id sid tid token lemma pos ispiv-80 1 1 14th 14th ADJ ispiv-80 1 2 international international ADJ ispiv-80 1 3 symposium symposium NOUN ispiv-80 1 4 on on ADP ispiv-80 1 5 particle particle NOUN ispiv-80 1 6 image image NOUN ispiv-80 1 7 velocimetry velocimetry NOUN ispiv-80 1 8 – – PUNCT ispiv-80 1 9 ispiv ispiv NOUN ispiv-80 1 10 2021 2021 NUM ispiv-80 1 11 august august PROPN ispiv-80 1 12 1–5 1–5 NUM ispiv-80 1 13 , , PUNCT ispiv-80 1 14 2021 2021 NUM ispiv-80 1 15 on on ADP ispiv-80 1 16 the the DET ispiv-80 1 17 uncertainty uncertainty NOUN ispiv-80 1 18 of of ADP ispiv-80 1 19 defocus defocus ADJ ispiv-80 1 20 methods method NOUN ispiv-80 1 21 for for ADP ispiv-80 1 22 3d 3d NUM ispiv-80 1 23 particle particle NOUN ispiv-80 1 24 tracking tracking NOUN ispiv-80 1 25 velocimetry velocimetry NOUN ispiv-80 1 26 c. c. PROPN ispiv-80 1 27 cierpka1∗ cierpka1∗ PROPN ispiv-80 1 28 , , PUNCT ispiv-80 1 29 r. r. PROPN ispiv-80 1 30 barnkob2 barnkob2 PROPN ispiv-80 1 31 , , PUNCT ispiv-80 1 32 s. s. PROPN ispiv-80 1 33 sachs1 sachs1 PROPN ispiv-80 1 34 , , PUNCT ispiv-80 1 35 m. m. NOUN ispiv-80 1 36 chen3 chen3 PROPN ispiv-80 1 37 , , PUNCT ispiv-80 1 38 p. p. PROPN ispiv-80 1 39 mäder3 mäder3 PROPN ispiv-80 1 40 , , PUNCT ispiv-80 1 41 m. m. NOUN ispiv-80 1 42 rossi4 rossi4 PROPN ispiv-80 1 43 1 1 NUM ispiv-80 1 44 institute institute PROPN ispiv-80 1 45 of of ADP ispiv-80 1 46 thermodynamics thermodynamic NOUN ispiv-80 1 47 and and CCONJ ispiv-80 1 48 fluid fluid ADJ ispiv-80 1 49 mechanics mechanic NOUN ispiv-80 1 50 , , PUNCT ispiv-80 1 51 technische technische PROPN ispiv-80 1 52 universität universität PROPN ispiv-80 1 53 ilmenau ilmenau PROPN ispiv-80 1 54 , , PUNCT ispiv-80 1 55 p.o p.o PROPN ispiv-80 1 56 . . PROPN ispiv-80 1 57 box box PROPN ispiv-80 1 58 100565 100565 NUM ispiv-80 1 59 , , PUNCT ispiv-80 1 60 d-98684 d-98684 NOUN ispiv-80 1 61 ilmenau ilmenau PROPN ispiv-80 1 62 , , PUNCT ispiv-80 1 63 germany germany PROPN ispiv-80 1 64 2 2 NUM ispiv-80 1 65 heinz heinz PROPN ispiv-80 1 66 - - PUNCT ispiv-80 1 67 nixdorf nixdorf NOUN ispiv-80 1 68 - - PUNCT ispiv-80 1 69 chair chair NOUN ispiv-80 1 70 of of ADP ispiv-80 1 71 biomedical biomedical ADJ ispiv-80 1 72 electronics electronic NOUN ispiv-80 1 73 , , PUNCT ispiv-80 1 74 department department NOUN ispiv-80 1 75 of of ADP ispiv-80 1 76 electrical electrical ADJ ispiv-80 1 77 and and CCONJ ispiv-80 1 78 computer computer NOUN ispiv-80 1 79 engineering engineering NOUN ispiv-80 1 80 , , PUNCT ispiv-80 1 81 technical technical ADJ ispiv-80 1 82 university university PROPN ispiv-80 1 83 of of ADP ispiv-80 1 84 munich munich PROPN ispiv-80 1 85 , , PUNCT ispiv-80 1 86 translatum translatum PROPN ispiv-80 1 87 , , PUNCT ispiv-80 1 88 81675 81675 NUM ispiv-80 1 89 munich munich PROPN ispiv-80 1 90 , , PUNCT ispiv-80 1 91 germany germany PROPN ispiv-80 1 92 3 3 NUM ispiv-80 1 93 group group NOUN ispiv-80 1 94 for for ADP ispiv-80 1 95 software software NOUN ispiv-80 1 96 engineering engineering NOUN ispiv-80 1 97 for for ADP ispiv-80 1 98 safety safety NOUN ispiv-80 1 99 - - PUNCT ispiv-80 1 100 critical critical ADJ ispiv-80 1 101 systems system NOUN ispiv-80 1 102 , , PUNCT ispiv-80 1 103 technische technische PROPN ispiv-80 1 104 universität universität PROPN ispiv-80 1 105 ilmenau ilmenau PROPN ispiv-80 1 106 , , PUNCT ispiv-80 1 107 p.o p.o PROPN ispiv-80 1 108 . . PROPN ispiv-80 1 109 box box PROPN ispiv-80 1 110 100565 100565 NUM ispiv-80 1 111 , , PUNCT ispiv-80 1 112 d-98684 d-98684 NOUN ispiv-80 1 113 ilmenau ilmenau PROPN ispiv-80 1 114 , , PUNCT ispiv-80 1 115 germany germany PROPN ispiv-80 1 116 4 4 NUM ispiv-80 1 117 department department PROPN ispiv-80 1 118 of of ADP ispiv-80 1 119 physics physics PROPN ispiv-80 1 120 , , PUNCT ispiv-80 1 121 technical technical ADJ ispiv-80 1 122 university university PROPN ispiv-80 1 123 of of ADP ispiv-80 1 124 denmark denmark PROPN ispiv-80 1 125 , , PUNCT ispiv-80 1 126 dtu dtu PROPN ispiv-80 1 127 physics physics PROPN ispiv-80 1 128 building building PROPN ispiv-80 1 129 309 309 NUM ispiv-80 1 130 , , PUNCT ispiv-80 1 131 dk-2800 dk-2800 NOUN ispiv-80 1 132 kongens kongen NOUN ispiv-80 1 133 lyngby lyngby ADV ispiv-80 1 134 , , PUNCT ispiv-80 1 135 denmark denmark NOUN ispiv-80 1 136 ∗ ∗ NOUN ispiv-80 1 137 christian.cierpka@tu-ilmenau.de christian.cierpka@tu-ilmenau.de SYM ispiv-80 1 138 defocus defocus ADJ ispiv-80 1 139 methods method NOUN ispiv-80 1 140 have have AUX ispiv-80 1 141 become become VERB ispiv-80 1 142 more more ADV ispiv-80 1 143 and and CCONJ ispiv-80 1 144 more more ADV ispiv-80 1 145 popular popular ADJ ispiv-80 1 146 for for ADP ispiv-80 1 147 the the DET ispiv-80 1 148 estimation estimation NOUN ispiv-80 1 149 of of ADP ispiv-80 1 150 the the DET ispiv-80 1 151 3d 3d NUM ispiv-80 1 152 position position NOUN ispiv-80 1 153 of of ADP ispiv-80 1 154 particles particle NOUN ispiv-80 1 155 in in ADP ispiv-80 1 156 flows flow NOUN ispiv-80 1 157 ( ( PUNCT ispiv-80 1 158 