id sid tid token lemma pos alkej-734 1 1 microsoft microsoft PROPN alkej-734 1 2 word word NOUN alkej-734 1 3 ? ? PUNCT alkej-734 1 4 ? ? PUNCT alkej-734 1 5 ? ? PUNCT alkej-734 1 6 ? ? PUNCT alkej-734 1 7 ? ? PUNCT alkej-734 1 8 ? ? PUNCT alkej-734 1 9 ? ? PUNCT alkej-734 1 10 ? ? PUNCT alkej-734 1 11 ? ? PUNCT alkej-734 1 12 ? ? PUNCT alkej-734 1 13 ? ? PUNCT alkej-734 1 14 ? ? PUNCT alkej-734 1 15 ? ? PUNCT alkej-734 1 16 ? ? PUNCT alkej-734 2 1 al al PROPN alkej-734 2 2 - - PUNCT alkej-734 2 3 khwarizmi khwarizmi PROPN alkej-734 2 4 engineering engineering PROPN alkej-734 2 5 journal journal PROPN alkej-734 2 6 al al PROPN alkej-734 2 7 - - PUNCT alkej-734 2 8 khwarizmi khwarizmi PROPN alkej-734 2 9 engineering engineering NOUN alkej-734 2 10 journal journal PROPN alkej-734 2 11 , , PUNCT alkej-734 2 12 vol vol NOUN alkej-734 2 13 . . PROPN alkej-734 2 14 17 17 NUM alkej-734 2 15 , , PUNCT alkej-734 2 16 no no INTJ alkej-734 2 17 . . NOUN alkej-734 2 18 2 2 NUM alkej-734 2 19 , , PUNCT alkej-734 2 20 june june PROPN alkej-734 2 21 , , PUNCT alkej-734 2 22 ( ( PUNCT alkej-734 2 23 2021 2021 NUM alkej-734 2 24 ) ) PUNCT alkej-734 3 1 p. p. NOUN alkej-734 3 2 p. p. NOUN alkej-734 4 1 1 1 NUM alkej-734 4 2 - - SYM alkej-734 4 3 7 7 NUM alkej-734 4 4 effect effect NOUN alkej-734 4 5 of of ADP alkej-734 4 6 environmental environmental ADJ alkej-734 4 7 factors factor NOUN alkej-734 4 8 on on ADP alkej-734 4 9 the the DET alkej-734 4 10 accuracy accuracy NOUN alkej-734 4 11 of of ADP alkej-734 4 12 a a DET alkej-734 4 13 quality quality NOUN alkej-734 4 14 inspection inspection NOUN alkej-734 4 15 system system NOUN alkej-734 4 16 based base VERB alkej-734 4 17 on on ADP alkej-734 4 18 transfer transfer NOUN alkej-734 4 19 learning learning NOUN alkej-734 4 20 ahmed ahmed PROPN alkej-734 4 21 najah najah PROPN alkej-734 4 22 * * PROPN alkej-734 4 23 faiz faiz PROPN alkej-734 4 24 f. f. PROPN alkej-734 4 25 mustafa mustafa PROPN alkej-734 4 26 * * PROPN alkej-734 5 1 wisam wisam PROPN alkej-734 5 2 s. s. PROPN alkej-734 5 3 hacham hacham PROPN alkej-734 5 4 * * PROPN alkej-734 5 5 * * PUNCT alkej-734 5 6 * * PUNCT alkej-734 5 7 , , PUNCT alkej-734 5 8 * * PUNCT alkej-734 5 9 * * PUNCT alkej-734 5 10 department department NOUN alkej-734 5 11 of of ADP alkej-734 5 12 automated automate VERB alkej-734 5 13 manufacturing/ manufacturing/ NUM alkej-734 5 14 al al PROPN alkej-734 5 15 - - PUNCT alkej-734 5 16 khwarizmi khwarizmi PROPN alkej-734 5 17 college college PROPN alkej-734 5 18 of of ADP alkej-734 5 19 engineering/ engineering/ NUM alkej-734 5 20 university university NOUN alkej-734 5 21 of of ADP alkej-734 5 22 baghdad baghdad PROPN alkej-734 5 23 * * PUNCT alkej-734 5 24 * * PUNCT alkej-734 5 25 * * PUNCT alkej-734 5 26 department department NOUN alkej-734 5 27 of of ADP alkej-734 5 28 mechatronics/ mechatronics/ PROPN alkej-734 5 29 al al PROPN alkej-734 5 30 - - PUNCT alkej-734 5 31 khwarizmi khwarizmi PROPN alkej-734 5 32 college college PROPN alkej-734 5 33 of of ADP alkej-734 5 34 engineering/ engineering/ NUM alkej-734 5 35 university university NOUN alkej-734 5 36 of of ADP alkej-734 5 37 baghdad baghdad PROPN alkej-734 5 38 * * PUNCT alkej-734 5 39 email email NOUN alkej-734 5 40 : : PUNCT alkej-734 5 41 ahmednajah5049@gmail.com ahmednajah5049@gmail.com X alkej-734 6 1 * * PUNCT alkej-734 6 2 * * NOUN alkej-734 6 3 email email NOUN alkej-734 6 4 : : PUNCT alkej-734 6 5 faizalrawy@yahoo.com faizalrawy@yahoo.com X alkej-734 7 1 * * PUNCT alkej-734 7 2 * * PUNCT alkej-734 7 3 * * NOUN alkej-734 7 4 email email NOUN alkej-734 7 5 : : PUNCT alkej-734 7 6 wisam@kecbu.uobaghdad.edu.iq wisam@kecbu.uobaghdad.edu.iq ADJ alkej-734 7 7 ( ( PUNCT alkej-734 7 8 received receive VERB alkej-734 7 9 5 5 NUM alkej-734 7 10 october october PROPN alkej-734 7 11 2020 2020 NUM alkej-734 7 12 ; ; PUNCT alkej-734 7 13 revised revise VERB alkej-734 7 14 14 14 NUM alkej-734 7 15 november november PROPN alkej-734 7 16 2020 2020 NUM alkej-734 7 17 ; ; PUNCT alkej-734 7 18 accepted accept VERB alkej-734 7 19 14 14 NUM alkej-734 7 20 december december PROPN alkej-734 7 21 2020 2020 NUM alkej-734 7 22 ) ) PUNCT alkej-734 8 1 https://doi.org/10.22153/kej.2021.12.004 https://doi.org/10.22153/kej.2021.12.004 X alkej-734 8 2 abstract abstract ADJ alkej-734 8 3 in in ADP alkej-734 8 4 this this DET alkej-734 8 5 research research NOUN alkej-734 8 6 , , PUNCT alkej-734 8 7 a a DET alkej-734 8 8 study study NOUN alkej-734 8 9 is be AUX alkej-734 8 10 introduced introduce VERB alkej-734 8 11 on on ADP alkej-734 8 12 the the DET alkej-734 8 13 effect effect NOUN alkej-734 8 14 of of ADP alkej-734 8 15 several several ADJ alkej-734 8 16 environmental environmental ADJ alkej-734 8 17 factors factor NOUN alkej-734 8 18 on on ADP alkej-734 8 19 the the DET alkej-734 8 20 performance performance NOUN alkej-734 8 21 of of ADP alkej-734 8 22 an an DET alkej-734 8 23 already already ADV alkej-734 8 24 constructed construct VERB alkej-734 8 25 quality quality NOUN alkej-734 8 26 inspection inspection NOUN alkej-734 8 27 system system NOUN alkej-734 8 28 , , PUNCT alkej-734 8 29 which which PRON alkej-734 8 30 was be AUX alkej-734 8 31 designed design VERB alkej-734 8 32 using use VERB alkej-734 8 33 a a DET alkej-734 8 34 transfer transfer NOUN alkej-734 8 35 learning learn VERB alkej-734 8 36 approach approach NOUN alkej-734 8 37 based base VERB alkej-734 8 38 on on ADP alkej-734 8 39 convolutional convolutional ADJ alkej-734 8 40 neural neural ADJ alkej-734 8 41 networks network NOUN alkej-734 8 42 . . PUNCT alkej-734 9 1 the the DET alkej-734 9 2 system system NOUN alkej-734 9 3 comprised comprise VERB alkej-734 9 4 two two NUM alkej-734 9 5 sets set NOUN alkej-734 9 6 of of ADP alkej-734 9 7 layers layer NOUN alkej-734 9 8 , , PUNCT alkej-734 9 9 transferred transfer VERB alkej-734 9 10 layers layer NOUN alkej-734 9 11 set set VERB alkej-734 9 12 from from ADP alkej-734 9 13 an an DET alkej-734 9 14 already already ADV alkej-734 9 15 trained train VERB alkej-734 9 16 model model NOUN alkej-734 9 17 ( ( PUNCT alkej-734 9 18 densenet121 densenet121 PROPN alkej-734 9 19 ) ) PUNCT alkej-734 9 20 and and CCONJ alkej-734 9 21 a a DET alkej-734 9 22 custom custom NOUN alkej-734 9 23 classification classification NOUN alkej-734 9 24 layers layer NOUN alkej-734 9 25 set set VERB alkej-734 9 26 . . PUNCT alkej-734 10 1 it it PRON alkej-734 10 2 was be AUX alkej-734 10 3 designed design VERB alkej-734 10 4 to to PART alkej-734 10 5 discriminate discriminate VERB alkej-734 10 6 between between ADP alkej-734 10 7 damaged damaged ADJ alkej-734 10 8 and and CCONJ alkej-734 10 9 undamaged undamaged ADJ alkej-734 10 10 helical helical ADJ alkej-734 10 11 gears gear NOUN alkej-734 10 12 according accord VERB alkej-734 10 13 to to ADP alkej-734 10 14 the the DET alkej-734 10 15 configuration configuration NOUN alkej-734 10 16 of of ADP alkej-734 10 17 the the DET alkej-734 10 18 gear gear NOUN alkej-734 10 19 regardless regardless ADV alkej-734 10 20 to to ADP alkej-734 10 21 its its PRON alkej-734 10 22 dimensions dimension NOUN alkej-734 10 23 , , PUNCT alkej-734 10 24 and and CCONJ alkej-734 10 25 the the DET alkej-734 10 26 model model NOUN alkej-734 10 27 showed show VERB alkej-734 10 28 good good ADJ alkej-734 10 29 performance performance NOUN alkej-734 10 30 discriminating discriminate VERB alkej-734 10 31 between between ADP alkej-734 10 32 the the DET alkej-734 10 33 two two NUM alkej-734 10 34 products product NOUN alkej-734 10 35 at at ADP alkej-734 10 36 ideal ideal ADJ alkej-734 10 37 conditions condition NOUN alkej-734 10 38 of of ADP alkej-734 10 39 high high ADJ alkej-734 10 40 - - PUNCT alkej-734 10 41 resolution resolution NOUN alkej-734 10 42 images image NOUN alkej-734 10 43 . . PUNCT alkej-734 11 1 so so ADV alkej-734 11 2 , , PUNCT alkej-734 11 3 this this DET alkej-734 11 4 study study NOUN alkej-734 11 5 aimed aim VERB alkej-734 11 6 at at ADP alkej-734 11 7 testing test VERB alkej-734 11 8 the the DET alkej-734 11 9 system system NOUN alkej-734 11 10 performance performance NOUN alkej-734 11 11 at at ADP alkej-734 11 12 poor poor ADJ alkej-734 11 13 settings setting NOUN alkej-734 11 14 of of ADP alkej-734 11 15 lighting lighting NOUN alkej-734 11 16 , , PUNCT alkej-734 11 17 background background NOUN alkej-734 11 18 , , PUNCT alkej-734 11 19 distance distance NOUN alkej-734 11 20 and and CCONJ alkej-734 11 21 camera camera NOUN alkej-734 11 22 resolution resolution NOUN alkej-734 11 23 . . PUNCT alkej-734 12 1 experimental experimental ADJ alkej-734 12 2 results result NOUN alkej-734 12 3 implied imply VERB alkej-734 12 4 that that SCONJ alkej-734 12 5 the the DET alkej-734 12 6 system system NOUN alkej-734 12 7 was be AUX alkej-734 12 8 able able ADJ alkej-734 12 9 to to PART alkej-734 12 10 show show VERB alkej-734 12 11 high high ADJ alkej-734 12 12 accuracies accuracy NOUN alkej-734 12 13 above above ADP alkej-734 12 14 90 90 NUM alkej-734 12 15 % % NOUN alkej-734 12 16 at at ADP alkej-734 12 17 very very ADV alkej-734 12 18 bad bad ADJ alkej-734 12 19 settings setting NOUN alkej-734 12 20 and and CCONJ alkej-734 12 21 around around ADV alkej-734 12 22 99 99 NUM alkej-734 12 23 % % NOUN alkej-734 12 24 at at ADP alkej-734 12 25 good good ADJ alkej-734 12 26 settings setting NOUN alkej-734 12 27 , , PUNCT alkej-734 12 28 which which PRON alkej-734 12 29 assures assure VERB alkej-734 12 30 that that SCONJ alkej-734 12 31 an an DET alkej-734 12 32 inspection inspection NOUN alkej-734 12 33 system system NOUN alkej-734 12 34 with with ADP alkej-734 12 35 good good ADJ alkej-734 12 36 performance performance NOUN alkej-734 12 37 can can AUX alkej-734 12 38 be be AUX alkej-734 12 39 built build VERB alkej-734 12 40 at at ADP alkej-734 12 41 low low ADJ alkej-734 12 42 costs cost NOUN alkej-734 12 43 . . PUNCT alkej-734 13 1 keywords keyword NOUN alkej-734 13 2 : : PUNCT alkej-734 13 3 convolutional convolutional ADJ alkej-734 13 4 neural neural ADJ alkej-734 13 5 networks network NOUN alkej-734 13 6 , , PUNCT alkej-734 13 7 densenet121 densenet121 PROPN alkej-734 13 8 , , PUNCT alkej-734 13 9 environmental environmental ADJ alkej-734 13 10 factors factor NOUN alkej-734 13 11 and and CCONJ alkej-734 13 12 transfer transfer NOUN alkej-734 13 13 learning learning NOUN alkej-734 13 14 . . PUNCT alkej-734 14 1 1 1 X alkej-734 14 2 . . X alkej-734 14 3 introduction introduction NOUN alkej-734 14 4 automated automate VERB alkej-734 14 5 quality quality NOUN alkej-734 14 6 inspection inspection NOUN alkej-734 14 7 systems system NOUN alkej-734 14 8 based base VERB alkej-734 14 9 on on ADP alkej-734 14 10 computer computer NOUN alkej-734 14 11 vision vision NOUN alkej-734 14 12 ( ( PUNCT alkej-734 14 13 cv cv PROPN alkej-734 14 14 ) ) PUNCT alkej-734 14 15 and and CCONJ alkej-734 14 16 deep deep ADJ alkej-734 14 17 learning learning NOUN alkej-734 14 18 ( ( PUNCT alkej-734 14 19 dl dl PROPN alkej-734 14 20 ) ) PUNCT alkej-734 14 21 , , PUNCT alkej-734 14 22 can can AUX alkej-734 14 23 push push VERB alkej-734 14 24 the the DET alkej-734 14 25 manufacturing manufacturing NOUN alkej-734 14 26 facilities facility NOUN alkej-734 14 27 a a DET alkej-734 14 28 step step NOUN alkej-734 14 29 forward forward ADV alkej-734 14 30 , , PUNCT alkej-734 14 31 with with ADP alkej-734 14 32 more more ADV alkej-734 14 33 accurate accurate ADJ alkej-734 14 34 , , PUNCT alkej-734 14 35 reliable reliable ADJ alkej-734 14 36 and and CCONJ alkej-734 14 37 cost cost NOUN alkej-734 14 38 - - PUNCT alkej-734 14 39 effective effective ADJ alkej-734 14 40 architectures architecture NOUN alkej-734 14 41 . . PUNCT alkej-734 15 1 dl dl PROPN alkej-734 15 2 is be AUX alkej-734 15 3 considered consider VERB alkej-734 15 4 as as ADP alkej-734 15 5 an an DET alkej-734 15 6 advanced advanced ADJ alkej-734 15 7 data datum NOUN alkej-734 15 8 analysis analysis NOUN alkej-734 15 9 technique technique NOUN alkej-734 15 10 and and CCONJ alkej-734 15 11 this this DET alkej-734 15 12 characteristic characteristic ADJ alkej-734 15 13 places place VERB alkej-734 15 14 it it PRON alkej-734 15 15 in in ADP alkej-734 15 16 a a DET alkej-734 15 17 position position NOUN alkej-734 15 18 to to PART alkej-734 15 19 be be AUX alkej-734 15 20 one one NUM alkej-734 15 21 of of ADP alkej-734 15 22 the the DET alkej-734 15 23 building building NOUN alkej-734 15 24 blocks block NOUN alkej-734 15 25 of of ADP alkej-734 15 26 smart smart ADJ alkej-734 15 27 manufacturing manufacturing NOUN alkej-734 16 1 [ [ X alkej-734 16 2 1 1 NUM alkej-734 16 3 ] ] PUNCT alkej-734 16 4 . . PUNCT alkej-734 17 1 the the DET alkej-734 17 2 importance importance NOUN alkej-734 17 3 of of ADP alkej-734 17 4 using use VERB alkej-734 17 5 dl dl PROPN alkej-734 17 6 with with ADP alkej-734 17 7 cv cv PROPN alkej-734 17 8 on on ADP alkej-734 17 9 the the DET alkej-734 17 10 other other ADJ alkej-734 17 11 hand hand NOUN alkej-734 17 12 , , PUNCT alkej-734 17 13 has have AUX alkej-734 17 14 arisen arise VERB alkej-734 17 15 due due ADP alkej-734 17 16 to to ADP alkej-734 17 17 several several ADJ alkej-734 17 18 qualities quality NOUN alkej-734 17 19 possessed possess VERB alkej-734 17 20 by by ADP alkej-734 17 21 dl dl PROPN alkej-734 17 22 , , PUNCT alkej-734 17 23 in in ADP alkej-734 17 24 which which PRON alkej-734 17 25 it it PRON alkej-734 17 26 upscaled upscale VERB alkej-734 17 27 traditional traditional ADJ alkej-734 17 28 cv cv PROPN alkej-734 17 29 systems system NOUN alkej-734 17 30 and and CCONJ alkej-734 17 31 made make VERB alkej-734 17 32 it it PRON alkej-734 17 33 more more ADV alkej-734 17 34 sophisticated sophisticated ADJ alkej-734 17 35 and and CCONJ alkej-734 17 36 easier easy ADJ alkej-734 17 37 to to PART alkej-734 17 38 implement implement VERB alkej-734 17 39 and and CCONJ alkej-734 17 40 design design NOUN alkej-734 17 41 . . PUNCT alkej-734 18 1 machine machine NOUN alkej-734 18 2 vision vision NOUN alkej-734 18 3 with with ADP alkej-734 18 4 deep deep ADJ alkej-734 18 5 learning learning NOUN alkej-734 18 6 have have AUX alkej-734 18 7 been be AUX alkej-734 18 8 used use VERB alkej-734 18 9 for for ADP alkej-734 18 10 : : PUNCT alkej-734 18 11 defects defect NOUN alkej-734 18 12 detection detection NOUN alkej-734 18 13 in in ADP alkej-734 18 14 products product NOUN alkej-734 18 15 [ [ X alkej-734 18 16 2 2 NUM alkej-734 18 17 ] ] PUNCT alkej-734 18 18 , , PUNCT alkej-734 18 19 inspection inspection NOUN alkej-734 18 20 of of ADP alkej-734 18 21 sugarcane sugarcane NOUN alkej-734 18 22 varieties variety NOUN alkej-734 18 23 [ [ X alkej-734 18 24 3 3 NUM alkej-734 18 25 ] ] PUNCT alkej-734 18 26 , , PUNCT alkej-734 18 27 process process NOUN alkej-734 18 28 monitoring monitoring NOUN alkej-734 18 29 and and CCONJ alkej-734 18 30 quality quality NOUN alkej-734 18 31 control control NOUN alkej-734 19 1 [ [ X alkej-734 19 2 4 4 NUM alkej-734 