bracis-28432 327 23 with with ADP bracis-28432 327 24 us us PROPN bracis-28432 327 25 policies policy NOUN bracis-28432 327 26 and and CCONJ bracis-28432 327 27 ethics ethic NOUN bracis-28432 327 28 search search NOUN bracis-28432 327 29 search search NOUN bracis-28432 327 30 by by ADP bracis-28432 327 31 keyword keyword NOUN bracis-28432 327 32 or or CCONJ bracis-28432 327 33 author author NOUN bracis-28432 327 34 search search NOUN bracis-28432 327 35 navigation navigation NOUN bracis-28432 327 36 find find VERB bracis-28432 327 37 a a DET bracis-28432 327 38 journal journal NOUN bracis-28432 327 39 publish publish VERB bracis-28432 327 40 with with ADP bracis-28432 327 41 us we PRON bracis-28432 327 42 track track VERB bracis-28432 327 43 your your PRON bracis-28432 327 44 research research NOUN bracis-28432 327 45 discover discover VERB bracis-28432 327 46 content content NOUN bracis-28432 327 47 journals journal NOUN bracis-28432 327 48 a a DET bracis-28432 327 49 - - PUNCT bracis-28432 327 50 z z NOUN bracis-28432 327 51 books book NOUN bracis-28432 327 52 a a DET bracis-28432 327 53 - - PUNCT bracis-28432 327 54 z z NOUN bracis-28432 327 55 publish publish NOUN bracis-28432 327 56 with with ADP bracis-28432 327 57 us us PROPN bracis-28432 327 58 journal journal PROPN bracis-28432 327 59 finder finder PROPN bracis-28432 327 60 publish publish VERB bracis-28432 327 61 your your PRON bracis-28432 327 62 research research NOUN bracis-28432 327 63 language language NOUN bracis-28432 327 64 editing edit VERB bracis-28432 327 65 open open ADJ bracis-28432 327 66 access access NOUN bracis-28432 327 67 publishing publishing NOUN bracis-28432 327 68 products product NOUN bracis-28432 327 69 and and CCONJ bracis-28432 327 70 services service NOUN bracis-28432 327 71 our our PRON bracis-28432 327 72 products product NOUN bracis-28432 327 73 librarians librarian VERB bracis-28432 327 74 societies society NOUN bracis-28432 327 75 partners partner NOUN bracis-28432 327 76 and and CCONJ bracis-28432 327 77 advertisers advertiser NOUN bracis-28432 327 78 our our PRON bracis-28432 327 79 brands brand NOUN bracis-28432 327 80 springer springer NOUN bracis-28432 327 81 nature nature PROPN bracis-28432 327 82 portfolio portfolio PROPN bracis-28432 327 83 bmc bmc PROPN bracis-28432 327 84 palgrave palgrave PROPN bracis-28432 327 85 macmillan macmillan PROPN bracis-28432 327 86 apress apress PROPN bracis-28432 327 87 discover discover VERB bracis-28432 327 88 your your PRON bracis-28432 327 89 privacy privacy NOUN bracis-28432 327 90 choices choice NOUN bracis-28432 327 91 / / SYM bracis-28432 327 92 manage manage NOUN bracis-28432 327 93 cookies cookie NOUN bracis-28432 327 94 your your PRON bracis-28432 327 95 us us PROPN bracis-28432 328 1 state state NOUN bracis-28432 328 2 privacy privacy NOUN bracis-28432 328 3 rights right NOUN bracis-28432 328 4 accessibility accessibility NOUN bracis-28432 328 5 statement statement NOUN bracis-28432 328 6 terms term NOUN bracis-28432 328 7 and and CCONJ bracis-28432 328 8 conditions condition NOUN bracis-28432 328 9 privacy privacy NOUN bracis-28432 328 10 policy policy NOUN bracis-28432 328 11 help help NOUN bracis-28432 328 12 and and CCONJ bracis-28432 328 13 support support VERB bracis-28432 328 14 legal legal ADJ bracis-28432 328 15 notice notice NOUN bracis-28432 328 16 cancel cancel VERB bracis-28432 328 17 contracts contract NOUN bracis-28432 328 18 here here ADV bracis-28432 328 19 129.74.145.123 129.74.145.123 NUM bracis-28432 328 20 hesburgh hesburgh PROPN bracis-28432 328 21 library library PROPN bracis-28432 328 22 er er INTJ bracis-28432 328 23 unit unit NOUN bracis-28432 328 24 ( ( PUNCT bracis-28432 328 25 3005732405 3005732405 NUM bracis-28432 328 26 ) ) PUNCT bracis-28432 328 27 northeast northeast ADJ bracis-28432 328 28 research research NOUN bracis-28432 328 29 libraries library NOUN bracis-28432 328 30 ( ( PUNCT bracis-28432 328 31 nerl nerl PROPN bracis-28432 328 32 ) ) PUNCT bracis-28432 328 33 ( ( PUNCT bracis-28432 328 34 8200828607 8200828607 NUM bracis-28432 328 35 ) ) PUNCT bracis-28432 328 36 nerl nerl VERB bracis-28432 328 37 ta ta X bracis-28432 328 38 account account NOUN bracis-28432 328 39 ( ( PUNCT bracis-28432 328 40 3006206169 3006206169 NUM bracis-28432 328 41 ) ) PUNCT bracis-28432 328 42 university university NOUN bracis-28432 328 43 of of ADP bracis-28432 328 44 notre notre PROPN bracis-28432 328 45 dame dame PROPN bracis-28432 328 46 hesburgh hesburgh PROPN bracis-28432 328 47 library library NOUN bracis-28432 328 48 ( ( PUNCT bracis-28432 328 49 3000184373 3000184373 NUM bracis-28432 328 50 ) ) PUNCT bracis-28432 329 1 © © ADP bracis-28432 329 2 2025 2025 NUM bracis-28432 329 3 springer springer NOUN bracis-28432 329 4 nature nature NOUN