cierpka cierpka NOUN ispiv-80 1 159 and and CCONJ ispiv-80 1 160 kähler kähler NOUN ispiv-80 1 161 , , PUNCT ispiv-80 1 162 2011 2011 NUM ispiv-80 1 163 ; ; PUNCT ispiv-80 1 164 rossi rossi ADJ ispiv-80 1 165 and and CCONJ ispiv-80 1 166 kähler kähler NOUN ispiv-80 1 167 , , PUNCT ispiv-80 1 168 2014 2014 NUM ispiv-80 1 169 ) ) PUNCT ispiv-80 1 170 . . PUNCT ispiv-80 2 1 typically typically ADV ispiv-80 2 2 the the DET ispiv-80 2 3 depth depth NOUN ispiv-80 2 4 positions position NOUN ispiv-80 2 5 of of ADP ispiv-80 2 6 particles particle NOUN ispiv-80 2 7 are be AUX ispiv-80 2 8 determined determine VERB ispiv-80 2 9 by by ADP ispiv-80 2 10 the the DET ispiv-80 2 11 defocused defocused ADJ ispiv-80 2 12 particle particle NOUN ispiv-80 2 13 images image NOUN ispiv-80 2 14 using use VERB ispiv-80 2 15 image image NOUN ispiv-80 2 16 processing processing NOUN ispiv-80 2 17 algorithms algorithm NOUN ispiv-80 2 18 . . PUNCT ispiv-80 3 1 as as SCONJ ispiv-80 3 2 these these DET ispiv-80 3 3 methods method NOUN ispiv-80 3 4 allow allow VERB ispiv-80 3 5 the the DET ispiv-80 3 6 determination determination NOUN ispiv-80 3 7 of of ADP ispiv-80 3 8 all all DET ispiv-80 3 9 components component NOUN ispiv-80 3 10 of of ADP ispiv-80 3 11 the the DET ispiv-80 3 12 velocity velocity NOUN ispiv-80 3 13 vector vector NOUN ispiv-80 3 14 in in ADP ispiv-80 3 15 a a DET ispiv-80 3 16 volume volume NOUN ispiv-80 3 17 using use VERB ispiv-80 3 18 only only ADV ispiv-80 3 19 a a DET ispiv-80 3 20 single single ADJ ispiv-80 3 21 optical optical ADJ ispiv-80 3 22 access access NOUN ispiv-80 3 23 and and CCONJ ispiv-80 3 24 a a DET ispiv-80 3 25 single single ADJ ispiv-80 3 26 camera camera NOUN ispiv-80 3 27 , , PUNCT ispiv-80 3 28 they they PRON ispiv-80 3 29 are be AUX ispiv-80 3 30 often often ADV ispiv-80 3 31 used use VERB ispiv-80 3 32 in in ADP ispiv-80 3 33 , , PUNCT ispiv-80 3 34 but but CCONJ ispiv-80 3 35 not not PART ispiv-80 3 36 limited limit VERB ispiv-80 3 37 to to ADP ispiv-80 3 38 microfluidics microfluidic NOUN ispiv-80 3 39 . . PUNCT ispiv-80 4 1 since since SCONJ ispiv-80 4 2 almost almost ADV ispiv-80 4 3 no no PRON ispiv-80 4 4 additional additional ADJ ispiv-80 4 5 equipment equipment NOUN ispiv-80 4 6 is be AUX ispiv-80 4 7 necessary necessary ADJ ispiv-80 4 8 they they PRON ispiv-80 4 9 are be AUX ispiv-80 4 10 low low ADJ ispiv-80 4 11 - - PUNCT ispiv-80 4 12 cost cost NOUN ispiv-80 4 13 methods method NOUN ispiv-80 4 14 that that PRON ispiv-80 4 15 are be AUX ispiv-80 4 16 meanwhile meanwhile ADV ispiv-80 4 17 widely widely ADV ispiv-80 4 18 applied apply VERB ispiv-80 4 19 in in ADP ispiv-80 4 20 different different ADJ ispiv-80 4 21 fields field NOUN ispiv-80 4 22 . . PUNCT ispiv-80 5 1 to to PART ispiv-80 5 2 overcome overcome VERB ispiv-80 5 3 the the DET ispiv-80 5 4 ambiguity ambiguity NOUN ispiv-80 5 5 of of ADP ispiv-80 5 6 perfect perfect ADJ ispiv-80 5 7 optical optical ADJ ispiv-80 5 8 systems system NOUN ispiv-80 5 9 , , PUNCT ispiv-80 5 10 often often ADV ispiv-80 5 11 a a DET ispiv-80 5 12 cylindrical cylindrical ADJ ispiv-80 5 13 lens lens NOUN ispiv-80 5 14 is be AUX ispiv-80 5 15 introduced introduce VERB ispiv-80 5 16 in in ADP ispiv-80 5 17 the the DET ispiv-80 5 18 optical optical ADJ ispiv-80 5 19 system system NOUN ispiv-80 5 20 which which PRON ispiv-80 5 21 enhances enhance VERB ispiv-80 5 22 the the DET ispiv-80 5 23 differences difference NOUN ispiv-80 5 24 of of ADP ispiv-80 5 25 the the DET ispiv-80 5 26 obtained obtain VERB ispiv-80 5 27 particle particle NOUN ispiv-80 5 28 images image NOUN ispiv-80 5 29 for for ADP ispiv-80 5 30 different different ADJ ispiv-80 5 31 depth depth NOUN ispiv-80 5 32 positions position NOUN ispiv-80 5 33 . . PUNCT ispiv-80 6 1 however however ADV ispiv-80 6 2 , , PUNCT ispiv-80 6 3 various various ADJ ispiv-80 6 4 methods method NOUN ispiv-80 6 5 are be AUX ispiv-80 6 6 emerging emerge VERB ispiv-80 6 7 and and CCONJ ispiv-80 6 8 it it PRON ispiv-80 6 9 is be AUX ispiv-80 6 10 difficult difficult ADJ ispiv-80 6 11 for for SCONJ ispiv-80 6 12 non non ADJ ispiv-80 6 13 - - ADJ ispiv-80 6 14 experienced experienced ADJ ispiv-80 6 15 users user NOUN ispiv-80 6 16 to to PART ispiv-80 6 17 judge judge VERB ispiv-80 6 18 what what DET ispiv-80 6 19 method method NOUN ispiv-80 6 20 might might AUX ispiv-80 6 21 be be AUX ispiv-80 6 22 best well ADV ispiv-80 6 23 suited suit VERB ispiv-80 6 24 for for ADP ispiv-80 6 25 a a DET ispiv-80 6 26 given give VERB ispiv-80 6 27 experimental experimental ADJ ispiv-80 6 28 setup setup NOUN ispiv-80 6 29 . . PUNCT ispiv-80 7 1 therefore therefore ADV ispiv-80 7 2 , , PUNCT ispiv-80 7 3 the the DET ispiv-80 7 4 aim aim NOUN ispiv-80 7 5 of of ADP ispiv-80 7 6 the the DET ispiv-80 7 7 presentation presentation NOUN ispiv-80 7 8 is be AUX ispiv-80 7 9 a a DET ispiv-80 7 10 thorough thorough ADJ ispiv-80 7 11 evaluation evaluation NOUN ispiv-80 7 12 of of ADP ispiv-80 7 13 the the DET ispiv-80 7 14 performance