19 3 ] ] PUNCT alkej-734 19 4 , , PUNCT alkej-734 19 5 welding weld VERB alkej-734 19 6 inspection inspection NOUN alkej-734 19 7 [ [ X alkej-734 19 8 5 5 X alkej-734 19 9 ] ] X alkej-734 19 10 optical optical ADJ alkej-734 19 11 laser laser NOUN alkej-734 19 12 welding welding NOUN alkej-734 19 13 inspection inspection NOUN alkej-734 20 1 [ [ X alkej-734 20 2 6 6 NUM alkej-734 20 3 ] ] PUNCT alkej-734 20 4 , , PUNCT alkej-734 20 5 laser laser NOUN alkej-734 20 6 welding weld VERB alkej-734 20 7 defects defect NOUN alkej-734 20 8 detection detection NOUN alkej-734 20 9 [ [ X alkej-734 20 10 7 7 NUM alkej-734 20 11 ] ] PUNCT alkej-734 20 12 and and CCONJ alkej-734 20 13 gear gear NOUN alkej-734 20 14 faults fault NOUN alkej-734 20 15 diagnosis diagnosis NOUN alkej-734 20 16 with with ADP alkej-734 20 17 convolutional convolutional ADJ alkej-734 20 18 neural neural ADJ alkej-734 20 19 networks network NOUN alkej-734 20 20 ( ( PUNCT alkej-734 20 21 cnns cnns PROPN alkej-734 20 22 ) ) PUNCT alkej-734 21 1 [ [ X alkej-734 21 2 8 8 NUM alkej-734 21 3 ] ] PUNCT alkej-734 21 4 . . PUNCT alkej-734 22 1 as as SCONJ alkej-734 22 2 dl dl PROPN alkej-734 22 3 depends depend VERB alkej-734 22 4 on on ADP alkej-734 22 5 deep deep ADJ alkej-734 22 6 neural neural ADJ alkej-734 22 7 networks network NOUN alkej-734 22 8 to to PART alkej-734 22 9 extract extract VERB alkej-734 22 10 the the DET alkej-734 22 11 necessary necessary ADJ alkej-734 22 12 features feature NOUN alkej-734 22 13 from from ADP alkej-734 22 14 the the DET alkej-734 22 15 data datum NOUN alkej-734 22 16 automatically automatically ADV alkej-734 22 17 , , PUNCT alkej-734 22 18 in in ADP alkej-734 22 19 contrast contrast NOUN alkej-734 22 20 with with ADP alkej-734 22 21 traditional traditional ADJ alkej-734 22 22 cv cv NOUN alkej-734 22 23 techniques technique NOUN alkej-734 22 24 where where SCONJ alkej-734 22 25 manual manual ADJ alkej-734 22 26 features feature VERB alkej-734 22 27 extraction extraction NOUN alkej-734 22 28 is be AUX alkej-734 22 29 mandatory mandatory ADJ alkej-734 22 30 [ [ X alkej-734 22 31 9 9 NUM alkej-734 22 32 ] ] PUNCT alkej-734 22 33 . . PUNCT alkej-734 23 1 some some PRON alkej-734 23 2 of of ADP alkej-734 23 3 the the DET alkej-734 23 4 previous previous ADJ alkej-734 23 5 researches research NOUN alkej-734 23 6 that that PRON alkej-734 23 7 relied rely VERB alkej-734 23 8 on on ADP alkej-734 23 9 traditional traditional ADJ alkej-734 23 10 cv cv PROPN alkej-734 23 11 methods method NOUN alkej-734 23 12 include include VERB alkej-734 23 13 : : PUNCT alkej-734 23 14 inspection inspection NOUN alkej-734 23 15 of of ADP alkej-734 23 16 spur spur NOUN alkej-734 23 17 gears gear NOUN alkej-734 23 18 parameters parameter NOUN alkej-734 23 19 with with ADP alkej-734 23 20 the the DET alkej-734 23 21 algorithms algorithm NOUN alkej-734 23 22 of of ADP alkej-734 23 23 cv cv PROPN alkej-734 23 24 and and CCONJ alkej-734 23 25 image image NOUN alkej-734 23 26 processing processing NOUN alkej-734 23 27 [ [ X alkej-734 23 28 10 10 NUM alkej-734 23 29 ] ] PUNCT alkej-734 23 30 , , PUNCT alkej-734 23 31 measuring measure VERB alkej-734 23 32 gears gear NOUN alkej-734 23 33 dimensions dimension NOUN alkej-734 23 34 with with ADP alkej-734 23 35 machine machine NOUN alkej-734 23 36 vision vision NOUN alkej-734 23 37 algorithm algorithm NOUN alkej-734 23 38 [ [ X alkej-734 23 39 11 11 NUM alkej-734 23 40 ] ] PUNCT alkej-734 23 41 , , PUNCT alkej-734 23 42 detecting detect VERB alkej-734 23 43 defects defect NOUN alkej-734 23 44 in in ADP alkej-734 23 45 welds weld NOUN alkej-734 23 46 using use VERB alkej-734 23 47 cv cv PROPN alkej-734 23 48 and and CCONJ alkej-734 23 49 machine machine NOUN alkej-734 23 50 learning learn VERB alkej-734 23 51 algorithms algorithm NOUN alkej-734 23 52 [ [ X alkej-734 23 53 12 12 NUM alkej-734 23 54 ] ] PUNCT alkej-734 23 55 , , PUNCT alkej-734 23 56 measuring measure VERB alkej-734 23 57 automobile automobile NOUN alkej-734 23 58 parts part NOUN alkej-734 23 59 dimensions dimension NOUN alkej-734 23 60 with with ADP alkej-734 23 61 machine machine NOUN alkej-734 23 62 vision vision NOUN alkej-734 23 63 [ [ X alkej-734 23 64 13 13 NUM alkej-734 23 65 ] ] PUNCT alkej-734 23 66 , , PUNCT alkej-734 23 67 o o NOUN alkej-734 23 68 - - PUNCT alkej-734 23 69 rings ring NOUN alkej-734 23 70 inspection inspection NOUN alkej-734 23 71 with with ADP alkej-734 23 72 cv cv PROPN alkej-734 23 73 algorithm algorithm NOUN alkej-734 23 74 [ [ X alkej-734 23 75 14 14 NUM alkej-734 23 76 ] ] PUNCT alkej-734 23 77 , , PUNCT alkej-734 23 78 aerospace aerospace NOUN alkej-734 23 79 components component NOUN alkej-734 23 80 inspection inspection NOUN alkej-734 23 81 ahmed ahmed PROPN alkej-734 23 82 najah najah PROPN alkej-734 23 83 al al PROPN alkej-734 23 84 - - PUNCT alkej-734 23 85 khwarizmi khwarizmi PROPN alkej-734 23 86 engineering engineering NOUN alkej-734 23 87 journal journal PROPN alkej-734 23 88 , , PUNCT alkej-734 23 89 vol vol NOUN alkej-734 23 90 . . PROPN alkej-734 24 1 17 17 NUM alkej-734 24 2 , , PUNCT alkej-734 24 3 no no INTJ alkej-734 24 4 . . NOUN alkej-734 24 5 2 2 NUM alkej-734 24 6 , , PUNCT alkej-734 24 7 p.p p.p PROPN alkej-734 24 8 . . PROPN alkej-734 24 9 17 17 NUM alkej-734 24 10 ( ( PUNCT alkej-734 24 11 2021 2021 NUM alkej-734 24 12 ) ) PUNCT alkej-734 24 13         SPACE alkej-734 24 14 2 2 NUM alkej-734 24 15 using use VERB alkej-734 24 16 cv cv PROPN alkej-734 24 17 [ [ X alkej-734 24 18 15 15 NUM alkej-734 24 19 ] ] PUNCT alkej-734 24 20 and and CCONJ alkej-734 24 21 anomaly anomaly NOUN alkej-734 24 22 detection detection NOUN alkej-734 24 23 in in ADP alkej-734 24 24 additive additive ADJ alkej-734 24 25 manufacturing manufacturing NOUN alkej-734 24 26 with with ADP alkej-734 24 27 cv cv PROPN alkej-734 24 28 [ [ X alkej-734 24 29 16 16 NUM alkej-734 24 30 ] ] PUNCT alkej-734 24 31 . . PUNCT alkej-734 25 1 unlike unlike ADP alkej-734 25 2 conventional conventional ADJ alkej-734 25 3 manual manual ADJ alkej-734 25 4 inspection inspection NOUN alkej-734 25 5 systems system NOUN alkej-734 25 6 , , PUNCT alkej-734 25 7 automated automate VERB alkej-734 25 8 platforms platform NOUN alkej-734 25 9 have have VERB alkej-734 25 10 the the DET alkej-734 25 11 advantage advantage NOUN alkej-734 25 12 of of ADP alkej-734 25 13 being be AUX alkej-734 25 14 unaffected unaffected ADJ alkej-734 25 15 by by ADP alkej-734 25 16 psychological psychological ADJ alkej-734 25 17 factors factor NOUN alkej-734 25 18 and and CCONJ alkej-734 25 19 fatigue fatigue NOUN alkej-734 25 20 , , PUNCT alkej-734 25 21 which which PRON alkej-734 25 22 normally normally ADV alkej-734 25 23 occurs occur VERB alkej-734 25 24 with with ADP alkej-734 25 25 human human ADJ alkej-734 25 26 beings being NOUN alkej-734 25 27 [ [ X alkej-734 25 28 17 17 NUM alkej-734 25 29 ] ] PUNCT alkej-734 25 30 . . PUNCT alkej-734 26 1 this this DET alkej-734 26 2 characteristic characteristic NOUN alkej-734 26 3 improves improve VERB alkej-734 26 4 the the DET alkej-734 26 5 production production NOUN alkej-734 26 6 efficiency efficiency NOUN alkej-734 26 7 and and CCONJ alkej-734 26 8 eliminates eliminate VERB alkej-734 26 9 costs cost NOUN alkej-734 26 10 , , PUNCT alkej-734 26 11 as as SCONJ alkej-734 26 12 continuous continuous ADJ alkej-734 26 13 operations operation NOUN alkej-734 26 14 are be AUX alkej-734 26 15 performed perform VERB alkej-734 26 16 without without ADP alkej-734 26 17 being be AUX alkej-734 26 18 affected affect VERB alkej-734 26 19 by by ADP alkej-734 26 20 those those DET alkej-734 26 21 factors factor NOUN alkej-734 26 22 . . PUNCT alkej-734 27 1 although although SCONJ alkej-734 27 2 , , PUNCT alkej-734 27 3 other other ADJ alkej-734 27 4 factors factor NOUN alkej-734 27 5 that that PRON alkej-734 27 6 are be AUX alkej-734 27 7 not not PART alkej-734 27 8 associated associate VERB alkej-734 27 9 with with ADP alkej-734 27 10 humans human NOUN alkej-734 27 11 emotions emotion NOUN alkej-734 27 12 like like ADP alkej-734 27 13 environmental environmental ADJ alkej-734 27 14 factors factor NOUN alkej-734 27 15 , , PUNCT alkej-734 27 16 can can AUX alkej-734 27 17 have have VERB alkej-734 27 18 major major ADJ alkej-734 27 19 or or CCONJ alkej-734 27 20 minor minor ADJ alkej-734 27 21 impacts impact NOUN alkej-734 27 22 on on ADP alkej-734 27 23 the the DET alkej-734 27 24 system system NOUN alkej-734 27 25 performance performance NOUN alkej-734 27 26 depending depend VERB alkej-734 27 27 on on ADP alkej-734 27 28 the the DET alkej-734 27 29 strength strength NOUN alkej-734 27 30 of of ADP alkej-734 27 31 the the DET alkej-734 27 32 designed design VERB alkej-734 27 33 architecture architecture NOUN alkej-734 27 34 and and CCONJ alkej-734 27 35 the the DET alkej-734 27 36 training training NOUN alkej-734 27 37 data datum NOUN alkej-734 27 38 . . PUNCT alkej-734 28 1 so so ADV alkej-734 28 2 , , PUNCT alkej-734 28 3 providing provide VERB alkej-734 28 4 the the DET alkej-734 28 5 necessary necessary ADJ alkej-734 28 6 tools tool NOUN alkej-734 28 7 to to PART alkej-734 28 8 build build VERB alkej-734 28 9 a a DET alkej-734 28 10 system system NOUN alkej-734 28 11 can can AUX alkej-734 28 12 help help VERB alkej-734 28 13 with with ADP alkej-734 28 14 making make VERB alkej-734 28 15 it it PRON alkej-734 28 16 more more ADV alkej-734 28 17 tolerable tolerable ADJ alkej-734 28 18 to to ADP alkej-734 28 19 environmental environmental ADJ alkej-734 28 20 factors factor NOUN alkej-734 28 21 . . PUNCT alkej-734 29 1 in in ADP alkej-734 29 2 this this DET alkej-734 29 3 paper paper NOUN alkej-734 29 4 , , PUNCT alkej-734 29 5 a a DET alkej-734 29 6 study study NOUN alkej-734 29 7 is be AUX alkej-734 29 8 conducted conduct VERB alkej-734 29 9 regarding regard VERB alkej-734 29 10 the the DET alkej-734 29 11 effects effect NOUN alkej-734 29 12 of of ADP alkej-734 29 13 four four NUM alkej-734 29 14 environmental environmental ADJ alkej-734 29 15 factors factor NOUN alkej-734 29 16 on on ADP alkej-734 29 17 the the DET alkej-734 29 18 performance performance NOUN alkej-734 29 19 of of ADP alkej-734 29 20 a a DET alkej-734 29 21 helical helical ADJ alkej-734 29 22 gears gear NOUN alkej-734 29 23 inspection inspection NOUN alkej-734 29 24 system system NOUN alkej-734 29 25 that that PRON alkej-734 29 26 is be AUX alkej-734 29 27 designed design VERB alkej-734 29 28 using use VERB alkej-734 29 29 transfer transfer NOUN alkej-734 29 30 learning learning NOUN alkej-734 29 31 . . PUNCT alkej-734 30 1 a a DET alkej-734 30 2 number number NOUN alkej-734 30 3 of of ADP alkej-734 30 4 combined combine VERB alkej-734 30 5 conditions condition NOUN alkej-734 30 6 has have AUX alkej-734 30 7 been be AUX alkej-734 30 8 used use VERB alkej-734 30 9 to to PART alkej-734 30 10 test test VERB alkej-734 30 11 and and CCONJ alkej-734 30 12 evaluate evaluate VERB alkej-734 30 13 the the DET alkej-734 30 14 system system NOUN alkej-734 30 15 . . PUNCT alkej-734 31 1 the the DET alkej-734 31 2 remainder remainder NOUN alkej-734 31 3 of of ADP alkej-734 31 4 this this DET alkej-734 31 5 paper paper NOUN alkej-734 31 6 is be AUX alkej-734 31 7 organized organize VERB alkej-734 31 8 in in ADP alkej-734 31 9 the the DET alkej-734 31 10 following follow VERB alkej-734 31 11 matter matter NOUN alkej-734 31 12 , , PUNCT alkej-734 31 13 in in ADP alkej-734 31 14 section section NOUN alkej-734 31 15 two two NUM alkej-734 31 16 we we PRON alkej-734 31 17 briefly briefly ADV alkej-734 31 18 introduce introduce VERB alkej-734 31 19 transfer transfer NOUN alkej-734 31 20 learning learning NOUN alkej-734 31 21 and and CCONJ alkej-734 31 22 the the DET alkej-734 31 23 built build VERB alkej-734 31 24 inspection inspection NOUN alkej-734 31 25 system system NOUN alkej-734 31 26 , , PUNCT alkej-734 31 27 in in ADP alkej-734 31 28 sections section NOUN alkej-734 31 29 three three NUM alkej-734 31 30 and and CCONJ alkej-734 31 31 four four NUM alkej-734 31 32 ; ; PUNCT alkej-734 31 33 the the DET alkej-734 31 34 experimental experimental ADJ alkej-734 31 35 data datum NOUN alkej-734 31 36 and and CCONJ alkej-734 31 37 the the DET alkej-734 31 38 evaluation evaluation NOUN alkej-734 31 39 results result NOUN alkej-734 31 40 are be AUX alkej-734 31 41 shown show VERB alkej-734 31 42 , , PUNCT alkej-734 31 43 respectively respectively ADV alkej-734 31 44 . . PUNCT alkej-734 32 1 finally finally ADV alkej-734 32 2 , , PUNCT alkej-734 32 3 we we PRON alkej-734 32 4 close close VERB alkej-734 32 5 with with ADP alkej-734 32 6 section section NOUN alkej-734 32 7 five five NUM alkej-734 32 8 and and CCONJ alkej-734 32 9 six six NUM alkej-734 32 10 with with ADP alkej-734 32 11 the the DET alkej-734 32 12 conclusions conclusion NOUN alkej-734 32 13 and and CCONJ alkej-734 32 14 future future ADJ alkej-734 32 15 work work NOUN alkej-734 32 16 . . PUNCT alkej-734 33 1 2 2 X alkej-734 33 2 . . X alkej-734 33 3 transfer transfer NOUN alkej-734 33 4 learning learn VERB alkej-734 33 5 to to PART alkej-734 33 6 improve improve VERB alkej-734 33 7 learning learn VERB alkej-734 33 8 within within ADP alkej-734 33 9 new new ADJ alkej-734 33 10 tasks task NOUN alkej-734 33 11 , , PUNCT alkej-734 33 12 knowledge knowledge NOUN alkej-734 33 13 can can AUX alkej-734 33 14 be be AUX alkej-734 33 15 transferred transfer VERB alkej-734 33 16 from from ADP alkej-734 33 17 a a DET alkej-734 33 18 task task NOUN alkej-734 33 19 that that PRON alkej-734 33 20 is be AUX alkej-734 33 21 already already ADV alkej-734 33 22 learned learn VERB alkej-734 33 23 and and CCONJ alkej-734 33 24 related relate VERB alkej-734 33 25 to to ADP alkej-734 33 26 the the DET alkej-734 33 27 new new ADJ alkej-734 33 28 one one NUM alkej-734 33 29 [ [ X alkej-734 33 30 18 18 NUM alkej-734 33 31 ] ] PUNCT alkej-734 33 32 . . PUNCT alkej-734 34 1 that that PRON alkej-734 34 2 is be AUX alkej-734 34 3 how how SCONJ alkej-734 34 4 transfer transfer NOUN alkej-734 34 5 learning learn VERB alkej-734 34 6 generally generally ADV alkej-734 34 7 functions function NOUN alkej-734 34 8 . . PUNCT alkej-734 35 1 dl dl PROPN alkej-734 35 2 and and CCONJ alkej-734 35 3 cnns cnns PROPN alkej-734 35 4 require require VERB alkej-734 35 5 a a DET alkej-734 35 6 massive massive ADJ alkej-734 35 7 amount amount NOUN alkej-734 35 8 of of ADP alkej-734 35 9 information information NOUN alkej-734 35 10 about about ADP alkej-734 35 11 the the DET alkej-734 35 12 target target NOUN alkej-734 35 13 task task NOUN alkej-734 35 14 before before ADP alkej-734 35 15 being be AUX alkej-734 35 16 able able ADJ alkej-734 35 17 to to PART alkej-734 35 18 perform perform VERB alkej-734 35 19 adequately adequately ADV alkej-734 35 20 [ [ X alkej-734 35 21 19 19 NUM alkej-734 35 22 ] ] PUNCT alkej-734 35 23 . . PUNCT alkej-734 36 1 but but CCONJ alkej-734 36 2 , , PUNCT alkej-734 36 3 sometimes sometimes ADV alkej-734 36 4 there there PRON alkej-734 36 5 are be VERB alkej-734 36 6 not not PART alkej-734 36 7 enough enough ADJ alkej-734 36 8 data datum NOUN alkej-734 36 9 resources resource NOUN alkej-734 36 10 to to PART alkej-734 36 11 cover cover VERB alkej-734 36 12 the the DET alkej-734 36 13 necessary necessary ADJ alkej-734 36 14 amount amount NOUN alkej-734 36 15 of of ADP alkej-734 36 16 training training NOUN alkej-734 36 17 data datum NOUN alkej-734 36 18 , , PUNCT alkej-734 36 19 which which PRON alkej-734 36 20 results result VERB alkej-734 36 21 in in ADP alkej-734 36 22 inaccurate inaccurate ADJ alkej-734 36 23 performance performance NOUN alkej-734 36 24 by by ADP alkej-734 36 25 the the DET alkej-734 36 26 model model NOUN alkej-734 36 27 , , PUNCT alkej-734 36 28 overfitting overfitte VERB alkej-734 36 29 ( ( PUNCT alkej-734 36 30 high high ADJ alkej-734 36 31 performance performance NOUN alkej-734 36 32 on on ADP alkej-734 36 33 the the DET alkej-734 36 34 training training NOUN alkej-734 36 35 data datum NOUN alkej-734 36 36 but but CCONJ alkej-734 36 37 low low ADJ alkej-734 36 38 on on ADP alkej-734 36 39 the the DET alkej-734 36 40 validation validation NOUN alkej-734 36 41 data datum NOUN alkej-734 36 42 ) ) PUNCT alkej-734 37 1 [ [ X alkej-734 37 2 20 20 NUM alkej-734 37 3 ] ] PUNCT alkej-734 37 4 and and CCONJ alkej-734 37 5 eventually eventually ADV alkej-734 37 6 failing fail VERB alkej-734 37 7 to to PART alkej-734 37 8 accomplish accomplish VERB alkej-734 37 9 the the DET alkej-734 37 10 target target NOUN alkej-734 37 11 task task NOUN alkej-734 37 12 . . PUNCT alkej-734 38 1 so so ADV alkej-734 38 2 , , PUNCT alkej-734 38 3 using use VERB alkej-734 38 4 a a DET alkej-734 38 5 technique technique NOUN alkej-734 38 6 like like ADP alkej-734 38 7 transfer transfer NOUN alkej-734 38 8 learning learning NOUN alkej-734 38 9 can can AUX alkej-734 38 10 help help VERB alkej-734 38 11 with with ADP alkej-734 38 12 eliminating eliminate VERB alkej-734 38 13 those those DET alkej-734 38 14 problems problem NOUN alkej-734 38 15 and and CCONJ alkej-734 38 16 reducing reduce VERB alkej-734 38 17 the the DET alkej-734 38 18 amount amount NOUN alkej-734 38 19 of of ADP alkej-734 38 20 requested request VERB alkej-734 38 21 information information NOUN alkej-734 38 22 . . PUNCT alkej-734 39 1 giving give VERB alkej-734 39 2 a a DET alkej-734 39 3 remarkable remarkable ADJ alkej-734 39 4 performance performance NOUN alkej-734 39 5 with with ADP alkej-734 39 6 small small ADJ alkej-734 39 7 datasets dataset NOUN alkej-734 39 8 and and CCONJ alkej-734 39 9 can can AUX alkej-734 39 10 be be AUX alkej-734 39 11 compared compare VERB alkej-734 39 12 with with ADP alkej-734 39 13 custom custom NOUN alkej-734 39 14 cnns cnns NOUN alkej-734 40 1 [ [ X alkej-734 40 2 21][22 21][22 PROPN alkej-734 40 3 ] ] X alkej-734 40 4 . . PUNCT alkej-734 41 1 a a DET alkej-734 41 2 previously previously ADV alkej-734 41 3 trained train VERB alkej-734 41 4 model model NOUN alkej-734 41 5 can can AUX alkej-734 41 6 be be AUX alkej-734 41 7 thought think VERB alkej-734 41 8 of of ADP alkej-734 41 9 as as ADP alkej-734 41 10 two two NUM alkej-734 41 11 sets set NOUN alkej-734 41 12 of of ADP alkej-734 41 13 tools tool NOUN alkej-734 41 14 , , PUNCT alkej-734 41 15 one one NUM alkej-734 41 16 that that PRON alkej-734 41 17 extracts extract VERB alkej-734 41 18 features feature NOUN alkej-734 41 19 and and CCONJ alkej-734 41 20 one one NUM alkej-734 41 21 that that PRON alkej-734 41 22 classifies classify VERB alkej-734 41 23 the the DET alkej-734 41 24 objects object NOUN alkej-734 41 25 according accord VERB alkej-734 41 26 to to ADP alkej-734 41 27 those those DET alkej-734 41 28 features feature NOUN alkej-734 41 29 [ [ X alkej-734 41 30 9 9 NUM alkej-734 41 31 ] ] PUNCT alkej-734 41 32 . . PUNCT alkej-734 42 1 when when SCONJ alkej-734 42 2 transferring transfer VERB alkej-734 42 3 layers layer NOUN alkej-734 42 4 from from ADP alkej-734 42 5 one one NUM alkej-734 42 6 network network NOUN alkej-734 42 7 to to ADP alkej-734 42 8 another another PRON alkej-734 42 9 , , PUNCT alkej-734 42 10 a a DET alkej-734 42 11 new new ADJ alkej-734 42 12 classification classification NOUN alkej-734 42 13 layer layer NOUN alkej-734 42 14 must must AUX alkej-734 42 15 be be AUX alkej-734 42 16 added add VERB alkej-734 42 17 to to PART alkej-734 42 18 classify classify VERB alkej-734 42 19 the the DET alkej-734 42 20 new new ADJ alkej-734 42 21 target target NOUN alkej-734 42 22 objects object NOUN alkej-734 42 23 , , PUNCT alkej-734 42 24 taking take VERB alkej-734 42 25 into into ADP alkej-734 42 26 consideration consideration NOUN alkej-734 42 27 that that SCONJ alkej-734 42 28 the the DET alkej-734 42 29 transferred transfer VERB alkej-734 42 30 classification classification NOUN alkej-734 42 31 layer layer NOUN alkej-734 42 32 must must AUX alkej-734 42 33 be be AUX alkej-734 42 34 muted mute VERB alkej-734 42 35 . . PUNCT alkej-734 43 1 3 3 X alkej-734 43 2 . . NOUN alkej-734 43 3 inspection inspection NOUN alkej-734 43 4 system system NOUN alkej-734 43 5 using use VERB alkej-734 43 6 transfer transfer NOUN alkej-734 43 7 learning learning NOUN alkej-734 43 8 , , PUNCT alkej-734 43 9 a a DET alkej-734 43 10 model model NOUN alkej-734 43 11 was be AUX alkej-734 43 12 designed design VERB alkej-734 43 13 to to PART alkej-734 43 14 detect detect VERB alkej-734 43 15 and and CCONJ alkej-734 43 16 classify classify VERB alkej-734 43 17 the the DET alkej-734 43 18 helical helical ADJ alkej-734 43 19 gears gear NOUN alkej-734 43 20 according accord VERB alkej-734 43 21 to to ADP alkej-734 43 22 their their PRON alkej-734 43 23 shape shape NOUN alkej-734 43 24 condition condition NOUN alkej-734 43 25 , , PUNCT alkej-734 43 26 densenet121 densenet121 PROPN alkej-734 43 27 model model NOUN alkej-734 43 28 was be AUX alkej-734 43 29 used use VERB alkej-734 43 30 as as ADP alkej-734 43 31 the the DET alkej-734 43 32 transferred transfer VERB alkej-734 43 33 model model NOUN alkej-734 43 34 as as SCONJ alkej-734 43 35 can can AUX alkej-734 43 36 be be AUX alkej-734 43 37 seen see VERB alkej-734 43 38 in in ADP alkej-734 43 39 table table NOUN alkej-734 43 40 1 1 NUM alkej-734 43 41 . . PUNCT alkej-734 44 1 the the DET alkej-734 44 2 model model NOUN alkej-734 44 3 ( ( PUNCT alkej-734 44 4 fig fig NOUN alkej-734 44 5 . . NOUN alkej-734 44 6 1 1 NUM alkej-734 44 7 ) ) PUNCT alkej-734 44 8 was be AUX alkej-734 44 9 deployed deploy VERB alkej-734 44 10 and and CCONJ alkej-734 44 11 evaluated evaluate VERB alkej-734 44 12 on on ADP alkej-734 44 13 a a DET alkej-734 44 14 set set NOUN alkej-734 44 15 of of ADP alkej-734 44 16 random random ADJ alkej-734 44 17 unseen unseen ADJ alkej-734 44 18 images image NOUN alkej-734 44 19 with with ADP alkej-734 44 20 random random ADJ alkej-734 44 21 conditions condition NOUN alkej-734 44 22 . . PUNCT alkej-734 45 1 evaluation evaluation NOUN alkej-734 45 2 results result NOUN alkej-734 45 3 yielded yield VERB alkej-734 45 4 high high ADJ alkej-734 45 5 classification classification NOUN alkej-734 45 6 accuracy accuracy NOUN alkej-734 45 7 , , PUNCT alkej-734 45 8 which which PRON alkej-734 45 9 proved prove VERB alkej-734 45 10 that that SCONJ alkej-734 45 11 using use VERB alkej-734 45 12 cnns cnn NOUN alkej-734 45 13 with with ADP alkej-734 45 14 cv cv PROPN alkej-734 45 15 was be AUX alkej-734 45 16 superior superior ADJ alkej-734 45 17 to to ADP alkej-734 45 18 classical classical ADJ alkej-734 45 19 methods method NOUN alkej-734 45 20 , , PUNCT alkej-734 45 21 as as SCONJ alkej-734 45 22 it it PRON alkej-734 45 23 was be AUX alkej-734 45 24 easier easy ADJ alkej-734 45 25 to to PART alkej-734 45 26 implement implement VERB alkej-734 45 27 with with ADP alkej-734 45 28 automatic automatic ADJ alkej-734 45 29 features feature NOUN alkej-734 45 30 extraction extraction NOUN alkej-734 45 31 and and CCONJ alkej-734 45 32 transfer transfer NOUN alkej-734 45 33 learning learning NOUN alkej-734 45 34 . . PUNCT alkej-734 46 1 table table NOUN alkej-734 46 2 1 1 NUM alkej-734 46 3 , , PUNCT alkej-734 46 4 inspection inspection NOUN alkej-734 46 5 system system NOUN alkej-734 46 6 layers layer NOUN alkej-734 46 7 . . PUNCT alkej-734 47 1 stage stage NOUN alkej-734 47 2 layers layer NOUN alkej-734 47 3 transferred transfer VERB alkej-734 47 4 1 1 NUM alkej-734 47 5 ( ( PUNCT alkej-734 47 6 conv conv ADJ alkej-734 47 7 . . PUNCT alkej-734 47 8 ) ) PUNCT alkej-734 48 1 convolution convolution NOUN alkej-734 48 2 transferred transfer VERB alkej-734 48 3 2 2 NUM alkej-734 48 4 ( ( PUNCT alkej-734 48 5 pooling pooling NOUN alkej-734 48 6 ) ) PUNCT alkej-734 48 7 max max PROPN alkej-734 48 8 pooling pooling NOUN alkej-734 48 9 transferred transfer VERB alkej-734 48 10 3 3 NUM alkej-734 48 11 ( ( PUNCT alkej-734 48 12 dense dense ADJ alkej-734 48 13 block block NOUN alkej-734 48 14 1 1 NUM alkej-734 48 15 ) ) PUNCT alkej-734 48 16 convolution convolution NOUN alkej-734 48 17 x x SYM alkej-734 48 18 6 6 NUM alkej-734 48 19 convolution convolution NOUN alkej-734 48 20 transferred transfer VERB alkej-734 48 21 4 4 NUM alkej-734 48 22 ( ( PUNCT alkej-734 48 23 transition transition NOUN alkej-734 48 24 1 1 NUM alkej-734 48 25 ) ) PUNCT alkej-734 48 26 convolution convolution NOUN alkej-734 48 27 average average ADJ alkej-734 48 28 pooling pooling NOUN alkej-734 48 29 table table NOUN alkej-734 48 30 1 1 NUM alkej-734 48 31 ( ( PUNCT alkej-734 48 32 continued continue VERB alkej-734 48 33 ) ) PUNCT alkej-734 48 34 transferred transfer VERB alkej-734 48 35 5 5 NUM alkej-734 48 36 ( ( PUNCT alkej-734 48 37 dense dense ADJ alkej-734 48 38 block block NOUN alkej-734 48 39 2 2 NUM alkej-734 48 40 ) ) PUNCT alkej-734 48 41 convolution convolution NOUN alkej-734 48 42 x x SYM alkej-734 48 43 12 12 NUM alkej-734 48 44 convolution convolution NOUN alkej-734 48 45 transferred transfer VERB alkej-734 48 46 6 6 NUM alkej-734 48 47 ( ( PUNCT alkej-734 48 48 transition transition NOUN alkej-734 48 49 2 2 NUM alkej-734 48 50 ) ) PUNCT alkej-734 48 51 convolution convolution NOUN alkej-734 48 52 average average ADJ alkej-734 48 53 pooling pooling NOUN alkej-734 48 54 transferred transfer VERB alkej-734 48 55 7 7 NUM alkej-734 48 56 ( ( PUNCT alkej-734 48 57 dense dense ADJ alkej-734 48 58 block block NOUN alkej-734 48 59 3 3 NUM alkej-734 48 60 ) ) PUNCT alkej-734 48 61 convolution convolution NOUN alkej-734 48 62 x x SYM alkej-734 48 63 24 24 NUM alkej-734 48 64 convolution convolution NOUN alkej-734 48 65 transferred transfer VERB alkej-734 48 66 8 8 NUM alkej-734 48 67 ( ( PUNCT alkej-734 48 68 transition transition NOUN alkej-734 48 69 3 3 NUM alkej-734 48 70 ) ) PUNCT alkej-734 48 71 convolution convolution NOUN alkej-734 48 72 average average ADJ alkej-734 48 73 pooling pooling NOUN alkej-734 48 74 transferred transfer VERB alkej-734 48 75 9 9 NUM alkej-734 48 76 ( ( PUNCT alkej-734 48 77 dense dense ADJ alkej-734 48 78 block block NOUN alkej-734 48 79 4 4 NUM alkej-734 48 80 ) ) PUNCT alkej-734 48 81 convolution convolution NOUN alkej-734 48 82 x x SYM alkej-734 48 83 16 16 NUM alkej-734 48 84 convolution convolution NOUN alkej-734 48 85 transferred transfer VERB alkej-734 48 86 10 10 NUM alkej-734 48 87 ( ( PUNCT alkej-734 48 88 classification classification NOUN alkej-734 48 89 ) ) PUNCT alkej-734 48 90 global global ADJ alkej-734 48 91 average average ADJ alkej-734 48 92 pooling pooling NOUN alkej-734 48 93 fully fully ADV alkej-734 48 94 connected connect VERB alkej-734 48 95 to to PART alkej-734 48 96 be be AUX alkej-734 48 97 trained train VERB alkej-734 48 98 ( ( PUNCT alkej-734 48 99 classification classification NOUN alkej-734 48 100 ) ) PUNCT alkej-734 48 101 global global ADJ alkej-734 48 102 average average ADJ alkej-734 48 103 pooling pool VERB alkej-734 48 104 256d 256d NUM alkej-734 48 105 fully fully ADV alkej-734 48 106 connected connect VERB alkej-734 48 107 50 50 NUM alkej-734 48 108 % % NOUN alkej-734 48 109 dropout dropout NOUN alkej-734 48 110 1d 1d NUM alkej-734 48 111 sigmoid sigmoid NOUN alkej-734 48 112 ahmed ahmed PROPN alkej-734 48 113 najah najah PROPN alkej-734 48 114 al al PROPN alkej-734 48 115 - - PUNCT alkej-734 48 116 khwarizmi khwarizmi PROPN alkej-734 48 117 engineering engineering NOUN alkej-734 48 118 journal journal PROPN alkej-734 48 119 , , PUNCT alkej-734 48 120 vol vol NOUN alkej-734 48 121 . . PROPN alkej-734 48 122 17 17 NUM alkej-734 48 123 , , PUNCT alkej-734 48 124 no no INTJ alkej-734 48 125 . . NOUN alkej-734 48 126 2 2 NUM alkej-734 48 127 , , PUNCT alkej-734 48 128 p.p p.p PROPN alkej-734 48 129 . . PROPN alkej-734 48 130 17 17 NUM alkej-734 48 131 ( ( PUNCT alkej-734 48 132 2021 2021 NUM alkej-734 48 133 ) ) PUNCT alkej-734 48 134         SPACE alkej-734 48 135 3 3 NUM alkej-734 48 136 fig fig NOUN alkej-734 48 137 . . PUNCT alkej-734 49 1 1 1 X alkej-734 49 2 . . X alkej-734 49 3 inspection inspection NOUN alkej-734 49 4 model model NOUN alkej-734 49 5 architecture architecture NOUN alkej-734 49 6 . . PUNCT alkej-734 49 7     SPACE alkej-734 50 1 4 4 NUM alkej-734 50 2 . . PUNCT alkej-734 50 3 methodology methodology NOUN alkej-734 50 4 classical classical ADJ alkej-734 50 5 analysis analysis NOUN alkej-734 50 6 methods method NOUN alkej-734 50 7 rely rely VERB alkej-734 50 8 on on ADP alkej-734 50 9 descriptive descriptive ADJ alkej-734 50 10 type type NOUN alkej-734 50 11 of of ADP alkej-734 50 12 analysis analysis NOUN alkej-734 50 13 , , PUNCT alkej-734 50 14 which which PRON alkej-734 50 15 always always ADV alkej-734 50 16 include include VERB alkej-734 50 17 hypotheses hypothesis NOUN alkej-734 50 18 assembled assemble VERB alkej-734 50 19 from from ADP alkej-734 50 20 the the DET alkej-734 50 21 process process NOUN alkej-734 50 22 information information NOUN alkej-734 50 23 patterns pattern NOUN alkej-734 50 24 , , PUNCT alkej-734 50 25 with with ADP alkej-734 50 26 a a DET alkej-734 50 27 comparison comparison NOUN alkej-734 50 28 between between ADP alkej-734 50 29 the the DET alkej-734 50 30 model model NOUN alkej-734 50 31 results result NOUN alkej-734 50 32 and and CCONJ alkej-734 50 33 the the DET alkej-734 50 34 genuine genuine ADJ alkej-734 50 35 results result NOUN alkej-734 50 36 for for ADP alkej-734 50 37 hypotheses hypothesis NOUN alkej-734 50 38 verification verification NOUN alkej-734 50 39 [ [ X alkej-734 50 40 23 23 NUM alkej-734 50 41 ] ] PUNCT alkej-734 50 42 . . PUNCT alkej-734 51 1 however however ADV alkej-734 51 2 , , PUNCT alkej-734 51 3 models model NOUN alkej-734 51 4 that that PRON alkej-734 51 5 rely rely VERB alkej-734 51 6 on on ADP alkej-734 51 7 this this DET alkej-734 51 8 method method NOUN alkej-734 51 9 are be AUX alkej-734 51 10 unsafe unsafe ADJ alkej-734 51 11 , , PUNCT alkej-734 51 12 in in ADP alkej-734 51 13 which which PRON alkej-734 51 14 some some DET