performance NOUN ispiv-80 7 15 of of ADP ispiv-80 7 16 general general ADJ ispiv-80 7 17 advanced advanced ADJ ispiv-80 7 18 methods method NOUN ispiv-80 7 19 , , PUNCT ispiv-80 7 20 including include VERB ispiv-80 7 21 also also ADV ispiv-80 7 22 recently recently ADV ispiv-80 7 23 presented present VERB ispiv-80 7 24 neural neural ADJ ispiv-80 7 25 networks network NOUN ispiv-80 7 26 ( ( PUNCT ispiv-80 7 27 franchini franchini PROPN ispiv-80 7 28 and and CCONJ ispiv-80 7 29 krevor krevor NOUN ispiv-80 7 30 , , PUNCT ispiv-80 7 31 2020 2020 NUM ispiv-80 7 32 ; ; PUNCT ispiv-80 7 33 könig könig PROPN ispiv-80 7 34 et et PROPN ispiv-80 7 35 al al PROPN ispiv-80 7 36 . . PROPN ispiv-80 7 37 , , PUNCT ispiv-80 7 38 2020 2020 NUM ispiv-80 7 39 ) ) PUNCT ispiv-80 7 40 based base VERB ispiv-80 7 41 on on ADP ispiv-80 7 42 typical typical ADJ ispiv-80 7 43 images image NOUN ispiv-80 7 44 . . PUNCT ispiv-80 8 1 for for ADP ispiv-80 8 2 the the DET ispiv-80 8 3 assessment assessment NOUN ispiv-80 8 4 of of ADP ispiv-80 8 5 the the DET ispiv-80 8 6 uncertainty uncertainty NOUN ispiv-80 8 7 and and CCONJ ispiv-80 8 8 the the DET ispiv-80 8 9 tracking tracking NOUN ispiv-80 8 10 probability probability NOUN ispiv-80 8 11 in in ADP ispiv-80 8 12 different different ADJ ispiv-80 8 13 imaging imaging NOUN ispiv-80 8 14 situations situation NOUN ispiv-80 8 15 , , PUNCT ispiv-80 8 16 the the DET ispiv-80 8 17 ground ground NOUN ispiv-80 8 18 truth truth NOUN ispiv-80 8 19 has have VERB ispiv-80 8 20 to to PART ispiv-80 8 21 be be AUX ispiv-80 8 22 known know VERB ispiv-80 8 23 . . PUNCT ispiv-80 9 1 for for ADP ispiv-80 9 2 this this DET ispiv-80 9 3 reason reason NOUN ispiv-80 9 4 , , PUNCT ispiv-80 9 5 synthetic synthetic ADJ ispiv-80 9 6 images image NOUN ispiv-80 9 7 were be AUX ispiv-80 9 8 used use VERB ispiv-80 9 9 which which PRON ispiv-80 9 10 show show VERB ispiv-80 9 11 a a DET ispiv-80 9 12 systematic systematic ADJ ispiv-80 9 13 variation variation NOUN ispiv-80 9 14 of of ADP ispiv-80 9 15 the the DET ispiv-80 9 16 imaging imaging NOUN ispiv-80 9 17 conditions condition NOUN ispiv-80 9 18 , , PUNCT ispiv-80 9 19 in in ADP ispiv-80 9 20 this this DET ispiv-80 9 21 case case NOUN ispiv-80 9 22 , , PUNCT ispiv-80 9 23 the the DET ispiv-80 9 24 degree degree NOUN ispiv-80 9 25 of of ADP ispiv-80 9 26 astigmatism astigmatism NOUN ispiv-80 9 27 ( ( PUNCT ispiv-80 9 28 none none NOUN ispiv-80 9 29 , , PUNCT ispiv-80 9 30 mild mild ADJ ispiv-80 9 31 , , PUNCT ispiv-80 9 32 strong strong ADJ ispiv-80 9 33 ) ) PUNCT ispiv-80 9 34 , , PUNCT ispiv-80 9 35 the the DET ispiv-80 9 36 noise noise NOUN ispiv-80 9 37 level level NOUN ispiv-80 9 38 and and CCONJ ispiv-80 9 39 the the DET ispiv-80 9 40 number number NOUN ispiv-80 9 41 of of ADP ispiv-80 9 42 particle particle NOUN ispiv-80 9 43 images image NOUN ispiv-80 9 44 per per ADP ispiv-80 9 45 pixel pixel NOUN ispiv-80 9 46 ( ( PUNCT ispiv-80 9 47 rossi rossi ADJ ispiv-80 9 48 , , PUNCT ispiv-80 9 49 2020 2020 NUM ispiv-80 9 50 ) ) PUNCT ispiv-80 9 51 . . PUNCT ispiv-80 10 1 in in ADP ispiv-80 10 2 addition addition NOUN ispiv-80 10 3 experimental experimental ADJ ispiv-80 10 4 images image NOUN ispiv-80 10 5 were be AUX ispiv-80 10 6 obtained obtain VERB ispiv-80 10 7 using use VERB ispiv-80 10 8 a a DET ispiv-80 10 9 typical typical ADJ ispiv-80 10 10 defocus defocus ADJ ispiv-80 10 11 setup setup NOUN ispiv-80 10 12 ( ( PUNCT ispiv-80 10 13 m m NOUN ispiv-80 10 14 = = NOUN ispiv-80 10 15 20 20 NUM ispiv-80 10 16 ) ) PUNCT ispiv-80 10 17 , , PUNCT ispiv-80 10 18 including include VERB ispiv-80 10 19 a a DET ispiv-80 10 20 cylindrical cylindrical ADJ ispiv-80 10 21 lens lens NOUN ispiv-80 10 22 ( ( PUNCT ispiv-80 10 23 fc fc PROPN ispiv-80 10 24 = = SYM ispiv-80 10 25 250 250 NUM ispiv-80 10 26 mm mm NOUN ispiv-80 10 27 ) ) PUNCT ispiv-80 10 28 . . PUNCT ispiv-80 11 1 for for ADP ispiv-80 11 2 further further ADJ ispiv-80 11 3 details detail NOUN ispiv-80 11 4 the the DET ispiv-80 11 5 reader reader NOUN ispiv-80 11 6 is be AUX ispiv-80 11 7 refereed refereed ADJ ispiv-80 11 8 to to ADP ispiv-80 11 9 barnkob barnkob PROPN ispiv-80 11 10 et et PROPN ispiv-80 11 11 al al PROPN ispiv-80 11 12 . . PROPN ispiv-80 12 1 ( ( PUNCT ispiv-80 12 2 2021 2021 NUM ispiv-80 12 3 ) ) PUNCT ispiv-80 13 1 and and CCONJ ispiv-80 13 2 may may AUX ispiv-80 13 3 access access VERB ispiv-80 13 4 the the DET ispiv-80 13 5 data datum NOUN ispiv-80 13 6 soon1 soon1 NOUN ispiv-80 13 7 . . PUNCT ispiv-80 14 1 three three NUM ispiv-80 14 2 different different ADJ ispiv-80 14 3 methods method NOUN ispiv-80 14 4 to to PART ispiv-80 14 5 determine determine VERB ispiv-80 14 6 the the DET ispiv-80 14 7 depth depth NOUN ispiv-80 14 8 position position NOUN ispiv-80 14 9 by by ADP ispiv-80 14 10 evaluating evaluate VERB ispiv-80 14 11 certain certain ADJ ispiv-80 14 12 features feature NOUN ispiv-80 14 13 of of ADP ispiv-80 14 14 the the DET ispiv-80 14 15 defocused defocused ADJ ispiv-80 14 16 particle