alkej-734 51 15 variables variable NOUN alkej-734 51 16 might might AUX alkej-734 51 17 be be AUX alkej-734 51 18 left leave VERB alkej-734 51 19 unmodeled unmodeled ADJ alkej-734 51 20 due due ADP alkej-734 51 21 to to ADP alkej-734 51 22 misinterpretation misinterpretation NOUN alkej-734 51 23 of of ADP alkej-734 51 24 the the DET alkej-734 51 25 issue issue NOUN alkej-734 51 26 by by ADP alkej-734 51 27 the the DET alkej-734 51 28 engineers engineer NOUN alkej-734 51 29 or or CCONJ alkej-734 51 30 lack lack NOUN alkej-734 51 31 of of ADP alkej-734 51 32 information information NOUN alkej-734 51 33 [ [ X alkej-734 51 34 24 24 NUM alkej-734 51 35 ] ] PUNCT alkej-734 51 36 . . PUNCT alkej-734 52 1 notwithstanding notwithstanding ADP alkej-734 52 2 , , PUNCT alkej-734 52 3 predictive predictive ADJ alkej-734 52 4 analysis analysis NOUN alkej-734 52 5 , , PUNCT alkej-734 52 6 takes take VERB alkej-734 52 7 a a DET alkej-734 52 8 phenomenon phenomenon NOUN alkej-734 52 9 , , PUNCT alkej-734 52 10 unfold unfold VERB alkej-734 52 11 the the DET alkej-734 52 12 underlying underlie VERB alkej-734 52 13 rules rule NOUN alkej-734 52 14 and and CCONJ alkej-734 52 15 construct construct VERB alkej-734 52 16 a a DET alkej-734 52 17 predictive predictive ADJ alkej-734 52 18 model model NOUN alkej-734 52 19 that that PRON alkej-734 52 20 takes take VERB alkej-734 52 21 all all DET alkej-734 52 22 the the DET alkej-734 52 23 variables variable NOUN alkej-734 52 24 into into ADP alkej-734 52 25 account account NOUN alkej-734 52 26 and and CCONJ alkej-734 52 27 restricts restrict VERB alkej-734 52 28 errors error NOUN alkej-734 52 29 between between ADP alkej-734 52 30 the the DET alkej-734 52 31 predicted predict VERB alkej-734 52 32 and and CCONJ alkej-734 52 33 the the DET alkej-734 52 34 desired desire VERB alkej-734 52 35 outcomes outcome NOUN alkej-734 52 36 [ [ X alkej-734 52 37 23 23 NUM alkej-734 52 38 ] ] PUNCT alkej-734 52 39 . . PUNCT alkej-734 53 1 since since SCONJ alkej-734 53 2 dl dl PROPN alkej-734 53 3 models model NOUN alkej-734 53 4 rely rely VERB alkej-734 53 5 on on ADP alkej-734 53 6 predictive predictive ADJ alkej-734 53 7 models model NOUN alkej-734 53 8 , , PUNCT alkej-734 53 9 cnns cnn NOUN alkej-734 53 10 granted grant VERB alkej-734 53 11 an an DET alkej-734 53 12 advantage advantage NOUN alkej-734 53 13 over over ADP alkej-734 53 14 traditional traditional ADJ alkej-734 53 15 cv cv PROPN alkej-734 53 16 methods method NOUN alkej-734 53 17 as as ADP alkej-734 53 18 high high ADJ alkej-734 53 19 accuracies accuracy NOUN alkej-734 53 20 for for ADP alkej-734 53 21 image image NOUN alkej-734 53 22 classification classification NOUN alkej-734 53 23 can can AUX alkej-734 53 24 be be AUX alkej-734 53 25 guaranteed guarantee VERB alkej-734 53 26 with with ADP alkej-734 53 27 automatic automatic ADJ alkej-734 53 28 feature feature NOUN alkej-734 53 29 extraction extraction NOUN alkej-734 53 30 , , PUNCT alkej-734 53 31 where where SCONJ alkej-734 53 32 classic classic ADJ alkej-734 53 33 cv cv NOUN alkej-734 53 34 applications application NOUN alkej-734 53 35 depend depend VERB alkej-734 53 36 on on ADP alkej-734 53 37 tedious tedious ADJ alkej-734 53 38 manual manual ADJ alkej-734 53 39 features feature VERB alkej-734 53 40 extraction extraction NOUN alkej-734 53 41 . . PUNCT alkej-734 54 1 nevertheless nevertheless ADV alkej-734 54 2 , , PUNCT alkej-734 54 3 every every DET alkej-734 54 4 model model NOUN alkej-734 54 5 requires require VERB alkej-734 54 6 some some DET alkej-734 54 7 preprocessing preprocessing NOUN alkej-734 54 8 steps step NOUN alkej-734 54 9 before before ADP alkej-734 54 10 performing perform VERB alkej-734 54 11 the the DET alkej-734 54 12 target target NOUN alkej-734 54 13 task task NOUN alkej-734 54 14 . . PUNCT alkej-734 55 1 so so ADV alkej-734 55 2 , , PUNCT alkej-734 55 3 to to PART alkej-734 55 4 conduct conduct VERB alkej-734 55 5 the the DET alkej-734 55 6 research research NOUN alkej-734 55 7 and and CCONJ alkej-734 55 8 study study VERB alkej-734 55 9 the the DET alkej-734 55 10 effects effect NOUN alkej-734 55 11 of of ADP alkej-734 55 12 the the DET alkej-734 55 13 previously previously ADV alkej-734 55 14 mentioned mention VERB alkej-734 55 15 factors factor NOUN alkej-734 55 16 , , PUNCT alkej-734 55 17 few few ADJ alkej-734 55 18 earlier early ADJ alkej-734 55 19 steps step NOUN alkej-734 55 20 were be AUX alkej-734 55 21 taken take VERB alkej-734 55 22 to to PART alkej-734 55 23 satisfy satisfy VERB alkej-734 55 24 the the DET alkej-734 55 25 prerequisites prerequisite NOUN alkej-734 55 26 of of ADP alkej-734 55 27 the the DET alkej-734 55 28 analysis analysis NOUN alkej-734 55 29 process process NOUN alkej-734 55 30 , , PUNCT alkej-734 55 31 which which PRON alkej-734 55 32 will will AUX alkej-734 55 33 be be AUX alkej-734 55 34 briefly briefly ADV alkej-734 55 35 discussed discuss VERB alkej-734 55 36 in in ADP alkej-734 55 37 the the DET alkej-734 55 38 following follow VERB alkej-734 55 39 subsections subsection NOUN alkej-734 55 40 . . PUNCT alkej-734 56 1 4.1 4.1 NUM alkej-734 56 2 data datum NOUN alkej-734 56 3 preparation preparation NOUN alkej-734 56 4 prior prior ADV alkej-734 56 5 to to ADP alkej-734 56 6 the the DET alkej-734 56 7 evaluation evaluation NOUN alkej-734 56 8 process process NOUN alkej-734 56 9 , , PUNCT alkej-734 56 10 imagery imagery NOUN alkej-734 56 11 data datum NOUN alkej-734 56 12 of of ADP alkej-734 56 13 different different ADJ alkej-734 56 14 gears gear NOUN alkej-734 56 15 with with ADP alkej-734 56 16 and and CCONJ alkej-734 56 17 without without ADP alkej-734 56 18 shape shape NOUN alkej-734 56 19 damages damage NOUN alkej-734 56 20 had have VERB alkej-734 56 21 to to PART alkej-734 56 22 be be AUX alkej-734 56 23 collected collect VERB alkej-734 56 24 to to PART alkej-734 56 25 be be AUX alkej-734 56 26 classified classify VERB alkej-734 56 27 into into ADP alkej-734 56 28 two two NUM alkej-734 56 29 classes class NOUN alkej-734 56 30 , , PUNCT alkej-734 56 31 but but CCONJ alkej-734 56 32 due due ADP alkej-734 56 33 to to ADP alkej-734 56 34 lack lack NOUN alkej-734 56 35 of of ADP alkej-734 56 36 data datum NOUN alkej-734 56 37 resources resource NOUN alkej-734 56 38 , , PUNCT alkej-734 56 39 only only ADV alkej-734 56 40 two two NUM alkej-734 56 41 gears gear NOUN alkej-734 56 42 were be AUX alkej-734 56 43 used use VERB alkej-734 56 44 as as ADP alkej-734 56 45 the the DET alkej-734 56 46 test test NOUN alkej-734 56 47 samples sample NOUN alkej-734 56 48 , , PUNCT alkej-734 56 49 in in ADP alkej-734 56 50 which which PRON alkej-734 56 51 one one PRON alkej-734 56 52 was be AUX alkej-734 56 53 used use VERB alkej-734 56 54 as as ADP alkej-734 56 55 the the DET alkej-734 56 56 healthy healthy ADJ alkej-734 56 57 class class NOUN alkej-734 56 58 and and CCONJ alkej-734 56 59 the the DET alkej-734 56 60 other other ADJ alkej-734 56 61 one one NUM alkej-734 56 62 as as ADP alkej-734 56 63 the the DET alkej-734 56 64 unhealthy unhealthy ADJ alkej-734 56 65 ( ( PUNCT alkej-734 56 66 damaged damaged ADJ alkej-734 56 67 ) ) PUNCT alkej-734 56 68 class class NOUN alkej-734 56 69 . . PUNCT alkej-734 57 1 the the DET alkej-734 57 2 images image NOUN alkej-734 57 3 for for ADP alkej-734 57 4 the the DET alkej-734 57 5 damaged damage VERB alkej-734 57 6 one one NUM alkej-734 57 7 were be AUX alkej-734 57 8 taken take VERB alkej-734 57 9 at at ADP alkej-734 57 10 several several ADJ alkej-734 57 11 stages stage NOUN alkej-734 57 12 , , PUNCT alkej-734 57 13 in in ADP alkej-734 57 14 which which PRON alkej-734 57 15 it it PRON alkej-734 57 16 started start VERB alkej-734 57 17 with with ADP alkej-734 57 18 simple simple ADJ alkej-734 57 19 damages damage NOUN alkej-734 57 20 ( ( PUNCT alkej-734 57 21 surface surface NOUN alkej-734 57 22 damage damage NOUN alkej-734 57 23 like like ADP alkej-734 57 24 scratches scratch NOUN alkej-734 57 25 were be AUX alkej-734 57 26 not not PART alkej-734 57 27 targeted target VERB alkej-734 57 28 in in ADP alkej-734 57 29 this this DET alkej-734 57 30 research research NOUN alkej-734 57 31 ) ) PUNCT alkej-734 57 32 and and CCONJ alkej-734 57 33 then then ADV alkej-734 57 34 more more ADJ alkej-734 57 35 impairments impairment NOUN alkej-734 57 36 were be AUX alkej-734 57 37 added add VERB alkej-734 57 38 using use VERB alkej-734 57 39 an an DET alkej-734 57 40 electric electric ADJ alkej-734 57 41 cutter cutter NOUN alkej-734 57 42 , , PUNCT alkej-734 57 43 as as SCONJ alkej-734 57 44 shown show VERB alkej-734 57 45 in in ADP alkej-734 57 46 fig fig NOUN alkej-734 57 47 . . PUNCT alkej-734 58 1 2 2 X alkej-734 58 2 . . X alkej-734 58 3 fig fig NOUN alkej-734 58 4 . . PUNCT alkej-734 59 1 2 2 X alkej-734 59 2 . . NUM alkej-734 59 3 damaged damage VERB alkej-734 59 4 gear gear NOUN alkej-734 59 5 during during ADP alkej-734 59 6 preparation preparation NOUN alkej-734 59 7 steps step NOUN alkej-734 59 8 . . PUNCT alkej-734 60 1 two two NUM alkej-734 60 2 phone phone NOUN alkej-734 60 3 cameras camera NOUN alkej-734 60 4 ( ( PUNCT alkej-734 60 5 24 24 NUM alkej-734 60 6 and and CCONJ alkej-734 60 7 8 8 NUM alkej-734 60 8 mega mega NOUN alkej-734 60 9 - - NOUN alkej-734 60 10 pixels pixel NOUN alkej-734 60 11 ) ) PUNCT alkej-734 60 12 were be AUX alkej-734 60 13 used use VERB alkej-734 60 14 to to PART alkej-734 60 15 capture capture VERB alkej-734 60 16 the the DET alkej-734 60 17 test test NOUN alkej-734 60 18 images image NOUN alkej-734 60 19 , , PUNCT alkej-734 60 20 moreover moreover ADV alkej-734 60 21 , , PUNCT alkej-734 60 22 a a DET alkej-734 60 23 microcomputer microcomputer NOUN alkej-734 60 24 called call VERB alkej-734 60 25 raspberry raspberry NOUN alkej-734 60 26 pi pi NOUN alkej-734 60 27 3 3 NUM alkej-734 60 28 was be AUX alkej-734 60 29 also also ADV alkej-734 60 30 used use VERB alkej-734 60 31 to to PART alkej-734 60 32 collect collect VERB alkej-734 60 33 images image NOUN alkej-734 60 34 by by ADP alkej-734 60 35 employing employ VERB alkej-734 60 36 an an DET alkej-734 60 37 attached attached ADJ alkej-734 60 38 camera camera NOUN alkej-734 60 39 board board NOUN alkej-734 60 40 with with ADP alkej-734 60 41 5 5 NUM alkej-734 60 42 mega mega NOUN alkej-734 60 43 - - NOUN alkej-734 60 44 pixels pixels ADJ alkej-734 60 45 resolution resolution NOUN alkej-734 60 46 without without ADP alkej-734 60 47 using use VERB alkej-734 60 48 any any DET alkej-734 60 49 additional additional ADJ alkej-734 60 50 lenses lense NOUN alkej-734 60 51 , , PUNCT alkej-734 60 52 as as SCONJ alkej-734 60 53 shown show VERB alkej-734 60 54 in in ADP alkej-734 60 55 fig fig NOUN alkej-734 60 56 . . PUNCT alkej-734 61 1 3 3 X alkej-734 61 2 . . X alkej-734 61 3 fig fig NOUN alkej-734 61 4 . . PUNCT alkej-734 62 1 3 3 X alkej-734 62 2 . . X alkej-734 62 3 raspberry raspberry NOUN alkej-734 62 4 pi pi NOUN alkej-734 62 5 3 3 NUM alkej-734 62 6 microcomputer microcomputer NOUN alkej-734 62 7 ( ( PUNCT alkej-734 62 8 left leave VERB alkej-734 62 9 ) ) PUNCT alkej-734 62 10 and and CCONJ alkej-734 62 11 the the DET alkej-734 62 12 camera camera NOUN alkej-734 62 13 board board NOUN alkej-734 62 14 ( ( PUNCT alkej-734 62 15 right right NOUN alkej-734 62 16 ) ) PUNCT alkej-734 62 17 . . PUNCT alkej-734 63 1 ahmed ahmed PROPN alkej-734 63 2 najah najah PROPN alkej-734 63 3 al al PROPN alkej-734 63 4 - - PUNCT alkej-734 63 5 khwarizmi khwarizmi PROPN alkej-734 63 6 engineering engineering NOUN alkej-734 63 7 journal journal PROPN alkej-734 63 8 , , PUNCT alkej-734 63 9 vol vol NOUN alkej-734 63 10 . . PROPN alkej-734 63 11 17 17 NUM alkej-734 63 12 , , PUNCT alkej-734 63 13 no no INTJ alkej-734 63 14 . . NOUN alkej-734 63 15 2 2 NUM alkej-734 63 16 , , PUNCT alkej-734 63 17 p.p p.p PROPN alkej-734 63 18 . . PROPN alkej-734 63 19 17 17 NUM alkej-734 63 20 ( ( PUNCT alkej-734 63 21 2021 2021 NUM alkej-734 63 22 ) ) PUNCT alkej-734 63 23         SPACE alkej-734 63 24 4 4 NUM alkej-734 63 25 jupyter jupyter NOUN alkej-734 63 26 notebook notebook NOUN alkej-734 63 27 , , PUNCT alkej-734 63 28 an an DET alkej-734 63 29 open open ADJ alkej-734 63 30 - - PUNCT alkej-734 63 31 source source NOUN alkej-734 63 32 development development NOUN alkej-734 63 33 environment environment NOUN alkej-734 63 34 , , PUNCT alkej-734 63 35 provides provide VERB alkej-734 63 36 the the DET alkej-734 63 37 tools tool NOUN alkej-734 63 38 to to PART alkej-734 63 39 develop develop VERB alkej-734 63 40 deep deep ADJ alkej-734 63 41 neural neural ADJ alkej-734 63 42 networks network NOUN alkej-734 63 43 and and CCONJ alkej-734 63 44 perform perform VERB alkej-734 63 45 the the DET alkej-734 63 46 necessary necessary ADJ alkej-734 63 47 processing processing NOUN alkej-734 63 48 operations operation NOUN alkej-734 63 49 and and CCONJ alkej-734 63 50 data datum NOUN alkej-734 63 51 manipulation manipulation NOUN alkej-734 63 52 . . PUNCT alkej-734 64 1 so so ADV alkej-734 64 2 , , PUNCT alkej-734 64 3 to to PART alkej-734 64 4 study study VERB alkej-734 64 5 the the DET alkej-734 64 6 proposed propose VERB alkej-734 64 7 factors factor NOUN alkej-734 64 8 , , PUNCT alkej-734 64 9 python python PROPN alkej-734 64 10 ’s ’s PART alkej-734 64 11 application application NOUN alkej-734 64 12 programming programming NOUN alkej-734 64 13 interface interface NOUN alkej-734 64 14 ( ( PUNCT alkej-734 64 15 api api NOUN alkej-734 64 16 ) ) PUNCT alkej-734 64 17 was be AUX alkej-734 64 18 used use VERB alkej-734 64 19 within within ADP alkej-734 64 20 the the DET alkej-734 64 21 environment environment NOUN alkej-734 64 22 , , PUNCT alkej-734 64 23 to to PART alkej-734 64 24 build build VERB alkej-734 64 25 the the DET alkej-734 64 26 evaluation evaluation NOUN alkej-734 64 27 code code NOUN alkej-734 64 28 , , PUNCT alkej-734 64 29 upload upload VERB alkej-734 64 30 the the DET alkej-734 64 31 network network NOUN alkej-734 64 32 and and CCONJ alkej-734 64 33 initiate initiate VERB alkej-734 64 34 the the DET alkej-734 64 35 prediction prediction NOUN alkej-734 64 36 process process NOUN alkej-734 64 37 . . PUNCT alkej-734 65 1 prior prior ADV alkej-734 65 2 to to ADP alkej-734 65 3 the the DET alkej-734 65 4 test test NOUN alkej-734 65 5 , , PUNCT alkej-734 65 6 a a DET alkej-734 65 7 function function NOUN alkej-734 65 8 was be AUX alkej-734 65 9 built build VERB alkej-734 65 10 to to PART alkej-734 65 11 convert convert VERB alkej-734 65 12 the the DET alkej-734 65 13 inserted insert VERB alkej-734 65 14 images image NOUN alkej-734 65 15 by by ADP alkej-734 65 16 modifying modify VERB alkej-734 65 17 the the DET alkej-734 65 18 dimensions dimension NOUN alkej-734 65 19 , , PUNCT alkej-734 65 20 to to PART alkej-734 65 21 meet meet VERB alkej-734 65 22 the the DET alkej-734 65 23 densenet121 densenet121 PROPN alkej-734 65 24 [ [ X alkej-734 65 25 25 25 NUM alkej-734 65 26 ] ] X alkej-734 65 27 