particle NOUN ispiv-80 14 17 images image NOUN ispiv-80 14 18 are be AUX ispiv-80 14 19 compared compare VERB ispiv-80 14 20 . . PUNCT ispiv-80 15 1 if if SCONJ ispiv-80 15 2 a a DET ispiv-80 15 3 model model NOUN ispiv-80 15 4 function function NOUN ispiv-80 15 5 ( ( PUNCT ispiv-80 15 6 mf mf X ispiv-80 15 7 ) ) PUNCT ispiv-80 15 8 is be AUX ispiv-80 15 9 known know VERB ispiv-80 15 10 , , PUNCT ispiv-80 15 11 the the DET ispiv-80 15 12 width width NOUN ispiv-80 15 13 and and CCONJ ispiv-80 15 14 height height NOUN ispiv-80 15 15 of of ADP ispiv-80 15 16 the the DET ispiv-80 15 17 particle particle NOUN ispiv-80 15 18 images image NOUN ispiv-80 15 19 can can AUX ispiv-80 15 20 be be AUX ispiv-80 15 21 evaluated evaluate VERB ispiv-80 15 22 with with ADP ispiv-80 15 23 classical classical ADJ ispiv-80 15 24 image image NOUN ispiv-80 15 25 analysis analysis NOUN ispiv-80 15 26 and and CCONJ ispiv-80 15 27 related relate VERB ispiv-80 15 28 to to ADP ispiv-80 15 29 the the DET ispiv-80 15 30 depth depth NOUN ispiv-80 15 31 position position NOUN ispiv-80 15 32 ( ( PUNCT ispiv-80 15 33 cierpka cierpka NOUN ispiv-80 15 34 et et NOUN ispiv-80 15 35 al al PROPN ispiv-80 15 36 . . PROPN ispiv-80 15 37 , , PUNCT ispiv-80 15 38 2010 2010 NUM ispiv-80 15 39 ) ) PUNCT ispiv-80 15 40 . . PUNCT ispiv-80 16 1 however however ADV ispiv-80 16 2 , , PUNCT ispiv-80 16 3 often often ADV ispiv-80 16 4 such such DET ispiv-80 16 5 a a DET ispiv-80 16 6 model model NOUN ispiv-80 16 7 function function NOUN ispiv-80 16 8 is be AUX ispiv-80 16 9 unknown unknown ADJ ispiv-80 16 10 or or CCONJ ispiv-80 16 11 too too ADV ispiv-80 16 12 complex complex ADJ ispiv-80 16 13 . . PUNCT ispiv-80 17 1 in in ADP ispiv-80 17 2 this this DET ispiv-80 17 3 case case NOUN ispiv-80 17 4 the the DET ispiv-80 17 5 cross cross NOUN ispiv-80 17 6 - - NOUN ispiv-80 17 7 correlation correlation NOUN ispiv-80 17 8 ( ( PUNCT ispiv-80 17 9 cc cc NOUN ispiv-80 17 10 ) ) PUNCT ispiv-80 17 11 with with ADP ispiv-80 17 12 a a DET ispiv-80 17 13 template template NOUN ispiv-80 17 14 image image NOUN ispiv-80 17 15 that that PRON ispiv-80 17 16 is be AUX ispiv-80 17 17 determined determine VERB ispiv-80 17 18 from from ADP ispiv-80 17 19 a a DET ispiv-80 17 20 set set NOUN ispiv-80 17 21 of of ADP ispiv-80 17 22 calibration calibration NOUN ispiv-80 17 23 images image NOUN ispiv-80 17 24 can can AUX ispiv-80 17 25 be be AUX ispiv-80 17 26 used use VERB ispiv-80 17 27 ( ( PUNCT ispiv-80 17 28 barnkob barnkob PROPN ispiv-80 17 29 et et PROPN ispiv-80 17 30 al al PROPN ispiv-80 17 31 . . PROPN ispiv-80 17 32 , , PUNCT ispiv-80 17 33 2015 2015 NUM ispiv-80 17 34 ; ; PUNCT ispiv-80 17 35 rossi rossi ADJ ispiv-80 17 36 and and CCONJ ispiv-80 17 37 barnkob barnkob ADJ ispiv-80 17 38 , , PUNCT ispiv-80 17 39 2020 2020 NUM ispiv-80 17 40 ) ) PUNCT ispiv-80 17 41 . . PUNCT ispiv-80 18 1 a a DET ispiv-80 18 2 high high ADJ ispiv-80 18 3 value value NOUN ispiv-80 18 4 of of ADP ispiv-80 18 5 the the DET ispiv-80 18 6 correlation correlation NOUN ispiv-80 18 7 between between ADP ispiv-80 18 8 template template NOUN ispiv-80 18 9 and and CCONJ ispiv-80 18 10 particle particle NOUN ispiv-80 18 11 image image NOUN ispiv-80 18 12 indicates indicate VERB ispiv-80 18 13 the the DET ispiv-80 18 14 same same ADJ ispiv-80 18 15 depth depth NOUN ispiv-80 18 16 position position NOUN ispiv-80 18 17 . . PUNCT ispiv-80 19 1 another another DET ispiv-80 19 2 recently recently ADV ispiv-80 19 3 presented present VERB ispiv-80 19 4 method method NOUN ispiv-80 19 5 is be AUX ispiv-80 19 6 the the DET ispiv-80 19 7 use use NOUN ispiv-80 19 8 of of ADP ispiv-80 19 9 image image NOUN ispiv-80 19 10 recognition recognition NOUN ispiv-80 19 11 by by ADP ispiv-80 19 12 modern modern ADJ ispiv-80 19 13 machine machine NOUN ispiv-80 19 14 learning learn VERB ispiv-80 19 15 neural neural ADJ ispiv-80 19 16 networks network NOUN ispiv-80 19 17 ( ( PUNCT ispiv-80 19 18 nn nn NOUN ispiv-80 19 19 ) ) PUNCT ispiv-80 19 20 to to PART ispiv-80 19 21 determine determine VERB ispiv-80 19 22 the the DET ispiv-80 19 23 volumetric volumetric NOUN ispiv-80 19 24 particle particle NOUN ispiv-80 19 25 position position NOUN ispiv-80 19 26 ( ( PUNCT ispiv-80 19 27 franchini franchini ADJ ispiv-80 19 28 and and CCONJ ispiv-80 19 29 krevor krevor NOUN ispiv-80 19 30 , , PUNCT ispiv-80 19 31 2020 2020 NUM ispiv-80 19 32 ; ; PUNCT ispiv-80 19 33 könig könig PROPN ispiv-80 19 34 et et PROPN ispiv-80 19 35 al al PROPN ispiv-80 19 36 . . PROPN ispiv-80 19 37 , , PUNCT ispiv-80 19 38 2020 2020 NUM ispiv-80 19 39 ) ) PUNCT ispiv-80 19 40 . . PUNCT ispiv-80 20 1 the the DET ispiv-80 20 2 image image NOUN ispiv-80 20 3 aberrations aberration NOUN ispiv-80 20 4 serve serve VERB ispiv-80 20 5 as as ADP ispiv-80 20 6 features feature NOUN ispiv-80 20 7 in in ADP ispiv-80 20 8 this this DET ispiv-80 20 9 case case NOUN ispiv-80 20 10 and and CCONJ ispiv-80 20 11 the the DET ispiv-80 20 12 network network NOUN ispiv-80 20 13 can can AUX ispiv-80 20 14 be be AUX ispiv-80 20 15 trained train VERB ispiv-80 20 16 to to PART ispiv-80 20 17 relate relate VERB ispiv-80 20 18 these these DET ispiv-80 20 19 features feature NOUN ispiv-80 20 20 to to ADP ispiv-80 20 21 a a DET ispiv-80 20 22 corresponding corresponding ADJ ispiv-80 20 23 depth depth NOUN ispiv-80 20 24 position position NOUN ispiv-80 20 25 . . PUNCT ispiv-80 21 1 the the DET ispiv-80 21 2 uncertainty uncertainty NOUN ispiv-80 21 3 and and CCONJ ispiv-80 21 4 the the DET ispiv-80 21 5 recall recall NOUN ispiv-80 21 6 ( ( PUNCT ispiv-80 21 7 i.e. i.e. X ispiv-80 21 8 the the DET ispiv-80 21 9 ratio ratio NOUN ispiv-80 21 10 between between ADP ispiv-80 21 11 valid valid ADJ ispiv-80 21 12 detected detect VERB ispiv-80 21 13 particles particle NOUN ispiv-80 21 14 and and CCONJ ispiv-80 21 15 total total ADJ ispiv-80 21 16 number number NOUN ispiv-80 21 17 of of ADP ispiv-80 21 18 particles particle NOUN ispiv-80 21 19 in in ADP ispiv-80 21 20 the the DET ispiv-80 21 21 image image NOUN ispiv-80 21 22 ) ) PUNCT ispiv-80 21 23 were be AUX ispiv-80 21 24 evaluated evaluate VERB ispiv-80 21 25 to to PART ispiv-80 21 26 compare compare VERB ispiv-80 21 27 the the DET ispiv-80 21 28 different different ADJ ispiv-80 21 29 methods method NOUN ispiv-80 21 30 using use VERB ispiv-80 21 31 synthetic synthetic ADJ ispiv-80 21 32 and and CCONJ ispiv-80 21 33 experimental experimental ADJ ispiv-80 21 34 images image NOUN ispiv-80 21 35 with with ADP ispiv-80 21 36 different different ADJ ispiv-80 21 37 noise noise NOUN ispiv-80 21 38 levels level NOUN ispiv-80 21 39 and and CCONJ ispiv-80 21 40 particle particle NOUN ispiv-80 21 41 image image NOUN ispiv-80 21 42 overlapping overlap VERB ispiv-80 21 43 . . PUNCT ispiv-80 22 1 in in ADP ispiv-80 22 2 general general ADJ ispiv-80 22 3 , , PUNCT ispiv-80 22 4 it it PRON ispiv-80 22 5 can can AUX ispiv-80 22 6 be be AUX ispiv-80 22 7 stated state VERB ispiv-80 22 8 that that SCONJ ispiv-80 22 9 all all DET ispiv-80 22 10 three three NUM ispiv-80 22 11 methods method NOUN ispiv-80 22 12 are be AUX ispiv-80 22 13 able able ADJ ispiv-80 22 14 to to PART ispiv-80 22 15 determine determine VERB ispiv-80 22 16 the the DET ispiv-80 22 17 3d 3d NUM ispiv-80 22 18 position position NOUN ispiv-80 22 19 of of ADP ispiv-80 22 20 particles particle NOUN ispiv-80 22 21 . . PUNCT ispiv-80 23 1 the the DET ispiv-80 23 2 mf mf NOUN ispiv-80 23 3 algorithms algorithm NOUN ispiv-80 23 4 require require VERB ispiv-80 23 5 astigmatic astigmatic ADJ ispiv-80 23 6 aberrations aberration NOUN ispiv-80 23 7 of of ADP ispiv-80 23 8 the the DET ispiv-80 23 9 images image NOUN ispiv-80 23 10 and and CCONJ ispiv-80 23 11 show show VERB ispiv-80 23 12 low low ADJ ispiv-80 23 13 uncertainties uncertainty NOUN ispiv-80 23 14 especially especially ADV ispiv-80 23 15 for for ADP ispiv-80 23 16 mild mild ADJ ispiv-80 23 17 astigmatism astigmatism NOUN ispiv-80 23 18 and and CCONJ ispiv-80 23 19 low low ADJ ispiv-80 23 20 particle particle NOUN ispiv-80 23 21 image image NOUN ispiv-80 23 22 concentration concentration NOUN ispiv-80 23 23 . . PUNCT ispiv-80 24 1 as as SCONJ ispiv-80 24 2 a a DET ispiv-80 24 3 model model NOUN ispiv-80 24 4 function function NOUN ispiv-80 24 5 ( ( PUNCT ispiv-80 24 6 in in ADP ispiv-80 24 7 this this DET ispiv-80 24 8 case case NOUN ispiv-80 24 9 a a DET ispiv-80 24 10 gaussian gaussian ADJ ispiv-80 24 11 intensity intensity NOUN ispiv-80 24 12 distribution distribution NOUN ispiv-80 24 13 ) ) PUNCT ispiv-80 24 14 was be AUX ispiv-80 24 15 used use VERB ispiv-80 24 16 , , PUNCT ispiv-80 24 17 no no DET ispiv-80 24 18 image image NOUN ispiv-80 24 19 pre pre ADJ ispiv-80 24 20 - - ADJ ispiv-80 24 21 processing processing NOUN ispiv-80 24 22 had have VERB ispiv-80 24 23 to to PART ispiv-80 24 24 be be AUX ispiv-80 24 25 applied apply VERB ispiv-80 24 26 . . PUNCT ispiv-80 25 1 cc cc NOUN ispiv-80 25 2 methods method NOUN ispiv-80 25 3 worked work VERB ispiv-80 25 4 for for ADP ispiv-80 25 5 all all DET ispiv-80 25 6 cases case NOUN ispiv-80 25 7 and and CCONJ ispiv-80 25 8 especially especially ADV ispiv-80 25 9 well well ADV ispiv-80 25 10 in in ADP ispiv-80 25 11 the the DET ispiv-80 25 12 case case NOUN ispiv-80 25 13 of of ADP ispiv-80 25 14 large large ADJ ispiv-80 25 15 image image NOUN ispiv-80 25 16 overlap overlap NOUN ispiv-80 25 17 and and CCONJ ispiv-80 25 18 noise noise NOUN ispiv-80 25 19 1https://defocustracking.com/datasets/ 1https://defocustracking.com/datasets/ NUM ispiv-80 25 20 https://defocustracking.com/datasets/ https://defocustracking.com/datasets/ PROPN ispiv-80 25 21 levels level NOUN ispiv-80 25 22 . . PUNCT ispiv-80 26 1 however however ADV ispiv-80 26 2 , , PUNCT ispiv-80 26 3 special special ADJ ispiv-80 26 4 care care NOUN ispiv-80 26 5 has have VERB ispiv-80 26 6 to to PART ispiv-80 26 7 be be AUX ispiv-80 26 8 given give VERB ispiv-80 26 9 when when SCONJ ispiv-80 26 10 the the DET ispiv-80 26 11 particle particle