standard standard ADJ alkej-734 65 28 image image NOUN alkej-734 65 29 dimensions dimension NOUN alkej-734 65 30 of of ADP alkej-734 65 31 ( ( PUNCT alkej-734 65 32 224 224 NUM alkej-734 65 33 × × NOUN alkej-734 65 34 224 224 NUM alkej-734 65 35 ) ) PUNCT alkej-734 65 36 pixels pixel NOUN alkej-734 65 37 that that PRON alkej-734 65 38 it it PRON alkej-734 65 39 was be AUX alkej-734 65 40 trained train VERB alkej-734 65 41 on on ADP alkej-734 65 42 in in ADP alkej-734 65 43 the the DET alkej-734 65 44 imagenet imagenet NOUN alkej-734 65 45 challenge challenge NOUN alkej-734 65 46 [ [ X alkej-734 65 47 26 26 NUM alkej-734 65 48 ] ] PUNCT alkej-734 65 49 . . PUNCT alkej-734 66 1 then then ADV alkej-734 66 2 by by ADP alkej-734 66 3 employing employ VERB alkej-734 66 4 the the DET alkej-734 66 5 model model NOUN alkej-734 66 6 as as ADP alkej-734 66 7 the the DET alkej-734 66 8 tool tool NOUN alkej-734 66 9 that that PRON alkej-734 66 10 can can AUX alkej-734 66 11 classify classify VERB alkej-734 66 12 the the DET alkej-734 66 13 images image NOUN alkej-734 66 14 , , PUNCT alkej-734 66 15 the the DET alkej-734 66 16 accuracy accuracy NOUN alkej-734 66 17 was be AUX alkej-734 66 18 predicted predict VERB alkej-734 66 19 , , PUNCT alkej-734 66 20 and and CCONJ alkej-734 66 21 according accord VERB alkej-734 66 22 to to ADP alkej-734 66 23 the the DET alkej-734 66 24 cost cost NOUN alkej-734 66 25 function function NOUN alkej-734 66 26 that that PRON alkej-734 66 27 is be AUX alkej-734 66 28 used use VERB alkej-734 66 29 in in ADP alkej-734 66 30 the the DET alkej-734 66 31 model model NOUN alkej-734 66 32 , , PUNCT alkej-734 66 33 which which PRON alkej-734 66 34 is be AUX alkej-734 66 35 binary binary PROPN alkej-734 66 36 cross cross ADJ alkej-734 66 37 - - ADJ alkej-734 66 38 entropy entropy ADJ alkej-734 66 39 function function NOUN alkej-734 66 40 , , PUNCT alkej-734 66 41 the the DET alkej-734 66 42 loss loss NOUN alkej-734 66 43 was be AUX alkej-734 66 44 also also ADV alkej-734 66 45 estimated estimate VERB alkej-734 66 46 . . PUNCT alkej-734 67 1 4 4 X alkej-734 67 2 . . X alkej-734 67 3 2 2 NUM alkej-734 67 4 . . X alkej-734 67 5 experimental experimental ADJ alkej-734 67 6 work work NOUN alkej-734 67 7 the the DET alkej-734 67 8 used used ADJ alkej-734 67 9 model model NOUN alkej-734 67 10 was be AUX alkej-734 67 11 tested test VERB alkej-734 67 12 with with ADP alkej-734 67 13 random random ADJ alkej-734 67 14 environmental environmental ADJ alkej-734 67 15 factors factor NOUN alkej-734 67 16 , , PUNCT alkej-734 67 17 so so ADV alkej-734 67 18 , , PUNCT alkej-734 67 19 to to PART alkej-734 67 20 make make VERB alkej-734 67 21 sure sure ADJ alkej-734 67 22 that that SCONJ alkej-734 67 23 the the DET alkej-734 67 24 model model NOUN alkej-734 67 25 is be AUX alkej-734 67 26 fully fully ADV alkej-734 67 27 functional functional ADJ alkej-734 67 28 and and CCONJ alkej-734 67 29 can can AUX alkej-734 67 30 be be AUX alkej-734 67 31 used use VERB alkej-734 67 32 in in ADP alkej-734 67 33 real real ADJ alkej-734 67 34 practical practical ADJ alkej-734 67 35 applications application NOUN alkej-734 67 36 and and CCONJ alkej-734 67 37 industrial industrial ADJ alkej-734 67 38 facilities facility NOUN alkej-734 67 39 , , PUNCT alkej-734 67 40 environmental environmental ADJ alkej-734 67 41 factors factor NOUN alkej-734 67 42 must must AUX alkej-734 67 43 be be AUX alkej-734 67 44 taken take VERB alkej-734 67 45 into into ADP alkej-734 67 46 consideration consideration NOUN alkej-734 67 47 . . PUNCT alkej-734 68 1 factors factor NOUN alkej-734 68 2 that that PRON alkej-734 68 3 were be AUX alkej-734 68 4 studied study VERB alkej-734 68 5 within within ADP alkej-734 68 6 this this DET alkej-734 68 7 research research NOUN alkej-734 68 8 are be AUX alkej-734 68 9 : : PUNCT alkej-734 68 10 the the DET alkej-734 68 11 intensity intensity NOUN alkej-734 68 12 of of ADP alkej-734 68 13 light light NOUN alkej-734 68 14 , , PUNCT alkej-734 68 15 the the DET alkej-734 68 16 type type NOUN alkej-734 68 17 of of ADP alkej-734 68 18 background background NOUN alkej-734 68 19 , , PUNCT alkej-734 68 20 the the DET alkej-734 68 21 resolution resolution NOUN alkej-734 68 22 of of ADP alkej-734 68 23 the the DET alkej-734 68 24 camera camera NOUN alkej-734 68 25 and and CCONJ alkej-734 68 26 the the DET alkej-734 68 27 distance distance NOUN alkej-734 68 28 between between ADP alkej-734 68 29 the the DET alkej-734 68 30 camera camera NOUN alkej-734 68 31 and and CCONJ alkej-734 68 32 the the DET alkej-734 68 33 inspected inspect VERB alkej-734 68 34 object object NOUN alkej-734 68 35 . . PUNCT alkej-734 69 1 those those DET alkej-734 69 2 factors factor NOUN alkej-734 69 3 are be AUX alkej-734 69 4 important important ADJ alkej-734 69 5 to to PART alkej-734 69 6 study study VERB alkej-734 69 7 to to PART alkej-734 69 8 select select VERB alkej-734 69 9 the the DET alkej-734 69 10 appropriate appropriate ADJ alkej-734 69 11 settings setting NOUN alkej-734 69 12 for for ADP alkej-734 69 13 the the DET alkej-734 69 14 system system NOUN alkej-734 69 15 . . PUNCT alkej-734 70 1 as as SCONJ alkej-734 70 2 can can AUX alkej-734 70 3 be be AUX alkej-734 70 4 seen see VERB alkej-734 70 5 in in ADP alkej-734 70 6 fig fig NOUN alkej-734 70 7 . . PUNCT alkej-734 71 1 4 4 NUM alkej-734 71 2 , , PUNCT alkej-734 71 3 a a DET alkej-734 71 4 light light NOUN alkej-734 71 5 - - PUNCT alkej-734 71 6 box box NOUN alkej-734 71 7 with with ADP alkej-734 71 8 three three NUM alkej-734 71 9 12watts 12watts NUM alkej-734 71 10 leds led NOUN alkej-734 71 11 was be AUX alkej-734 71 12 used use VERB alkej-734 71 13 to to PART alkej-734 71 14 take take VERB alkej-734 71 15 images image NOUN alkej-734 71 16 with with ADP alkej-734 71 17 different different ADJ alkej-734 71 18 settings setting NOUN alkej-734 71 19 of of ADP alkej-734 71 20 the the DET alkej-734 71 21 factors factor NOUN alkej-734 71 22 to to PART alkej-734 71 23 point point VERB alkej-734 71 24 out out ADP alkej-734 71 25 the the DET alkej-734 71 26 model model NOUN alkej-734 71 27 capabilities capability NOUN alkej-734 71 28 . . PUNCT alkej-734 72 1 several several ADJ alkej-734 72 2 images image NOUN alkej-734 72 3 ( ( PUNCT alkej-734 72 4 fig fig NOUN alkej-734 72 5 . . NOUN alkej-734 72 6 5 5 NUM alkej-734 72 7 ) ) PUNCT alkej-734 72 8 were be AUX alkej-734 72 9 captured capture VERB alkej-734 72 10 at at ADP alkej-734 72 11 different different ADJ alkej-734 72 12 conditions condition NOUN alkej-734 72 13 to to PART alkej-734 72 14 evaluate evaluate VERB alkej-734 72 15 the the DET alkej-734 72 16 performance performance NOUN alkej-734 72 17 of of ADP alkej-734 72 18 the the DET alkej-734 72 19 system system NOUN alkej-734 72 20 . . PUNCT alkej-734 73 1 fig fig NOUN alkej-734 73 2 . . PUNCT alkej-734 74 1 4 4 X alkej-734 74 2 . . NUM alkej-734 74 3 used use VERB alkej-734 74 4 lightbox lightbox NOUN alkej-734 74 5 for for ADP alkej-734 74 6 data datum NOUN alkej-734 74 7 gathering gathering NOUN alkej-734 74 8 . . PUNCT alkej-734 74 9     SPACE alkej-734 75 1 fig fig NOUN alkej-734 75 2 . . PUNCT alkej-734 76 1 5 5 NUM alkej-734 76 2 . . X alkej-734 77 1 some some PRON alkej-734 77 2 of of ADP alkej-734 77 3 the the DET alkej-734 77 4 evaluation evaluation NOUN alkej-734 77 5 images image NOUN alkej-734 77 6 . . PUNCT alkej-734 78 1 5 5 X alkej-734 78 2 . . X alkej-734 78 3 experimental experimental ADJ alkej-734 78 4 results result NOUN alkej-734 78 5 the the DET alkej-734 78 6 effect effect NOUN alkej-734 78 7 of of ADP alkej-734 78 8 the the DET alkej-734 78 9 distance distance NOUN alkej-734 78 10 factor factor NOUN alkej-734 78 11 along along ADV alkej-734 78 12 with with ADP alkej-734 78 13 other other ADJ alkej-734 78 14 factors factor NOUN alkej-734 78 15 on on ADP alkej-734 78 16 the the DET alkej-734 78 17 system system NOUN alkej-734 78 18 performance performance NOUN alkej-734 78 19 is be AUX alkej-734 78 20 shown show VERB alkej-734 78 21 in in ADP alkej-734 78 22 table table NOUN alkej-734 78 23 2 2 NUM alkej-734 78 24 : : PUNCT alkej-734 78 25 table table NOUN alkej-734 78 26 2 2 NUM alkej-734 78 27 , , PUNCT alkej-734 78 28 illustrates illustrate VERB alkej-734 78 29 the the DET alkej-734 78 30 performance performance NOUN alkej-734 78 31 of of ADP alkej-734 78 32 the the DET alkej-734 78 33 used use VERB alkej-734 78 34 system system NOUN alkej-734 78 35 under under ADP alkej-734 78 36 different different ADJ alkej-734 78 37 conditions condition NOUN alkej-734 78 38 . . PUNCT alkej-734 79 1 applied apply VERB alkej-734 79 2 conditions condition NOUN alkej-734 79 3 accuracy accuracy NOUN alkej-734 79 4 24 24 NUM alkej-734 79 5 mega mega NOUN alkej-734 79 6 - - NOUN alkej-734 79 7 pixels pixels VERB alkej-734 79 8 good good ADJ alkej-734 79 9 lighting lighting NOUN alkej-734 79 10 15 15 NUM alkej-734 79 11 cm cm NOUN alkej-734 79 12 distance distance NOUN alkej-734 79 13 99 99 NUM alkej-734 79 14 % % NOUN alkej-734 79 15 24 24 NUM alkej-734 79 16 mega mega NOUN alkej-734 79 17 - - NOUN alkej-734 79 18 pixels pixels ADJ alkej-734 79 19 poor poor ADJ alkej-734 79 20 lighting lighting NOUN alkej-734 79 21 15 15 NUM alkej-734 79 22 cm cm NOUN alkej-734 79 23 distance distance NOUN alkej-734 79 24 96 96 NUM alkej-734 79 25 % % NOUN alkej-734 79 26 8 8 NUM alkej-734 79 27 mega mega NOUN alkej-734 79 28 - - NOUN alkej-734 79 29 pixels pixels VERB alkej-734 79 30 good good ADJ alkej-734 79 31 lighting lighting NOUN alkej-734 79 32 15 15 NUM alkej-734 79 33 cm cm NOUN alkej-734 79 34 distance distance NOUN alkej-734 79 35 99 99 NUM alkej-734 79 36 % % NOUN alkej-734 79 37 8 8 NUM alkej-734 79 38 mega mega NOUN alkej-734 79 39 - - NOUN alkej-734 79 40 pixels pixels ADJ alkej-734 79 41 poor poor ADJ alkej-734 79 42 lighting lighting NOUN alkej-734 79 43 15 15 NUM alkej-734 79 44 cm cm NOUN alkej-734 79 45 distance distance NOUN alkej-734 79 46 92 92 NUM alkej-734 79 47 % % NOUN alkej-734 79 48 5 5 NUM alkej-734 79 49 mega mega NOUN alkej-734 79 50 - - NOUN alkej-734 79 51 pixels pixels VERB alkej-734 79 52 good good ADJ alkej-734 79 53 lighting lighting NOUN alkej-734 79 54 15 15 NUM alkej-734 79 55 cm cm NOUN alkej-734 79 56 distance distance NOUN alkej-734 79 57 99 99 NUM alkej-734 79 58 % % NOUN alkej-734 79 59 5 5 NUM alkej-734 79 60 mega mega NOUN alkej-734 79 61 - - NOUN alkej-734 79 62 pixels pixels ADJ alkej-734 79 63 poor poor ADJ alkej-734 79 64 lighting lighting NOUN alkej-734 79 65 15 15 NUM alkej-734 79 66 cm cm NOUN alkej-734 79 67 distance distance NOUN alkej-734 79 68 85 85 NUM alkej-734 79 69 % % NOUN alkej-734 79 70 5 5 NUM alkej-734 79 71 mega mega NOUN alkej-734 79 72 - - NOUN alkej-734 79 73 pixels pixels VERB alkej-734 79 74 good good ADJ alkej-734 79 75 lighting lighting NOUN alkej-734 79 76 10 10 NUM alkej-734 79 77 cm cm NOUN alkej-734 79 78 distance distance NOUN alkej-734 79 79 99 99 NUM alkej-734 79 80 % % NOUN alkej-734 79 81 5 5 NUM alkej-734 79 82 mega mega NOUN alkej-734 79 83 - - NOUN alkej-734 79 84 pixels pixels ADJ alkej-734 79 85 poor poor ADJ alkej-734 79 86 lighting lighting NOUN alkej-734 79 87 10 10 NUM alkej-734 79 88 cm cm NOUN alkej-734 79 89 distance distance NOUN alkej-734 79 90 90 90 NUM alkej-734 79 91 % % NOUN alkej-734 79 92 as as SCONJ alkej-734 79 93 it it PRON alkej-734 79 94 can can AUX alkej-734 79 95 be be AUX alkej-734 79 96 seen see VERB alkej-734 79 97 in in ADP alkej-734 79 98 table table NOUN alkej-734 79 99 2 2 NUM alkej-734 79 100 , , PUNCT alkej-734 79 101 the the DET alkej-734 79 102 model model NOUN alkej-734 79 103 showed show VERB alkej-734 79 104 a a DET alkej-734 79 105 good good ADJ alkej-734 79 106 performance performance NOUN alkej-734 79 107 discriminating discriminate VERB alkej-734 79 108 between between ADP alkej-734 79 109 damaged damaged ADJ alkej-734 79 110 and and CCONJ alkej-734 79 111 undamaged undamaged ADJ alkej-734 79 112 gears gear NOUN alkej-734 79 113 . . PUNCT alkej-734 80 1 despite despite SCONJ alkej-734 80 2 the the DET alkej-734 80 3 lowresolution lowresolution NOUN alkej-734 80 4 cameras camera NOUN alkej-734 80 5 that that PRON alkej-734 80 6 were be AUX alkej-734 80 7 used use VERB alkej-734 80 8 like like ADP alkej-734 80 9 the the DET alkej-734 80 10 5 5 NUM alkej-734 80 11 megapixels megapixels PROPN alkej-734 80 12 camera camera NOUN alkej-734 80 13 . . PUNCT alkej-734 81 1 different different ADJ alkej-734 81 2 image image NOUN alkej-734 81 3 backgrounds background NOUN alkej-734 81 4 were be AUX alkej-734 81 5 used use VERB alkej-734 81 6 during during ADP alkej-734 81 7 training training NOUN alkej-734 81 8 , , PUNCT alkej-734 81 9 consequently consequently ADV alkej-734 81 10 ; ; PUNCT alkej-734 81 11 the the DET alkej-734 81 12 model model NOUN alkej-734 81 13 ahmed ahmed PROPN alkej-734 81 14 najah najah PROPN alkej-734 81 15 al al PROPN alkej-734 81 16 - - PUNCT alkej-734 81 17 khwarizmi khwarizmi PROPN alkej-734 81 18 engineering engineering NOUN alkej-734 81 19 journal journal PROPN alkej-734 81 20 , , PUNCT alkej-734 81 21 vol vol NOUN alkej-734 81 22 . . PROPN alkej-734 81 23 17 17 NUM alkej-734 81 24 , , PUNCT alkej-734 81 25 no no INTJ alkej-734 81 26 . . NOUN alkej-734 81 27 2 2 NUM alkej-734 81 28 , , PUNCT alkej-734 81 29 p.p p.p PROPN alkej-734 81 30 . . PROPN alkej-734 81 31 17 17 NUM alkej-734 81 32 ( ( PUNCT alkej-734 81 33 2021 2021 NUM alkej-734 81 34 ) ) PUNCT alkej-734 81 35         SPACE alkej-734 81 36 5 5 NUM alkej-734 81 37 classified classify VERB alkej-734 81 38 the the DET alkej-734 81 39 object object NOUN alkej-734 81 40 at at ADP alkej-734 81 41 a a DET alkej-734 81 42 high high ADJ alkej-734 81 43 level level NOUN alkej-734 81 44 of of ADP alkej-734 81 45 certainty certainty NOUN alkej-734 81 46 despite despite SCONJ alkej-734 81 47 the the DET alkej-734 81 48 different different ADJ alkej-734 81 49 backgrounds background NOUN alkej-734 81 50 , , PUNCT alkej-734 81 51 indicating indicate VERB alkej-734 81 52 even even ADV alkej-734 81 53 lesser less ADJ alkej-734 81 54 effect effect NOUN alkej-734 81 55 than than ADP alkej-734 81 56 the the DET alkej-734 81 57 camera camera NOUN alkej-734 81 58 resolution resolution NOUN alkej-734 81 59 to to ADP alkej-734 81 60 no no DET alkej-734 81 61 effect effect NOUN alkej-734 81 62 at at ADV alkej-734 81 63 all all ADV alkej-734 81 64 on on ADP alkej-734 81 65 the the DET alkej-734 81 66 system system NOUN alkej-734 81 67 classification classification NOUN alkej-734 81 68 capability capability NOUN alkej-734 81 69 . . PUNCT alkej-734 82 1 image image NOUN alkej-734 82 2 lighting lighting NOUN alkej-734 82 3 showed show VERB alkej-734 82 4 some some DET alkej-734 82 5 noticeable noticeable ADJ alkej-734 82 6 effect effect NOUN alkej-734 82 7 on on ADP alkej-734 82 8 the the DET alkej-734 82 9 system system NOUN alkej-734 82 10 accuracy accuracy NOUN alkej-734 82 11 with with ADP alkej-734 82 12 low low ADJ alkej-734 82 13 - - PUNCT alkej-734 82 14 resolution resolution NOUN alkej-734 82 15 images image NOUN alkej-734 82 16 , , PUNCT alkej-734 82 17 in in ADP alkej-734 82 18 contrast contrast NOUN alkej-734 82 19 to to ADP alkej-734 82 20 the the DET alkej-734 82 21 high high ADJ alkej-734 82 22 resolution resolution NOUN alkej-734 82 23 images image NOUN alkej-734 82 24 , , PUNCT alkej-734 82 25 where where SCONJ alkej-734 82 26 lighting lighting NOUN alkej-734 82 27 showed show VERB alkej-734 82 28 less less ADJ alkej-734 82 29 effect effect NOUN alkej-734 82 30 on on ADP alkej-734 82 31 the the DET alkej-734 82 32 classification classification NOUN alkej-734 82 33 accuracy accuracy NOUN alkej-734 82 34 . . PUNCT alkej-734 83 1 the the DET alkej-734 83 2 distance distance NOUN alkej-734 83 3 between between ADP alkej-734 83 4 the the DET alkej-734 83 5 object object NOUN alkej-734 83 6 and and CCONJ alkej-734 83 7 the the DET alkej-734 83 8 camera camera NOUN alkej-734 83 9 was be AUX alkej-734 83 10 the the DET alkej-734 83 11 last last ADJ alkej-734 83 12 studied study VERB alkej-734 83 13 factor factor NOUN alkej-734 83 14 , , PUNCT alkej-734 83 15 in in ADP alkej-734 83 16 which which PRON alkej-734 83 17 the the DET alkej-734 83 18 position position NOUN alkej-734 83 19 of of ADP alkej-734 83 20 the the DET alkej-734 83 21 image image NOUN alkej-734 83 22 capturing capture VERB alkej-734 83 23 device device NOUN alkej-734 83 24 with with ADP alkej-734 83 25 respect respect NOUN alkej-734 83 26 to to ADP alkej-734 83 27 the the DET alkej-734 83 28 position position NOUN alkej-734 83 29 of of ADP alkej-734 83 30 the the DET alkej-734 83 31 inspected inspect VERB alkej-734 83 32 object object NOUN alkej-734 83 33 , , PUNCT alkej-734 83 34 affects affect VERB alkej-734 83 35 the the DET alkej-734 83 36 model model NOUN alkej-734 83 37 accuracy accuracy NOUN alkej-734 83 38 to to PART alkej-734 83 39 identify identify VERB alkej-734 83 40 and and CCONJ alkej-734 83 41 distinguish distinguish VERB alkej-734 83 42 between between ADP alkej-734 83 43 the the DET alkej-734 83 44 objects object NOUN alkej-734 83 45 . . PUNCT alkej-734 84 1 in in ADP alkej-734 84 2 essence essence NOUN alkej-734 84 3 , , PUNCT alkej-734 84 4 the the DET alkej-734 84 5 model model NOUN alkej-734 84 6 classification classification NOUN alkej-734 84 7 accuracy accuracy NOUN alkej-734 84 8 is be AUX alkej-734 84 9 proportional proportional ADJ alkej-734 84 10 to to ADP alkej-734 84 11 the the DET alkej-734 84 12 camera camera NOUN alkej-734 84 13 resolution resolution NOUN alkej-734 84 14 , , PUNCT alkej-734 84 15 lighting lighting NOUN alkej-734 84 16 intensity intensity NOUN alkej-734 84 17 and and CCONJ alkej-734 84 18 the the DET alkej-734 84 19 distance distance NOUN alkej-734 84 20 , , PUNCT alkej-734 84 21 with with ADP alkej-734 84 22 zero zero NUM alkej-734 84 23 effect effect NOUN alkej-734 84 24 from from ADP alkej-734 84 25 any any DET alkej-734 84 26 used use VERB alkej-734 84 27 background background NOUN alkej-734 84 28 . . PUNCT alkej-734 85 1 compared compare VERB alkej-734 85 2 to to ADP alkej-734 85 3 the the DET alkej-734 85 4 lighting lighting NOUN alkej-734 85 5 , , PUNCT alkej-734 85 6 the the DET alkej-734 85 7 distance distance NOUN alkej-734 85 8 had have VERB alkej-734 85 9 more more ADJ alkej-734 85 10 effect effect NOUN alkej-734 85 11 on on ADP alkej-734 85 12 the the DET alkej-734 85 13 accuracy accuracy NOUN alkej-734 85 14 measures measure NOUN alkej-734 85 15 . . PUNCT alkej-734 86 1 terms term NOUN alkej-734 86 2 like like ADP alkej-734 86 3 good good ADJ alkej-734 86 4 lighting lighting NOUN alkej-734 86 5 and and CCONJ alkej-734 86 6 poor poor ADJ alkej-734 86 7 lighting lighting NOUN alkej-734 86 8 refers refer VERB alkej-734 86 9 to to ADP alkej-734 86 10 the the DET alkej-734 86 11 intensity intensity NOUN alkej-734 86 12 of of ADP alkej-734 86 13 the the DET alkej-734 86 14 light light ADJ alkej-734 86 15 source source NOUN alkej-734 86 16 illumination illumination NOUN alkej-734 86 17 and and CCONJ alkej-734 86 18 how how SCONJ alkej-734 86 19 much much ADJ alkej-734 86 20 the the DET alkej-734 86 21 object object NOUN alkej-734 86 22 was be AUX alkej-734 86 23 obvious obvious ADJ alkej-734 86 24 to to ADP alkej-734 86 25 the the DET alkej-734 86 26 camera camera NOUN alkej-734 86 27 , , PUNCT alkej-734 86 28 as as SCONJ alkej-734 86 29 the the DET alkej-734 86 30 better well ADJ alkej-734 86 31 lighting lighting NOUN alkej-734 86 32 provided provide VERB alkej-734 86 33 the the DET alkej-734 86 34 more more ADV alkej-734 86 35 certain certain ADJ alkej-734 86 36 the the DET alkej-734 86 37 model model NOUN alkej-734 86 38 would would AUX alkej-734 86 39 be be AUX alkej-734 86 40 . . PUNCT alkej-734 87 1 good good ADJ alkej-734 87 2 lighting lighting NOUN alkej-734 87 3 ( ( PUNCT alkej-734 87 4 used use VERB alkej-734 87 5 lighting lighting NOUN alkej-734 87 6 ) ) PUNCT alkej-734 87 7 was be AUX alkej-734 87 8 a a DET alkej-734 87 9 minimum minimum NOUN alkej-734 87 10 of of ADP alkej-734 87 11 6.6watt 6.6watt NUM alkej-734 87 12 and and CCONJ alkej-734 87 13 poor poor ADJ alkej-734 87 14 lighting lighting NOUN alkej-734 87 15 was be AUX alkej-734 87 16 below below ADP alkej-734 87 17 that that DET alkej-734 87 18 minimum minimum NOUN alkej-734 87 19 value value NOUN alkej-734 87 20 . . PUNCT alkej-734 88 1 briefly briefly PROPN alkej-734 88 2 stated state VERB alkej-734 88 3 , , PUNCT alkej-734 88 4 the the DET alkej-734 88 5 table table NOUN alkej-734 88 6 shows show VERB alkej-734 88 7 the the DET alkej-734 88 8 system system NOUN alkej-734 88 9 performance performance NOUN alkej-734 88 10 at at ADP alkej-734 88 11 its its PRON alkej-734 88 12 best good ADJ alkej-734 88 13 at at ADP alkej-734 88 14 each each DET alkej-734 88 15 resolution resolution NOUN alkej-734 88 16 and and CCONJ alkej-734 88 17 at at ADP alkej-734 88 18 the the DET alkej-734 88 19 farthest farth ADJ alkej-734 88 20 point point NOUN alkej-734 88 21 . . PUNCT alkej-734 89 1 6 6 X alkej-734 89 2 . . X alkej-734 89 3 conclusions conclusion NOUN alkej-734 89 4 in in ADP alkej-734 89 5 this this DET alkej-734 89 6 paper paper NOUN alkej-734 89 7 , , PUNCT alkej-734 89 8 a a DET alkej-734 89 9 transfer transfer NOUN alkej-734 89 10 learning learning NOUN alkej-734 89 11 - - PUNCT alkej-734 89 12 based base VERB alkej-734 89 13 quality quality NOUN alkej-734 89 14 inspection inspection NOUN alkej-734 89 15 system system NOUN alkej-734 89 16 that that PRON alkej-734 89 17 was be AUX alkej-734 89 18 designed design VERB alkej-734 89 19 to to PART alkej-734 89 20 inspect inspect VERB alkej-734 89 21 helical helical ADJ alkej-734 89 22 gears gear NOUN alkej-734 89 23 for for ADP alkej-734 89 24 faults fault NOUN alkej-734 89 25 , , PUNCT alkej-734 89 26 was be AUX alkej-734 89 27 evaluated evaluate VERB alkej-734 89 28 under under ADP alkej-734 89 29 the the DET alkej-734 89 30 effect effect NOUN alkej-734 89 31 of of ADP alkej-734 89 32 several several ADJ alkej-734 89 33 environmental environmental ADJ alkej-734 89 34 factors factor NOUN alkej-734 89 35 . . PUNCT alkej-734 90 1 three three NUM alkej-734 90 2 cameras camera NOUN alkej-734 90 3 with with ADP alkej-734 90 4 differing differ VERB alkej-734 90 5 resolutions resolution NOUN alkej-734 90 6 were be AUX alkej-734 90 7 used use VERB alkej-734 90 8 to to PART alkej-734 90 9 gather gather VERB alkej-734 90 10 the the DET alkej-734 90 11 evaluation evaluation NOUN alkej-734 90 12 data datum NOUN alkej-734 90 13 , , PUNCT alkej-734 90 14 which which PRON alkej-734 90 15 consisted consist VERB alkej-734 90 16 of of ADP alkej-734 90 17 ten ten NUM alkej-734 90 18 images image NOUN alkej-734 90 19 at at ADP alkej-734 90 20 distances distance NOUN alkej-734 90 21 of of ADP alkej-734 90 22 15 15 NUM alkej-734 90 23 cm cm NOUN alkej-734 90 24 and and CCONJ alkej-734 90 25 10 10 NUM alkej-734 90 26 cm cm NOUN alkej-734 90 27 , , PUNCT alkej-734 90 28 different different ADJ alkej-734 90 29 backgrounds background NOUN alkej-734 90 30 and and CCONJ alkej-734 90 31 poor poor ADJ alkej-734 90 32 and and CCONJ alkej-734 90 33 good good ADJ alkej-734 90 34 lighting lighting NOUN alkej-734 90 35 intensities intensity NOUN alkej-734 90 36 . . PUNCT alkej-734 91 1 the the DET alkej-734 91 2 system system NOUN alkej-734 91 3 showed show VERB alkej-734 91 4 good good ADJ alkej-734 91 5 performance performance NOUN alkej-734 91 6 adapting adapt VERB alkej-734 91 7 to to ADP alkej-734 91 8 the the DET alkej-734 91 9 different different ADJ alkej-734 91 10 conditions condition NOUN alkej-734 91 11 , , PUNCT alkej-734 91 12 which which PRON alkej-734 91 13 conveyed convey VERB alkej-734 91 14 the the DET alkej-734 91 15 flexibility flexibility NOUN alkej-734 91 16 of of ADP alkej-734 91 17 the the DET alkej-734 91 18 system system NOUN alkej-734 91 19 and and CCONJ alkej-734 91 20 the the DET alkej-734 91 21 power power NOUN alkej-734 91 22 of of ADP alkej-734 91 23 cnns cnns PROPN alkej-734 91 24 . . PUNCT alkej-734 92 1 also also ADV alkej-734 92 2 , , PUNCT alkej-734 92 3 this this DET alkej-734 92 4 study study NOUN alkej-734 92 5 implies imply VERB alkej-734 92 6 the the DET alkej-734 92 7 ability ability NOUN alkej-734 92 8 to to PART alkej-734 92 9 build build VERB alkej-734 92 10 a a DET alkej-734 92 11 quality quality NOUN alkej-734 92 12 inspection inspection NOUN alkej-734 92 13 system system NOUN alkej-734 92 14 at at ADP alkej-734 92 15 low low ADJ alkej-734 92 16 costs cost NOUN alkej-734 92 17 as as ADP alkej-734 92 18 cheap cheap ADJ alkej-734 92 19 setups setup NOUN alkej-734 92 20 can can AUX alkej-734 92 21 be be AUX alkej-734 92 22 sufficient sufficient ADJ alkej-734 92 23 to to PART alkej-734 92 24 fulfil fulfil VERB alkej-734 92 25 the the DET alkej-734 92 26 system system NOUN alkej-734 92 27 requirements requirement NOUN alkej-734 92 28 . . PUNCT alkej-734 93 1 7 7 X alkej-734 93 2 . . X alkej-734 93 3 future future ADJ alkej-734 93 4 work work NOUN alkej-734 93 5 this this DET alkej-734 93 6 work work NOUN alkej-734 93 7 can can AUX alkej-734 93 8 be be AUX alkej-734 93 9 further far ADV alkej-734 93 10 expanded expand VERB alkej-734 93 11 by by ADP alkej-734 93 12 studying study VERB alkej-734 93 13 the the DET alkej-734 93 14 effect effect NOUN alkej-734 93 15 of of ADP alkej-734 93 16 the the DET alkej-734 93 17 previously previously ADV alkej-734 93 18 mentioned mention VERB alkej-734 93 19 conditions condition NOUN alkej-734 93 20 on on ADP alkej-734 93 21 other other ADJ alkej-734 93 22 gear gear NOUN alkej-734 93 23 sizes size NOUN alkej-734 93 24 , , PUNCT alkej-734 93 25 evaluating evaluate VERB alkej-734 93 26 the the DET alkej-734 93 27 system system NOUN alkej-734 93 28 on on ADP alkej-734 93 29 lower low ADJ alkej-734 93 30 resolutions resolution NOUN alkej-734 93 31 to to PART alkej-734 93 32 test test VERB alkej-734 93 33 its its PRON alkej-734 93 34 limits limit NOUN alkej-734 93 35 , , PUNCT alkej-734 93 36 involving involve VERB alkej-734 93 37 more more ADJ alkej-734 93 38 environmental environmental ADJ alkej-734 93 39 factors factor NOUN alkej-734 93 40 and and CCONJ alkej-734 93 41 study study VERB alkej-734 93 42 the the DET alkej-734 93 43 model model NOUN alkej-734 93 44 detection detection NOUN alkej-734 93 45 speed speed NOUN alkej-734 93 46 when when SCONJ alkej-734 93 47 deployed deploy VERB alkej-734 93 48 onto onto ADP alkej-734 93 49 low low ADJ alkej-734 93 50 - - PUNCT alkej-734 93 51 end end NOUN alkej-734 93 52 devices device NOUN alkej-734 93 53 . . PUNCT alkej-734 94 1 moreover moreover ADV alkej-734 94 2 , , PUNCT alkej-734 94 3 the the DET alkej-734 94 4 same same ADJ alkej-734 94 5 study study NOUN alkej-734 94 6 can can AUX alkej-734 94 7 be be AUX alkej-734 94 8 performed perform VERB alkej-734 94 9 on on ADP alkej-734 94 10 the the DET alkej-734 94 11 model model NOUN alkej-734 94 12 when when SCONJ alkej-734 94 13 implemented implement VERB alkej-734 94 14 on on ADP alkej-734 94 15 those those DET alkej-734 94 16 devices device NOUN alkej-734 94 17 . . PUNCT alkej-734 95 1 8 8 X alkej-734 95 2 . . PUNCT alkej-734 95 3 references reference NOUN alkej-734 95 4 [ [ X alkej-734 95 5 1 1 X alkej-734 95 6 ] ] PUNCT alkej-734 95 7 j. j. PROPN alkej-734 95 8 wang wang PROPN alkej-734 95 9 , , PUNCT alkej-734 95 10 y. y. PROPN alkej-734 95 11 ma ma PROPN alkej-734 95 12 , , PUNCT alkej-734 95 13 l. l. PROPN alkej-734 95 14 zhang zhang PROPN alkej-734 95 15 , , PUNCT alkej-734 95 16 r. r. PROPN alkej-734 95 17 x. x. PROPN alkej-734 95 18 gao gao PROPN alkej-734 95 19 and and CCONJ alkej-734 95 20 d. d. PROPN alkej-734 95 21 wu wu PROPN alkej-734 95 22 , , PUNCT alkej-734 95 23 “ " PUNCT alkej-734 95 24 deep deep ADJ alkej-734 95 25 learning learning NOUN alkej-734 95 26 for for ADP alkej-734 95 27 smart smart ADJ alkej-734 95 28 manufacturing manufacturing NOUN alkej-734 95 29 : : PUNCT alkej-734 95 30 methods method NOUN alkej-734 95 31 and and CCONJ alkej-734 95 32 applications application NOUN alkej-734 95 33 , , PUNCT alkej-734 95 34 ” " PUNCT alkej-734 95 35 journal journal NOUN alkej-734 95 36 of of ADP alkej-734 95 37 manufacturing manufacturing NOUN alkej-734 95 38 systems system NOUN alkej-734 95 39 , , PUNCT alkej-734 95 40 vol vol NOUN alkej-734 95 41 . . PROPN alkej-734 95 42 48 48 NUM alkej-734 95 43 , , PUNCT alkej-734 95 44 pp pp ADJ alkej-734 95 45 . . PUNCT alkej-734 96 1 144 144 NUM alkej-734 96 2 - - SYM alkej-734 96 3 156 156 NUM alkej-734 96 4 , , PUNCT alkej-734 96 5 2018 2018 NUM alkej-734 96 6 . . PUNCT alkej-734 97 1 [ [ X alkej-734 97 2 2 2 X alkej-734 97 3 ] ] PUNCT alkej-734 97 4 j. j. PROPN alkej-734 97 5 wang wang PROPN alkej-734 97 6 , , PUNCT alkej-734 97 7 p. p. NOUN alkej-734 97 8 fu fu PROPN alkej-734 97 9 and and CCONJ alkej-734 97 10 r. r. PROPN alkej-734 97 11 x. x. PROPN alkej-734 97 12 gao gao PROPN alkej-734 97 13 , , PUNCT alkej-734 97 14 “ " PUNCT alkej-734 97 15 machine machine NOUN alkej-734 97 16 vision vision NOUN alkej-734 97 17 intelligence intelligence NOUN alkej-734 97 18 for for ADP alkej-734 97 19 product product NOUN alkej-734 97 20 defect defect NOUN alkej-734 97 21 inspection inspection NOUN alkej-734 97 22 based base VERB alkej-734 97 23 on on ADP alkej-734 97 24 deep deep ADJ alkej-734 97 25 learning learning NOUN alkej-734 97 26 and and CCONJ alkej-734 97 27 hough hough PROPN alkej-734 97 28 transform transform VERB alkej-734 97 29 , , PUNCT alkej-734 97 30 ” " PUNCT alkej-734 97 31 journal journal NOUN alkej-734 97 32 of of ADP alkej-734 97 33 manufacturing manufacturing NOUN alkej-734 97 34 systems system NOUN alkej-734 97 35 , , PUNCT alkej-734 97 36 vol vol NOUN alkej-734 97 37 . . PROPN alkej-734 98 1 51 51 NUM alkej-734 98 2 , , PUNCT alkej-734 98 3 pp