NOUN ispiv-80 26 12 images image NOUN ispiv-80 26 13 differ differ VERB ispiv-80 26 14 strongly strongly ADV ispiv-80 26 15 in in ADP ispiv-80 26 16 different different ADJ ispiv-80 26 17 positions position NOUN ispiv-80 26 18 of of ADP ispiv-80 26 19 the the DET ispiv-80 26 20 field field NOUN ispiv-80 26 21 of of ADP ispiv-80 26 22 view view NOUN ispiv-80 26 23 . . PUNCT ispiv-80 27 1 for for ADP ispiv-80 27 2 both both DET ispiv-80 27 3 approaches approach NOUN ispiv-80 27 4 , , PUNCT ispiv-80 27 5 cc cc PROPN ispiv-80 27 6 and and CCONJ ispiv-80 27 7 mf mf VERB ispiv-80 27 8 the the DET ispiv-80 27 9 error error NOUN ispiv-80 27 10 in in ADP ispiv-80 27 11 the the DET ispiv-80 27 12 depth depth NOUN ispiv-80 27 13 direction direction NOUN ispiv-80 27 14 never never ADV ispiv-80 27 15 exceeded exceed VERB ispiv-80 27 16 3 3 NUM ispiv-80 27 17 % % NOUN ispiv-80 27 18 of of ADP ispiv-80 27 19 the the DET ispiv-80 27 20 whole whole ADJ ispiv-80 27 21 measurement measurement NOUN ispiv-80 27 22 depth depth NOUN ispiv-80 27 23 for for ADP ispiv-80 27 24 typical typical ADJ ispiv-80 27 25 experimental experimental ADJ ispiv-80 27 26 conditions condition NOUN ispiv-80 27 27 . . PUNCT ispiv-80 28 1 in in ADP ispiv-80 28 2 the the DET ispiv-80 28 3 current current ADJ ispiv-80 28 4 study study NOUN ispiv-80 28 5 nn nn PROPN ispiv-80 28 6 algorithms algorithm NOUN ispiv-80 28 7 were be AUX ispiv-80 28 8 not not PART ispiv-80 28 9 able able ADJ ispiv-80 28 10 to to PART ispiv-80 28 11 reach reach VERB ispiv-80 28 12 similar similar ADJ ispiv-80 28 13 uncertainties uncertainty NOUN ispiv-80 28 14 as as ADP ispiv-80 28 15 compared compare VERB ispiv-80 28 16 to to ADP ispiv-80 28 17 the the DET ispiv-80 28 18 other other ADJ ispiv-80 28 19 techniques technique NOUN ispiv-80 28 20 . . PUNCT ispiv-80 29 1 especially especially ADV ispiv-80 29 2 as as SCONJ ispiv-80 29 3 the the DET ispiv-80 29 4 synthetic synthetic ADJ ispiv-80 29 5 data data NOUN ispiv-80 29 6 consists consist VERB ispiv-80 29 7 of of ADP ispiv-80 29 8 the the DET ispiv-80 29 9 same same ADJ ispiv-80 29 10 intensity intensity NOUN ispiv-80 29 11 distribution distribution NOUN ispiv-80 29 12 per per ADP ispiv-80 29 13 particle particle NOUN ispiv-80 29 14 image image NOUN ispiv-80 29 15 shifted shift VERB ispiv-80 29 16 to to ADP ispiv-80 29 17 different different ADJ ispiv-80 29 18 positions position NOUN ispiv-80 29 19 within within ADP ispiv-80 29 20 the the DET ispiv-80 29 21 field field NOUN ispiv-80 29 22 of of ADP ispiv-80 29 23 view view NOUN ispiv-80 29 24 , , PUNCT ispiv-80 29 25 the the DET ispiv-80 29 26 amount amount NOUN ispiv-80 29 27 of of ADP ispiv-80 29 28 training training NOUN ispiv-80 29 29 data datum NOUN ispiv-80 29 30 is be AUX ispiv-80 29 31 too too ADV ispiv-80 29 32 limited limited ADJ ispiv-80 29 33 . . PUNCT ispiv-80 30 1 if if SCONJ ispiv-80 30 2 experimental experimental ADJ ispiv-80 30 3 images image NOUN ispiv-80 30 4 are be AUX ispiv-80 30 5 used use VERB ispiv-80 30 6 the the DET ispiv-80 30 7 algorithms algorithm NOUN ispiv-80 30 8 work work VERB ispiv-80 30 9 considerably considerably ADV ispiv-80 30 10 better well ADV ispiv-80 30 11 ( ( PUNCT ispiv-80 30 12 könig könig PROPN ispiv-80 30 13 et et PROPN ispiv-80 30 14 al al PROPN ispiv-80 30 15 . . PROPN ispiv-80 30 16 , , PUNCT ispiv-80 30 17 2020 2020 NUM ispiv-80 30 18 ) ) PUNCT ispiv-80 30 19 . . PUNCT ispiv-80 31 1 in in ADP ispiv-80 31 2 the the DET ispiv-80 31 3 final final ADJ ispiv-80 31 4 presentation presentation NOUN ispiv-80 31 5 , , PUNCT ispiv-80 31 6 the the DET ispiv-80 31 7 performance performance NOUN ispiv-80 31 8 of of ADP ispiv-80 31 9 the the DET ispiv-80 31 10 different different ADJ ispiv-80 31 11 algorithms algorithm NOUN ispiv-80 31 12 will will AUX ispiv-80 31 13 be be AUX ispiv-80 31 14 shown show VERB ispiv-80 31 15 . . PUNCT ispiv-80 32 1 the the DET ispiv-80 32 2 reasons reason NOUN ispiv-80 32 3 for for ADP ispiv-80 32 4 the the DET ispiv-80 32 5 observed observe VERB ispiv-80 32 6 differences difference NOUN ispiv-80 32 7 will will AUX ispiv-80 32 8 be be AUX ispiv-80 32 9 discussed discuss VERB ispiv-80 32 10 together together ADV ispiv-80 32 11 with with ADP ispiv-80 32 12 guidelines guideline NOUN ispiv-80 32 13 for for ADP ispiv-80 32 14 which which PRON ispiv-80 32 15 algorithm algorithm NOUN ispiv-80 32 16 may may AUX ispiv-80 32 17 be be AUX ispiv-80 32 18 used use VERB ispiv-80 32 19 in in ADP ispiv-80 32 20 which which DET ispiv-80 32 21 setup setup NOUN ispiv-80 32 22 . . PUNCT ispiv-80 33 1 acknowledgements acknowledgement NOUN ispiv-80 33 2 cc cc NOUN ispiv-80 34 1 and and CCONJ ispiv-80 34 2 ss ss PROPN ispiv-80 34 3 acknowledge acknowledge VERB ispiv-80 34 4 financial financial ADJ ispiv-80 34 5 support support NOUN ispiv-80 34 6 by by ADP ispiv-80 34 7 the the DET ispiv-80 34 8 dfg dfg PROPN ispiv-80 34 9 under under ADP ispiv-80 34 10 grant grant PROPN ispiv-80 34 11 no no NOUN ispiv-80 34 12 . . PUNCT ispiv-80 35 1 ci ci PROPN ispiv-80 35 2 185/8 185/8 PROPN ispiv-80 35 3 - - SYM ispiv-80 35 4 1 1 NUM ispiv-80 35 5 within within ADP ispiv-80 35 6 the the DET ispiv-80 35 7 pp pp PROPN ispiv-80 35 8 2045 2045 NUM ispiv-80 35 9 mehrdimpart mehrdimpart NOUN ispiv-80 35 10 . . PUNCT ispiv-80 36 1 mr mr PROPN ispiv-80 36 2 acknowledges acknowledge VERB ispiv-80 36 3 financial financial ADJ ispiv-80 36 4 support support NOUN ispiv-80 36 5 by by ADP ispiv-80 36 6 the the DET ispiv-80 36 7 villum villum NOUN ispiv-80 36 8 foundation foundation NOUN ispiv-80 36 9 under under ADP ispiv-80 36 10 the the DET ispiv-80 36 11 grant grant NOUN ispiv-80 36 12 no no NOUN ispiv-80 36 13 . . NOUN ispiv-80 36 14 00022951 00022951 NUM ispiv-80 36 15 . . PUNCT ispiv-80 37 1 pm pm NOUN ispiv-80 37 2 and and CCONJ ispiv-80 37 3 cc cc AUX ispiv-80 37 4 acknowledge acknowledge VERB ispiv-80 37 5 financial financial ADJ ispiv-80 37 6 support support NOUN ispiv-80 37 7 by by ADP ispiv-80 37 8 the the DET ispiv-80 37 9 carl carl PROPN ispiv-80 37 10 zeiss zeiss PROPN ispiv-80 37 11 foundation foundation PROPN ispiv-80 37 12 ’s ’s PART ispiv-80 37 13 grant grant NOUN ispiv-80 37 14 : : PUNCT ispiv-80 37 15 deepturb deepturb NOUN ispiv-80 37 16 . . PUNCT ispiv-80 38 1 the the DET ispiv-80 38 2 authors author NOUN ispiv-80 38 3 also also ADV ispiv-80 38 4 want want VERB ispiv-80 38 5 to to PART ispiv-80 38 6 thank thank VERB ispiv-80 38 7 dr dr PROPN ispiv-80 38 8 thomas thomas PROPN ispiv-80 38 9 fuchs fuchs PROPN ispiv-80 38 10 ( ( PUNCT ispiv-80 38 11 unibw unibw PROPN ispiv-80 38 12 munich munich PROPN ispiv-80 38 13 ) ) PUNCT ispiv-80 38 14 for for ADP ispiv-80 38 15 implementing implement VERB ispiv-80 38 16 the the DET ispiv-80 38 17 edge edge NOUN ispiv-80 38 18 - - PUNCT ispiv-80 38 19 detection detection NOUN ispiv-80 38 20 algorithm algorithm NOUN ispiv-80 38 21 . . PUNCT ispiv-80 39 1 references reference NOUN ispiv-80 39 2 barnkob barnkob PROPN ispiv-80 39 3 r r NOUN ispiv-80 39 4 , , PUNCT ispiv-80 39 5 cierpka cierpka NOUN ispiv-80 39 6 c c NOUN ispiv-80 39 7 , , PUNCT ispiv-80 39 8 chen chen PROPN ispiv-80 39 9 m m PROPN ispiv-80 39 10 , , PUNCT ispiv-80 39 11 sachs sachs PROPN ispiv-80 39 12 s s PROPN ispiv-80 39 13 , , PUNCT ispiv-80 39 14 mäder mäder NOUN ispiv-80 39 15 p p NOUN ispiv-80 39 16 , , PUNCT ispiv-80 39 17 and and CCONJ ispiv-80 39 18 rossi rossi ADJ ispiv-80 39 19 m m PROPN ispiv-80 39 20 ( ( PUNCT ispiv-80 39 21 2021 2021 NUM ispiv-80 39 22 ) ) PUNCT ispiv-80 39 23 optimization optimization NOUN ispiv-80 39 24 of of ADP ispiv-80 39 25 defocus defocus ADJ ispiv-80 39 26 particle particle NOUN ispiv-80 39 27 tracking tracking NOUN ispiv-80 39 28 based base VERB ispiv-80 39 29 on on ADP ispiv-80 39 30 image image NOUN ispiv-80 39 31 recognition recognition NOUN ispiv-80 39 32 . . PUNCT ispiv-80 40 1 measurements measurement NOUN ispiv-80 40 2 science science NOUN ispiv-80 40 3 and and CCONJ ispiv-80 40 4 technology technology NOUN ispiv-80 40 5 32:094011 32:094011 NUM ispiv-80 40 6 barnkob barnkob PROPN ispiv-80 40 7 r r PROPN ispiv-80 40 8 , , PUNCT ispiv-80 40 9 kähler kähler NOUN ispiv-80 40 10 cj cj NOUN ispiv-80 40 11 , , PUNCT ispiv-80 40 12 and and CCONJ ispiv-80 40 13 rossi rossi ADJ ispiv-80 40 14 m m PROPN ispiv-80 40 15 ( ( PUNCT ispiv-80 40 16 2015 2015 NUM ispiv-80 40 17 ) ) PUNCT ispiv-80 40 18 general general ADJ ispiv-80 40 19 defocusing defocuse VERB ispiv-80 40 20 particle particle NOUN ispiv-80 40 21 tracking tracking NOUN ispiv-80 40 22 . . PUNCT ispiv-80 41 1 lab lab NOUN ispiv-80 41 2 on on ADP ispiv-80 41 3 a a DET ispiv-80 41 4 chip chip NOUN ispiv-80 41 5 15:3556 15:3556 NUM ispiv-80 41 6 – – PUNCT ispiv-80 41 7 3560 3560 NUM ispiv-80 41 8 cierpka cierpka NOUN ispiv-80 41 9 c c NOUN ispiv-80 41 10 and and CCONJ ispiv-80 41 11 kähler kähler PROPN ispiv-80 41 12 cj cj PROPN ispiv-80 42 1 ( ( PUNCT ispiv-80 42 2 2011 2011 NUM ispiv-80 42 3 ) ) PUNCT ispiv-80 42 4 particle particle NOUN ispiv-80 42 5 imaging imaging NOUN ispiv-80 42 6 techniques technique NOUN ispiv-80 42 7 for for ADP ispiv-80 42 8 volumetric volumetric ADJ ispiv-80 42 9 three three NUM ispiv-80 42 10 - - PUNCT ispiv-80 42 11 component component NOUN ispiv-80 42 12 ( ( PUNCT ispiv-80 42 13 3d3c 3d3c NOUN ispiv-80 42 14 ) ) PUNCT ispiv-80 42 15 velocity velocity NOUN ispiv-80 42 16 measurements measurement NOUN ispiv-80 42 17 in in ADP ispiv-80 42 18 microfluidics microfluidics PROPN ispiv-80 42 19 . . PUNCT ispiv-80 43 1 journal journal PROPN ispiv-80 43 2 of of ADP ispiv-80 43 3 visualization visualization NOUN ispiv-80 43 4 15:1–31 15:1–31 NUM ispiv-80 43 5 cierpka cierpka NOUN ispiv-80 43 6 c c NOUN ispiv-80 43 7 , , PUNCT ispiv-80 43 8 rossi rossi PROPN ispiv-80 43 9 m m PROPN ispiv-80 43 10 , , PUNCT ispiv-80 43 11 segura segura ADJ ispiv-80 43 12 r r NOUN ispiv-80 43 13 , , PUNCT ispiv-80 43 14 and and CCONJ ispiv-80 43 15 kähler kähler PROPN ispiv-80 43 16 cj cj PROPN ispiv-80 43 17 ( ( PUNCT ispiv-80 43 18 2010 2010 NUM