pp ADJ alkej-734 98 4 . . PUNCT alkej-734 99 1 52 52 NUM alkej-734 99 2 - - SYM alkej-734 99 3 60 60 NUM alkej-734 99 4 , , PUNCT alkej-734 99 5 2019 2019 NUM alkej-734 99 6 . . PUNCT alkej-734 100 1 [ [ X alkej-734 100 2 3 3 X alkej-734 100 3 ] ] X alkej-734 100 4 m. m. NOUN alkej-734 100 5 alencastre alencastre PROPN alkej-734 100 6 - - PUNCT alkej-734 100 7 miranda miranda PROPN alkej-734 100 8 , , PUNCT alkej-734 100 9 r. r. PROPN alkej-734 100 10 r. r. PROPN alkej-734 100 11 johnson johnson PROPN alkej-734 100 12 and and CCONJ alkej-734 100 13 h. h. PROPN alkej-734 100 14 i. i. PROPN alkej-734 100 15 krebs krebs PROPN alkej-734 100 16 , , PUNCT alkej-734 100 17 “ " PUNCT alkej-734 100 18 convolutional convolutional ADJ alkej-734 100 19 neural neural ADJ alkej-734 100 20 networks network NOUN alkej-734 100 21 and and CCONJ alkej-734 100 22 transfer transfer NOUN alkej-734 100 23 learning learning NOUN alkej-734 100 24 for for ADP alkej-734 100 25 quality quality NOUN alkej-734 100 26 inspection inspection NOUN alkej-734 100 27 of of ADP alkej-734 100 28 different different ADJ alkej-734 100 29 sugarcane sugarcane NOUN alkej-734 100 30 varieties variety NOUN alkej-734 100 31 , , PUNCT alkej-734 100 32 ” " PUNCT alkej-734 100 33 ieee ieee NOUN alkej-734 100 34 transactions transaction NOUN alkej-734 100 35 on on ADP alkej-734 100 36 industrial industrial ADJ alkej-734 100 37 informatics informatic NOUN alkej-734 100 38 , , PUNCT alkej-734 100 39 issue issue NOUN alkej-734 100 40 1941 1941 NUM alkej-734 100 41 - - SYM alkej-734 100 42 0050 0050 NUM alkej-734 100 43 , , PUNCT alkej-734 100 44 pp pp ADJ alkej-734 100 45 . . PUNCT alkej-734 101 1 1 1 NUM alkej-734 101 2 - - SYM alkej-734 101 3 1 1 NUM alkej-734 101 4 , , PUNCT alkej-734 101 5 2020 2020 NUM alkej-734 101 6 . . PUNCT alkej-734 102 1 [ [ X alkej-734 102 2 4 4 X alkej-734 102 3 ] ] X alkej-734 102 4 h. h. NOUN alkej-734 102 5 würschinge würschinge PROPN alkej-734 102 6 , , PUNCT alkej-734 102 7 m. m. NOUN alkej-734 102 8 mühlbauerl mühlbauerl PROPN alkej-734 102 9 , , PUNCT alkej-734 102 10 m. m. NOUN alkej-734 102 11 winter winter NOUN alkej-734 102 12 , , PUNCT alkej-734 102 13 m. m. NOUN alkej-734 102 14 engelbrecht engelbrecht NOUN alkej-734 102 15 and and CCONJ alkej-734 102 16 n. n. PROPN alkej-734 102 17 hanenkamp hanenkamp PROPN alkej-734 102 18 , , PUNCT alkej-734 102 19 “ " PUNCT alkej-734 102 20 implementation implementation NOUN alkej-734 102 21 and and CCONJ alkej-734 102 22 potentials potential NOUN alkej-734 102 23 of of ADP alkej-734 102 24 a a DET alkej-734 102 25 machine machine NOUN alkej-734 102 26 vision vision NOUN alkej-734 102 27 system system NOUN alkej-734 102 28 in in ADP alkej-734 102 29 a a DET alkej-734 102 30 series series NOUN alkej-734 102 31 production production NOUN alkej-734 102 32 using use VERB alkej-734 102 33 deep deep ADJ alkej-734 102 34 learning learning NOUN alkej-734 102 35 and and CCONJ alkej-734 102 36 low low ADJ alkej-734 102 37 - - PUNCT alkej-734 102 38 cost cost NOUN alkej-734 102 39 hardware hardware NOUN alkej-734 102 40 , , PUNCT alkej-734 102 41 ” " PUNCT alkej-734 102 42 procedia procedia NOUN alkej-734 102 43 cirp cirp NOUN alkej-734 102 44 , , PUNCT alkej-734 102 45 vol vol NOUN alkej-734 102 46 . . PROPN alkej-734 102 47 90 90 NUM alkej-734 102 48 , , PUNCT alkej-734 102 49 pp pp ADJ alkej-734 102 50 . . PUNCT alkej-734 102 51 611 611 NUM alkej-734 102 52 - - SYM alkej-734 102 53 616 616 NUM alkej-734 102 54 , , PUNCT alkej-734 102 55 2020 2020 NUM alkej-734 102 56 . . PUNCT alkej-734 103 1 [ [ X alkej-734 103 2 5 5 NUM alkej-734 103 3 ] ] X alkej-734 103 4 y.j y.j PROPN alkej-734 103 5 . . PROPN alkej-734 103 6 cruz cruz PROPN alkej-734 103 7 , , PUNCT alkej-734 103 8 m. m. PROPN alkej-734 103 9 rivas rivas PROPN alkej-734 103 10 , , PUNCT alkej-734 103 11 r. r. PROPN alkej-734 103 12 quiza quiza PROPN alkej-734 103 13 , , PUNCT alkej-734 103 14 g. g. PROPN alkej-734 103 15 beruvides beruvides PROPN alkej-734 103 16 and and CCONJ alkej-734 103 17 r. r. PROPN alkej-734 103 18 e. e. PROPN alkej-734 103 19 haber haber PROPN alkej-734 103 20 , , PUNCT alkej-734 103 21 “ " PUNCT alkej-734 103 22 computer computer NOUN alkej-734 103 23 vision vision NOUN alkej-734 103 24 system system NOUN alkej-734 103 25 for for ADP alkej-734 103 26 welding welding NOUN alkej-734 103 27 inspection inspection NOUN alkej-734 103 28 of of ADP alkej-734 103 29 liquefied liquefy VERB alkej-734 103 30 petroleum petroleum NOUN alkej-734 103 31 gas gas NOUN alkej-734 103 32 pressure pressure NOUN alkej-734 103 33 vessels vessel NOUN alkej-734 103 34 based base VERB alkej-734 103 35 on on ADP alkej-734 103 36 combined combine VERB alkej-734 103 37 digital digital ADJ alkej-734 103 38 image image NOUN alkej-734 103 39 processing processing NOUN alkej-734 103 40 and and CCONJ alkej-734 103 41 deep deep ADJ alkej-734 103 42 learning learning NOUN alkej-734 103 43 techniques technique NOUN alkej-734 103 44 , , PUNCT alkej-734 103 45 ” " PUNCT alkej-734 103 46 sensors sensor NOUN alkej-734 103 47 , , PUNCT alkej-734 103 48 vol vol NOUN alkej-734 103 49 . . PROPN alkej-734 103 50 20 20 NUM alkej-734 103 51 , , PUNCT alkej-734 103 52 issue issue NOUN alkej-734 103 53 16 16 NUM alkej-734 103 54 , , PUNCT alkej-734 103 55 pp pp ADJ alkej-734 103 56 . . PUNCT alkej-734 104 1 4505 4505 NUM alkej-734 104 2 , , PUNCT alkej-734 104 3 2020 2020 NUM alkej-734 104 4 . . PUNCT alkej-734 105 1 [ [ X alkej-734 105 2 6 6 NUM alkej-734 105 3 ] ] X alkej-734 105 4 y. y. PROPN alkej-734 105 5 yang yang PROPN alkej-734 105 6 , , PUNCT alkej-734 105 7 l. l. PROPN alkej-734 105 8 pan pan PROPN alkej-734 105 9 , , PUNCT alkej-734 105 10 j. j. PROPN alkej-734 105 11 ma ma PROPN alkej-734 105 12 , , PUNCT alkej-734 105 13 r. r. PROPN alkej-734 105 14 yang yang PROPN alkej-734 105 15 , , PUNCT alkej-734 105 16 y. y. PROPN alkej-734 105 17 zhu zhu PROPN alkej-734 105 18 , , PUNCT alkej-734 105 19 y. y. PROPN alkej-734 105 20 yang yang PROPN alkej-734 105 21 and and CCONJ alkej-734 105 22 l. l. PROPN alkej-734 105 23 zhang zhang PROPN alkej-734 105 24 , , PUNCT alkej-734 105 25 “ " PUNCT alkej-734 105 26 a a DET alkej-734 105 27 high high ADJ alkej-734 105 28 - - PUNCT alkej-734 105 29 performance performance NOUN alkej-734 105 30 deep deep ADJ alkej-734 105 31 learning learning NOUN alkej-734 105 32 algorithm algorithm NOUN alkej-734 105 33 for for ADP alkej-734 105 34 the the DET alkej-734 105 35 automated automate VERB alkej-734 105 36 optical optical ADJ alkej-734 105 37 inspection inspection NOUN alkej-734 105 38 of of ADP alkej-734 105 39 laser laser NOUN alkej-734 105 40 welding welding NOUN alkej-734 105 41 , , PUNCT alkej-734 105 42 ” " PUNCT alkej-734 105 43 appl appl NOUN alkej-734 105 44 . . PUNCT alkej-734 106 1 sci sci PROPN alkej-734 106 2 . . PROPN alkej-734 106 3 , , PUNCT alkej-734 106 4 vol vol NOUN alkej-734 106 5 . . PROPN alkej-734 106 6 10 10 NUM alkej-734 106 7 , , PUNCT alkej-734 106 8 issue issue NOUN alkej-734 106 9 3 3 NUM alkej-734 106 10 , , PUNCT alkej-734 106 11 pp pp ADJ alkej-734 106 12 . . PUNCT alkej-734 106 13 933 933 NUM alkej-734 106 14 , , PUNCT alkej-734 106 15 2020 2020 NUM alkej-734 106 16 . . PUNCT alkej-734 107 1 [ [ X alkej-734 107 2 7 7 X alkej-734 107 3 ] ] X alkej-734 107 4 y. y. PROPN alkej-734 107 5 yang yang PROPN alkej-734 107 6 , , PUNCT alkej-734 107 7 r. r. PROPN alkej-734 107 8 yang yang PROPN alkej-734 107 9 , , PUNCT alkej-734 107 10 l. l. PROPN alkej-734 107 11 pan pan PROPN alkej-734 107 12 , , PUNCT alkej-734 107 13 j. j. PROPN alkej-734 107 14 ma ma PROPN alkej-734 107 15 , , PUNCT alkej-734 107 16 y. y. PROPN alkej-734 107 17 zhu zhu PROPN alkej-734 107 18 , , PUNCT alkej-734 107 19 t. t. PROPN alkej-734 107 20 diao diao PROPN alkej-734 107 21 and and CCONJ alkej-734 107 22 l. l. PROPN alkej-734 107 23 zhang zhang PROPN alkej-734 107 24 , , PUNCT alkej-734 107 25 “ " PUNCT alkej-734 107 26 a a DET alkej-734 107 27 lightweight lightweight ADJ alkej-734 107 28 deep deep ADJ alkej-734 107 29 learning learning NOUN alkej-734 107 30 algorithm algorithm NOUN alkej-734 107 31 for for ADP alkej-734 107 32 inspection inspection NOUN alkej-734 107 33 of of ADP alkej-734 107 34 laser laser NOUN alkej-734 107 35 welding welding NOUN alkej-734 107 36 defects defect NOUN alkej-734 107 37 on on ADP alkej-734 107 38 safety safety NOUN alkej-734 107 39 vent vent NOUN alkej-734 107 40 of of ADP alkej-734 107 41 power power NOUN alkej-734 107 42 battery battery NOUN alkej-734 107 43 , , PUNCT alkej-734 107 44 ” " PUNCT alkej-734 107 45 computers computer NOUN alkej-734 107 46 in in ADP alkej-734 107 47 industry industry NOUN alkej-734 107 48 , , PUNCT alkej-734 107 49 vol vol NOUN alkej-734 107 50 . . NOUN alkej-734 107 51 123 123 NUM alkej-734 107 52 , , PUNCT alkej-734 107 53 issue issue NOUN alkej-734 107 54 0166 0166 NUM alkej-734 107 55 - - SYM alkej-734 107 56 3615 3615 NUM alkej-734 107 57 , , PUNCT alkej-734 107 58 pp pp ADJ alkej-734 107 59 . . PUNCT alkej-734 108 1 103306 103306 NUM alkej-734 108 2 , , PUNCT alkej-734 108 3 2020 2020 NUM alkej-734 108 4 . . PUNCT alkej-734 109 1 [ [ X alkej-734 109 2 8 8 NUM alkej-734 109 3 ] ] PUNCT alkej-734 109 4 p. p. PROPN alkej-734 109 5 cao cao PROPN alkej-734 109 6 , , PUNCT alkej-734 109 7 s. s. PROPN alkej-734 109 8 zhang zhang PROPN alkej-734 109 9 and and CCONJ alkej-734 109 10 j. j. PROPN alkej-734 109 11 tang tang PROPN alkej-734 109 12 , , PUNCT alkej-734 109 13 “ " PUNCT alkej-734 109 14 preprocessingfree preprocessingfree ADJ alkej-734 109 15 gear gear NOUN alkej-734 109 16 fault fault NOUN alkej-734 109 17 diagnosis diagnosis NOUN alkej-734 109 18 using use VERB alkej-734 109 19 small small ADJ alkej-734 109 20 datasets dataset NOUN alkej-734 109 21 with with ADP alkej-734 109 22 deep deep ADJ alkej-734 109 23 convolutional convolutional ADJ alkej-734 109 24 neural neural ADJ alkej-734 109 25 network network NOUN alkej-734 109 26 - - PUNCT alkej-734 109 27 based base VERB alkej-734 109 28 transfer transfer NOUN alkej-734 109 29 learning learning NOUN alkej-734 109 30 , , PUNCT alkej-734 109 31 ” " PUNCT alkej-734 109 32 ieee ieee NOUN alkej-734 109 33 access access NOUN alkej-734 109 34 , , PUNCT alkej-734 109 35 vol vol NOUN alkej-734 109 36 . . PROPN alkej-734 109 37 6 6 NUM alkej-734 109 38 , , PUNCT alkej-734 109 39 pp pp ADJ alkej-734 109 40 . . PUNCT alkej-734 110 1 26241 26241 NUM alkej-734 110 2 - - SYM alkej-734 110 3 26253 26253 NUM alkej-734 111 1 , , PUNCT alkej-734 111 2 may may AUX alkej-734 111 3 2018 2018 NUM alkej-734 111 4 [ [ X alkej-734 111 5 9 9 NUM alkej-734 111 6 ] ] PUNCT alkej-734 111 7 j. j. PROPN alkej-734 111 8 walsh walsh PROPN alkej-734 111 9 , , PUNCT alkej-734 111 10 n. n. PROPN alkej-734 111 11 mahony mahony PROPN alkej-734 111 12 , , PUNCT alkej-734 111 13 s. s. PROPN alkej-734 111 14 campbell campbell PROPN alkej-734 111 15 , , PUNCT alkej-734 111 16 a. a. PROPN alkej-734 111 17 carvalho carvalho PROPN alkej-734 111 18 , , PUNCT alkej-734 111 19 l. l. PROPN alkej-734 111 20 krpalkova krpalkova PROPN alkej-734 111 21 , , PUNCT alkej-734 111 22 g. g. PROPN alkej-734 111 23 velascoahmed velascoahmed PROPN alkej-734 111 24 najah najah PROPN alkej-734 111 25 al al PROPN alkej-734 111 26 - - PUNCT alkej-734 111 27 khwarizmi khwarizmi PROPN alkej-734 111 28 engineering engineering NOUN alkej-734 111 29 journal journal PROPN alkej-734 111 30 , , PUNCT alkej-734 111 31 vol vol NOUN alkej-734 111 32 . . PROPN alkej-734 111 33 17 17 NUM alkej-734 111 34 , , PUNCT alkej-734 111 35 no no INTJ alkej-734 111 36 . . NOUN alkej-734 111 37 2 2 NUM alkej-734 111 38 , , PUNCT alkej-734 111 39 p.p p.p PROPN alkej-734 111 40 . . PROPN alkej-734 111 41 17 17 NUM alkej-734 111 42 ( ( PUNCT alkej-734 111 43 2021 2021 NUM alkej-734 111 44 ) ) PUNCT alkej-734 111 45         SPACE alkej-734 111 46 6 6 NUM alkej-734 111 47 hernandez hernandez PROPN alkej-734 111 48 , , PUNCT alkej-734 111 49 et et PROPN alkej-734 111 50 al al PROPN alkej-734 111 51 . . PUNCT alkej-734 112 1 “ " PUNCT alkej-734 112 2 deep deep ADJ alkej-734 112 3 learning learning NOUN alkej-734 112 4 vs. vs. ADP alkej-734 112 5 traditional traditional ADJ alkej-734 112 6 computer computer NOUN alkej-734 112 7 vision vision NOUN alkej-734 112 8 , , PUNCT alkej-734 112 9 ” " PUNCT alkej-734 112 10 computer computer NOUN alkej-734 112 11 vision vision NOUN alkej-734 112 12 conference conference PROPN alkej-734 112 13 ( ( PUNCT alkej-734 112 14 cvc cvc NOUN alkej-734 112 15 ) ) PUNCT alkej-734 112 16 , , PUNCT alkej-734 112 17 nevada nevada PROPN alkej-734 112 18 , , PUNCT alkej-734 112 19 2019 2019 NUM alkej-734 112 20 , , PUNCT alkej-734 112 21 pp pp ADJ alkej-734 112 22 . . PUNCT alkej-734 113 1 128 128 NUM alkej-734 113 2 - - SYM alkej-734 113 3 144 144 NUM alkej-734 113 4 . . PUNCT alkej-734 114 1 [ [ X alkej-734 114 2 10 10 NUM alkej-734 114 3 ] ] X alkej-734 114 4 e. e. PROPN alkej-734 114 5 s. s. PROPN alkej-734 114 6 gadelmawla gadelmawla PROPN alkej-734 114 7 , , PUNCT alkej-734 114 8 “ " PUNCT alkej-734 114 9 computer computer NOUN alkej-734 114 10 vision vision NOUN alkej-734 114 11 algorithms algorithm NOUN alkej-734 114 12 for for ADP alkej-734 114 13 measurement measurement NOUN alkej-734 114 14 and and CCONJ alkej-734 114 15 inspection inspection NOUN alkej-734 114 16 of of ADP alkej-734 114 17 spur spur NOUN alkej-734 114 18 gears gear NOUN alkej-734 114 19 , , PUNCT alkej-734 114 20 ” " PUNCT alkej-734 114 21 measurement measurement NOUN alkej-734 114 22 , , PUNCT alkej-734 114 23 vol vol NOUN alkej-734 114 24 . . PROPN alkej-734 114 25 44 44 NUM alkej-734 114 26 , , PUNCT alkej-734 114 27 issue issue NOUN alkej-734 114 28 9 9 NUM alkej-734 114 29 , , PUNCT alkej-734 114 30 pp.1669 pp.1669 PROPN alkej-734 114 31 - - PUNCT alkej-734 114 32 1678 1678 NUM alkej-734 114 33 , , PUNCT alkej-734 114 34 july july PROPN alkej-734 114 35 2011 2011 NUM alkej-734 114 36 . . PUNCT alkej-734 115 1 [ [ X alkej-734 115 2 11 11 NUM alkej-734 115 3 ] ] X alkej-734 115 4 d.k d.k PROPN alkej-734 115 5 . . PROPN alkej-734 115 6 moru moru PROPN alkej-734 115 7 and and CCONJ alkej-734 115 8 d. d. PROPN alkej-734 115 9 borro borro PROPN alkej-734 115 10 , , PUNCT alkej-734 115 11 “ " PUNCT alkej-734 115 12 a a DET alkej-734 115 13 machine machine NOUN alkej-734 115 14 vision vision NOUN alkej-734 115 15 algorithm algorithm NOUN alkej-734 115 16 for for ADP alkej-734 115 17 quality quality NOUN alkej-734 115 18 control control NOUN alkej-734 115 19 inspection inspection NOUN alkej-734 115 20 of of ADP alkej-734 115 21 gears gear NOUN alkej-734 115 22 , , PUNCT alkej-734 115 23 ” " PUNCT alkej-734 115 24 int int NOUN alkej-734 115 25 j j PROPN alkej-734 115 26 adv adv PROPN alkej-734 115 27 manuf manuf PROPN alkej-734 115 28 technol technol PROPN alkej-734 115 29 , , PUNCT alkej-734 115 30 vol vol NOUN alkej-734 115 