ispiv-80 43 19 ) ) PUNCT ispiv-80 43 20 on on ADP ispiv-80 43 21 the the DET ispiv-80 43 22 calibration calibration NOUN ispiv-80 43 23 of of ADP ispiv-80 43 24 astigmatism astigmatism NOUN ispiv-80 43 25 particle particle NOUN ispiv-80 43 26 tracking tracking NOUN ispiv-80 43 27 velocimetry velocimetry NOUN ispiv-80 43 28 for for ADP ispiv-80 43 29 microflows microflow NOUN ispiv-80 43 30 . . PUNCT ispiv-80 44 1 measurement measurement NOUN ispiv-80 44 2 science science NOUN ispiv-80 44 3 and and CCONJ ispiv-80 44 4 technology technology NOUN ispiv-80 44 5 22:015401 22:015401 NUM ispiv-80 44 6 franchini franchini NOUN ispiv-80 44 7 s s PROPN ispiv-80 44 8 and and CCONJ ispiv-80 44 9 krevor krevor PROPN ispiv-80 44 10 s s PART ispiv-80 44 11 ( ( PUNCT ispiv-80 44 12 2020 2020 NUM ispiv-80 44 13 ) ) PUNCT ispiv-80 44 14 cut cut NOUN ispiv-80 44 15 , , PUNCT ispiv-80 44 16 overlap overlap NOUN ispiv-80 44 17 and and CCONJ ispiv-80 44 18 locate locate VERB ispiv-80 44 19 : : PUNCT ispiv-80 44 20 a a DET ispiv-80 44 21 deep deep ADJ ispiv-80 44 22 learning learning NOUN ispiv-80 44 23 approach approach NOUN ispiv-80 44 24 for for ADP ispiv-80 44 25 the the DET ispiv-80 44 26 3d 3d NUM ispiv-80 44 27 localization localization NOUN ispiv-80 44 28 of of ADP ispiv-80 44 29 particles particle NOUN ispiv-80 44 30 in in ADP ispiv-80 44 31 astigmatic astigmatic ADJ ispiv-80 44 32 optical optical ADJ ispiv-80 44 33 setups setup NOUN ispiv-80 44 34 . . PUNCT ispiv-80 45 1 experiments experiment NOUN ispiv-80 45 2 in in ADP ispiv-80 45 3 fluids fluid NOUN ispiv-80 45 4 61:140 61:140 NOUN ispiv-80 45 5 könig könig PROPN ispiv-80 45 6 j j PROPN ispiv-80 45 7 , , PUNCT ispiv-80 45 8 chen chen PROPN ispiv-80 45 9 m m PROPN ispiv-80 45 10 , , PUNCT ispiv-80 45 11 rösing röse VERB ispiv-80 45 12 w w NOUN ispiv-80 45 13 , , PUNCT ispiv-80 45 14 boho boho NOUN ispiv-80 45 15 d d NOUN ispiv-80 45 16 , , PUNCT ispiv-80 45 17 mäder mäder NOUN ispiv-80 45 18 p p NOUN ispiv-80 45 19 , , PUNCT ispiv-80 45 20 and and CCONJ ispiv-80 45 21 cierpka cierpka NOUN ispiv-80 45 22 c c PROPN ispiv-80 45 23 ( ( PUNCT ispiv-80 45 24 2020 2020 NUM ispiv-80 45 25 ) ) PUNCT ispiv-80 45 26 on on ADP ispiv-80 45 27 the the DET ispiv-80 45 28 use use NOUN ispiv-80 45 29 of of ADP ispiv-80 45 30 a a DET ispiv-80 45 31 cascaded cascade VERB ispiv-80 45 32 convolutional convolutional ADJ ispiv-80 45 33 neural neural ADJ ispiv-80 45 34 network network NOUN ispiv-80 45 35 for for ADP ispiv-80 45 36 three three NUM ispiv-80 45 37 - - PUNCT ispiv-80 45 38 dimensional dimensional ADJ ispiv-80 45 39 flow flow NOUN ispiv-80 45 40 measurements measurement NOUN ispiv-80 45 41 using use VERB ispiv-80 45 42 astigmatic astigmatic ADJ ispiv-80 45 43 ptv ptv PROPN ispiv-80 45 44 . . PUNCT ispiv-80 46 1 measurement measurement PROPN ispiv-80 46 2 science science NOUN ispiv-80 46 3 and and CCONJ ispiv-80 46 4 technology technology PROPN ispiv-80 46 5 31:074015 31:074015 PROPN ispiv-80 46 6 rossi rossi PROPN ispiv-80 46 7 m m PROPN ispiv-80 46 8 ( ( PUNCT ispiv-80 46 9 2020 2020 NUM ispiv-80 46 10 ) ) PUNCT ispiv-80 46 11 synthetic synthetic ADJ ispiv-80 46 12 image image NOUN ispiv-80 46 13 generator generator NOUN ispiv-80 46 14 for for ADP ispiv-80 46 15 defocusing defocuse VERB ispiv-80 46 16 and and CCONJ ispiv-80 46 17 astigmatic astigmatic ADJ ispiv-80 46 18 piv piv NOUN ispiv-80 46 19 / / SYM ispiv-80 46 20 ptv ptv PROPN ispiv-80 46 21 . . PUNCT ispiv-80 47 1 measurement measurement PROPN ispiv-80 47 2 science science NOUN ispiv-80 47 3 and and CCONJ ispiv-80 47 4 technology technology NOUN ispiv-80 47 5 31:017003 31:017003 NUM ispiv-80 47 6 rossi rossi NOUN ispiv-80 47 7 m m PROPN ispiv-80 47 8 and and CCONJ ispiv-80 47 9 barnkob barnkob PROPN ispiv-80 47 10 r r NOUN ispiv-80 47 11 ( ( PUNCT ispiv-80 47 12 2020 2020 NUM ispiv-80 47 13 ) ) PUNCT ispiv-80 47 14 a a DET ispiv-80 47 15 fast fast ADJ ispiv-80 47 16 and and CCONJ ispiv-80 47 17 robust robust ADJ ispiv-80 47 18 algorithm algorithm NOUN ispiv-80 47 19 for for ADP ispiv-80 47 20 general general ADJ ispiv-80 47 21 defocusing defocuse VERB ispiv-80 47 22 particle particle NOUN ispiv-80 47 23 tracking tracking NOUN ispiv-80 47 24 . . PUNCT ispiv-80 48 1 measurement measurement NOUN ispiv-80 48 2 science science NOUN ispiv-80 48 3 and and CCONJ ispiv-80 48 4 technology technology NOUN ispiv-80 48 5 32:014001 32:014001 NUM ispiv-80 48 6 rossi rossi ADJ ispiv-80 48 7 m m VERB ispiv-80 48 8 and and CCONJ ispiv-80 48 9 kähler kähler PROPN ispiv-80 48 10 cj cj PROPN ispiv-80 48 11 ( ( PUNCT ispiv-80 48 12 2014 2014 NUM ispiv-80 48 13 ) ) PUNCT ispiv-80 48 14 optimization optimization NOUN ispiv-80 48 15 of of ADP ispiv-80 48 16 astigmatic astigmatic ADJ ispiv-80 48 17 particle particle NOUN ispiv-80 48 18 tracking track VERB ispiv-80 48 19 velocimeters velocimeter NOUN ispiv-80 48 20 . . PUNCT ispiv-80 49 1 experiments experiment NOUN ispiv-80 49 2 in in ADP ispiv-80 49 3 fluids fluid NOUN ispiv-80 49 4 55 55 NUM