31 . . PROPN alkej-734 115 32 106 106 NUM alkej-734 115 33 , , PUNCT alkej-734 115 34 pp pp ADJ alkej-734 115 35 . . PUNCT alkej-734 116 1 105–123 105–123 NUM alkej-734 116 2 , , PUNCT alkej-734 116 3 2020 2020 NUM alkej-734 116 4 . . PUNCT alkej-734 117 1 [ [ X alkej-734 117 2 12 12 NUM alkej-734 117 3 ] ] PUNCT alkej-734 117 4 j. j. PROPN alkej-734 117 5 d. d. PROPN alkej-734 117 6 kothari kothari PROPN alkej-734 117 7 , , PUNCT alkej-734 117 8 “ " PUNCT alkej-734 117 9 detecting detect VERB alkej-734 117 10 welding welding NOUN alkej-734 117 11 defects defect NOUN alkej-734 117 12 in in ADP alkej-734 117 13 steel steel NOUN alkej-734 117 14 plates plate NOUN alkej-734 117 15 using use VERB alkej-734 117 16 machine machine NOUN alkej-734 117 17 learning learning NOUN alkej-734 117 18 and and CCONJ alkej-734 117 19 computer computer NOUN alkej-734 117 20 vision vision NOUN alkej-734 117 21 algorithms algorithm NOUN alkej-734 117 22 , , PUNCT alkej-734 117 23 ” " PUNCT alkej-734 117 24 ijareeie ijareeie NOUN alkej-734 117 25 , , PUNCT alkej-734 117 26 vol vol NOUN alkej-734 117 27 . . PROPN alkej-734 117 28 7 7 NUM alkej-734 117 29 , , PUNCT alkej-734 117 30 issue issue NOUN alkej-734 117 31 2278 2278 NUM alkej-734 117 32 - - SYM alkej-734 117 33 8875 8875 NUM alkej-734 117 34 , , PUNCT alkej-734 117 35 2018 2018 NUM alkej-734 117 36 . . PUNCT alkej-734 118 1 [ [ X alkej-734 118 2 13 13 NUM alkej-734 118 3 ] ] PUNCT alkej-734 118 4 m. m. NOUN alkej-734 118 5 y. y. PROPN alkej-734 118 6 sallom sallom PROPN alkej-734 118 7 , , PUNCT alkej-734 118 8 “ " PUNCT alkej-734 118 9 machine machine NOUN alkej-734 118 10 vision vision NOUN alkej-734 118 11 application application NOUN alkej-734 118 12 in in ADP alkej-734 118 13 manufacturing manufacturing NOUN alkej-734 118 14 : : PUNCT alkej-734 118 15 inspection inspection NOUN alkej-734 118 16 of of ADP alkej-734 118 17 dimensions dimension NOUN alkej-734 118 18 , , PUNCT alkej-734 118 19 ” " PUNCT alkej-734 118 20 the the DET alkej-734 118 21 iraqi iraqi ADJ alkej-734 118 22 journal journal NOUN alkej-734 118 23 for for ADP alkej-734 118 24 mechanical mechanical ADJ alkej-734 118 25 and and CCONJ alkej-734 118 26 material material NOUN alkej-734 118 27 engineering engineering NOUN alkej-734 118 28 , , PUNCT alkej-734 118 29 vol vol NOUN alkej-734 118 30 . . PROPN alkej-734 118 31 16 16 NUM alkej-734 118 32 , , PUNCT alkej-734 118 33 issue issue NOUN alkej-734 118 34 3 3 NUM alkej-734 118 35 , , PUNCT alkej-734 118 36 2016 2016 NUM alkej-734 118 37 . . PUNCT alkej-734 119 1 [ [ X alkej-734 119 2 14 14 NUM alkej-734 119 3 ] ] X alkej-734 119 4 g. g. PROPN alkej-734 119 5 peng peng PROPN alkej-734 119 6 , , PUNCT alkej-734 119 7 z. z. PROPN alkej-734 119 8 zhang zhang PROPN alkej-734 119 9 and and CCONJ alkej-734 119 10 w. w. PROPN alkej-734 119 11 li li PROPN alkej-734 119 12 , , PUNCT alkej-734 119 13 “ " PUNCT alkej-734 119 14 computer computer NOUN alkej-734 119 15 vision vision NOUN alkej-734 119 16 algorithm algorithm NOUN alkej-734 119 17 for for ADP alkej-734 119 18 measurement measurement NOUN alkej-734 119 19 and and CCONJ alkej-734 119 20 inspection inspection NOUN alkej-734 119 21 of of ADP alkej-734 119 22 o o NOUN alkej-734 119 23 - - NOUN alkej-734 119 24 rings ring NOUN alkej-734 119 25 , , PUNCT alkej-734 119 26 ” " PUNCT alkej-734 119 27 measurement measurement NOUN alkej-734 119 28 , , PUNCT alkej-734 119 29 vol vol NOUN alkej-734 119 30 . . PROPN alkej-734 119 31 94 94 NUM alkej-734 119 32 , , PUNCT alkej-734 119 33 issue issue NOUN alkej-734 119 34 0263 0263 NUM alkej-734 119 35 - - SYM alkej-734 119 36 2241 2241 NUM alkej-734 119 37 , , PUNCT alkej-734 119 38 pp pp ADP alkej-734 119 39 . . PUNCT alkej-734 120 1 828 828 NUM alkej-734 120 2 - - SYM alkej-734 120 3 836 836 NUM alkej-734 120 4 , , PUNCT alkej-734 120 5 2016 2016 NUM alkej-734 120 6 . . PUNCT alkej-734 121 1 [ [ X alkej-734 121 2 15 15 NUM alkej-734 121 3 ] ] X alkej-734 121 4 c. c. PROPN alkej-734 121 5 beltr´an beltr´an PROPN alkej-734 121 6 - - PUNCT alkej-734 121 7 gonz´alez gonz´alez NOUN alkej-734 121 8 , , PUNCT alkej-734 121 9 m. m. NOUN alkej-734 121 10 bustero bustero PROPN alkej-734 121 11 and and CCONJ alkej-734 121 12 a. a. PROPN alkej-734 121 13 del del PROPN alkej-734 121 14 bue bue PROPN alkej-734 121 15 , , PUNCT alkej-734 121 16 “ " PUNCT alkej-734 121 17 external external ADJ alkej-734 121 18 and and CCONJ alkej-734 121 19 internal internal ADJ alkej-734 121 20 quality quality NOUN alkej-734 121 21 inspection inspection NOUN alkej-734 121 22 of of ADP alkej-734 121 23 aerospace aerospace NOUN alkej-734 121 24 components component NOUN alkej-734 121 25 , , PUNCT alkej-734 121 26 ” " PUNCT alkej-734 121 27 ieee ieee NOUN alkej-734 121 28 7th 7th ADJ alkej-734 121 29 international international ADJ alkej-734 121 30 workshop workshop NOUN alkej-734 121 31 on on ADP alkej-734 121 32 metrology metrology NOUN alkej-734 121 33 for for ADP alkej-734 121 34 aerospace aerospace NOUN alkej-734 121 35 ( ( PUNCT alkej-734 121 36 metroaerospace metroaerospace NOUN alkej-734 121 37 ) ) PUNCT alkej-734 121 38 , , PUNCT alkej-734 121 39 pisa pisa PROPN alkej-734 121 40 , , PUNCT alkej-734 121 41 italy italy PROPN alkej-734 121 42 , , PUNCT alkej-734 121 43 2020 2020 NUM alkej-734 121 44 , , PUNCT alkej-734 121 45 pp pp ADV alkej-734 121 46 . . PUNCT alkej-734 122 1 351 351 NUM alkej-734 122 2 - - SYM alkej-734 122 3 355 355 NUM alkej-734 122 4 . . PUNCT alkej-734 123 1 [ [ X alkej-734 123 2 16 16 NUM alkej-734 123 3 ] ] X alkej-734 123 4 l. l. PROPN alkej-734 123 5 scime scime PROPN alkej-734 123 6 and and CCONJ alkej-734 123 7 j. j. PROPN alkej-734 123 8 beuth beuth PROPN alkej-734 123 9 , , PUNCT alkej-734 123 10 “ " PUNCT alkej-734 123 11 anomaly anomaly NOUN alkej-734 123 12 detection detection NOUN alkej-734 123 13 and and CCONJ alkej-734 123 14 classification classification NOUN alkej-734 123 15 in in ADP alkej-734 123 16 a a DET alkej-734 123 17 laser laser NOUN alkej-734 123 18 powder powder NOUN alkej-734 123 19 bed bed NOUN alkej-734 123 20 additive additive NOUN alkej-734 123 21 manufacturing manufacturing NOUN alkej-734 123 22 process process NOUN alkej-734 123 23 using use VERB alkej-734 123 24 a a DET alkej-734 123 25 trained train VERB alkej-734 123 26 computer computer NOUN alkej-734 123 27 vision vision NOUN alkej-734 123 28 algorithm algorithm NOUN alkej-734 123 29 , , PUNCT alkej-734 123 30 ” " PUNCT alkej-734 123 31 additive additive ADJ alkej-734 123 32 manufacturing manufacturing NOUN alkej-734 123 33 , , PUNCT alkej-734 123 34 vol vol NOUN alkej-734 123 35 . . PROPN alkej-734 123 36 19 19 NUM alkej-734 123 37 , , PUNCT alkej-734 123 38 issue issue NOUN alkej-734 123 39 2214 2214 NUM alkej-734 123 40 - - SYM alkej-734 123 41 8604 8604 NUM alkej-734 123 42 , , PUNCT alkej-734 123 43 pp pp ADV alkej-734 123 44 . . PUNCT alkej-734 123 45 114 114 NUM alkej-734 123 46 - - SYM alkej-734 123 47 126 126 NUM alkej-734 123 48 , , PUNCT alkej-734 123 49 2018 2018 NUM alkej-734 123 50 . . PUNCT alkej-734 124 1 [ [ X alkej-734 124 2 17 17 NUM alkej-734 124 3 ] ] X alkej-734 124 4 e. e. PROPN alkej-734 124 5 asoudegi asoudegi PROPN alkej-734 124 6 and and CCONJ alkej-734 124 7 z. z. PROPN alkej-734 124 8 pan pan PROPN alkej-734 124 9 , , PUNCT alkej-734 124 10 “ " PUNCT alkej-734 124 11 computer computer NOUN alkej-734 124 12 vision vision NOUN alkej-734 124 13 for for ADP alkej-734 124 14 quality quality NOUN alkej-734 124 15 control control NOUN alkej-734 124 16 in in ADP alkej-734 124 17 automated automate VERB alkej-734 124 18 manufacturing manufacturing NOUN alkej-734 124 19 systems system NOUN alkej-734 124 20 , , PUNCT alkej-734 124 21 ” " PUNCT alkej-734 124 22 computers computer NOUN alkej-734 124 23 and and CCONJ alkej-734 124 24 ind ind NOUN alkej-734 124 25 . . PUNCT alkej-734 125 1 engng engng ADJ alkej-734 125 2 , , PUNCT alkej-734 125 3 vol vol NOUN alkej-734 125 4 . . PROPN alkej-734 125 5 21 21 NUM alkej-734 125 6 , , PUNCT alkej-734 125 7 issue issue NOUN alkej-734 125 8 1 1 NUM alkej-734 125 9 - - SYM alkej-734 125 10 4 4 NUM alkej-734 125 11 , , PUNCT alkej-734 125 12 pp pp ADJ alkej-734 125 13 . . PUNCT alkej-734 126 1 141 141 NUM alkej-734 126 2 - - SYM alkej-734 126 3 145 145 NUM alkej-734 126 4 , , PUNCT alkej-734 126 5 1991 1991 NUM alkej-734 126 6 . . PUNCT alkej-734 127 1 [ [ X alkej-734 127 2 18 18 NUM alkej-734 127 3 ] ] PUNCT alkej-734 127 4 p. p. NOUN alkej-734 127 5 wang wang PROPN alkej-734 127 6 and and CCONJ alkej-734 127 7 r. r. PROPN alkej-734 127 8 x. x. PROPN alkej-734 127 9 gao gao PROPN alkej-734 127 10 , , PUNCT alkej-734 127 11 “ " PUNCT alkej-734 127 12 transfer transfer NOUN alkej-734 127 13 learning learning NOUN alkej-734 127 14 for for ADP alkej-734 127 15 enhanced enhanced ADJ alkej-734 127 16 machine machine NOUN alkej-734 127 17 fault fault NOUN alkej-734 127 18 diagnosis diagnosis NOUN alkej-734 127 19 in in ADP alkej-734 127 20 manufacturing manufacturing NOUN alkej-734 127 21 , , PUNCT alkej-734 127 22 ” " PUNCT alkej-734 127 23 cirp cirp NOUN alkej-734 127 24 annals annal NOUN alkej-734 127 25 manufacturing manufacture VERB alkej-734 127 26 technology technology NOUN alkej-734 127 27 , , PUNCT alkej-734 127 28 vol vol NOUN alkej-734 127 29 . . PROPN alkej-734 127 30 69 69 NUM alkej-734 127 31 , , PUNCT alkej-734 127 32 issue issue NOUN alkej-734 127 33 1 1 NUM alkej-734 127 34 , , PUNCT alkej-734 127 35 pp pp ADJ alkej-734 127 36 . . PUNCT alkej-734 128 1 413 413 NUM alkej-734 128 2 - - SYM alkej-734 128 3 416 416 NUM alkej-734 128 4 , , PUNCT alkej-734 128 5 2020 2020 NUM alkej-734 128 6 . . PUNCT alkej-734 129 1 [ [ X alkej-734 129 2 19 19 NUM alkej-734 129 3 ] ] X alkej-734 129 4 c. c. PROPN alkej-734 129 5 tan tan PROPN alkej-734 129 6 , , PUNCT alkej-734 129 7 f. f. PROPN alkej-734 129 8 sun sun PROPN alkej-734 129 9 , , PUNCT alkej-734 129 10 t. t. PROPN alkej-734 129 11 kong kong PROPN alkej-734 129 12 , , PUNCT alkej-734 129 13 w. w. PROPN alkej-734 129 14 zhang zhang PROPN alkej-734 129 15 , , PUNCT alkej-734 129 16 c. c. PROPN alkej-734 129 17 yang yang PROPN alkej-734 129 18 and and CCONJ alkej-734 129 19 c. c. PROPN alkej-734 129 20 liu liu PROPN alkej-734 129 21 , , PUNCT alkej-734 129 22 “ " PUNCT alkej-734 129 23 a a DET alkej-734 129 24 survey survey NOUN alkej-734 129 25 on on ADP alkej-734 129 26 deep deep ADJ alkej-734 129 27 transfer transfer NOUN alkej-734 129 28 learning learning NOUN alkej-734 129 29 , , PUNCT alkej-734 129 30 ” " PUNCT alkej-734 129 31 international international ADJ alkej-734 129 32 conference conference NOUN alkej-734 129 33 on on ADP alkej-734 129 34 artificial artificial ADJ alkej-734 129 35 neural neural ADJ alkej-734 129 36 networks network NOUN alkej-734 129 37 – – PUNCT alkej-734 129 38 icann icann ADJ alkej-734 129 39 2018 2018 NUM alkej-734 129 40 , , PUNCT alkej-734 129 41 vol vol NOUN alkej-734 129 42 11141 11141 NUM alkej-734 129 43 . . PUNCT alkej-734 130 1 springer springer NOUN alkej-734 130 2 , , PUNCT alkej-734 130 3 cham cham PROPN alkej-734 130 4 . . PUNCT alkej-734 131 1 [ [ X alkej-734 131 2 20 20 NUM alkej-734 131 3 ] ] PUNCT alkej-734 131 4 s. s. PROPN alkej-734 131 5 hou hou PROPN alkej-734 131 6 , , PUNCT alkej-734 131 7 b. b. PROPN alkej-734 131 8 dong dong PROPN alkej-734 131 9 , , PUNCT alkej-734 131 10 h. h. PROPN alkej-734 131 11 wang wang PROPN alkej-734 131 12 and and CCONJ alkej-734 131 13 g. g. PROPN alkej-734 131 14 wu wu PROPN alkej-734 131 15 , , PUNCT alkej-734 131 16 “ " PUNCT alkej-734 131 17 inspection inspection NOUN alkej-734 131 18 of of ADP alkej-734 131 19 surface surface NOUN alkej-734 131 20 defects defect NOUN alkej-734 131 21 on on ADP alkej-734 131 22 stay stay NOUN alkej-734 131 23 cables cable NOUN alkej-734 131 24 using use VERB alkej-734 131 25 a a DET alkej-734 131 26 robot robot NOUN alkej-734 131 27 and and CCONJ alkej-734 131 28 transfer transfer NOUN alkej-734 131 29 learning learning NOUN alkej-734 131 30 , , PUNCT alkej-734 131 31 ” " PUNCT alkej-734 131 32 automation automation NOUN alkej-734 131 33 in in ADP alkej-734 131 34 construction construction NOUN alkej-734 131 35 , , PUNCT alkej-734 131 36 vol vol NOUN alkej-734 131 37 . . PROPN alkej-734 131 38 119 119 NUM alkej-734 131 39 , , PUNCT alkej-734 131 40 issue issue NOUN alkej-734 131 41 0926 0926 NUM alkej-734 131 42 - - SYM alkej-734 131 43 5805 5805 NUM alkej-734 131 44 , , PUNCT alkej-734 131 45 2020 2020 NUM alkej-734 131 46 . . PUNCT alkej-734 132 1 [ [ X alkej-734 132 2 21 21 NUM alkej-734 132 3 ] ] X alkej-734 132 4 c.k c.k PROPN alkej-734 132 5 . . PROPN alkej-734 132 6 shie shie PROPN alkej-734 132 7 , , PUNCT alkej-734 132 8 c.h c.h PROPN alkej-734 132 9 . . PROPN alkej-734 132 10 chuang chuang PROPN alkej-734 132 11 , , PUNCT alkej-734 132 12 c.n c.n PROPN alkej-734 132 13 . . PROPN alkej-734 132 14 chou chou PROPN alkej-734 132 15 , , PUNCT alkej-734 132 16 m.h m.h PROPN alkej-734 132 17 . . PROPN alkej-734 132 18 wu wu PROPN alkej-734 132 19 and and CCONJ alkej-734 132 20 e.y e.y PROPN alkej-734 132 21 . . PROPN alkej-734 132 22 chang chang PROPN alkej-734 132 23 , , PUNCT alkej-734 132 24 2015 2015 NUM alkej-734 132 25 , , PUNCT alkej-734 132 26 august august PROPN alkej-734 132 27 . . PUNCT alkej-734 133 1 “ " PUNCT alkej-734 133 2 transfer transfer NOUN alkej-734 133 3 representation representation NOUN alkej-734 133 4 learning learning NOUN alkej-734 133 5 for for ADP alkej-734 133 6 medical medical ADJ alkej-734 133 7 image image NOUN alkej-734 133 8 analysis analysis NOUN alkej-734 133 9 , , PUNCT alkej-734 133 10 ” " PUNCT alkej-734 133 11 37th 37th ADJ alkej-734 133 12 annual annual ADJ alkej-734 133 13 international international ADJ alkej-734 133 14 conference conference NOUN alkej-734 133 15 of of ADP alkej-734 133 16 the the DET alkej-734 133 17 ieee ieee PROPN alkej-734 133 18 , , PUNCT alkej-734 133 19 milan milan PROPN alkej-734 133 20 , , PUNCT alkej-734 133 21 2015 2015 NUM alkej-734 133 22 , , PUNCT alkej-734 133 23 pp pp ADJ alkej-734 133 24 . . PUNCT alkej-734 134 1 711 711 NUM alkej-734 134 2 - - SYM alkej-734 134 3 714 714 NUM alkej-734 134 4 . . PUNCT alkej-734 135 1 [ [ X alkej-734 135 2 22 22 NUM alkej-734 135 3 ] ] PUNCT alkej-734 135 4 r. r. PROPN alkej-734 135 5 zhang zhang PROPN alkej-734 135 6 , , PUNCT alkej-734 135 7 h. h. PROPN alkej-734 135 8 tao tao PROPN alkej-734 135 9 , , PUNCT alkej-734 135 10 l. l. PROPN alkej-734 135 11 wu wu PROPN alkej-734 135 12 and and CCONJ alkej-734 135 13 y. y. PROPN alkej-734 135 14 guan guan PROPN alkej-734 135 15 , , PUNCT alkej-734 135 16 “ " PUNCT alkej-734 135 17 transfer transfer NOUN alkej-734 135 18 learning learning NOUN alkej-734 135 19 with with ADP alkej-734 135 20 neural neural ADJ alkej-734 135 21 networks network NOUN alkej-734 135 22 for for ADP alkej-734 135 23 bearing bear VERB alkej-734 135 24 fault fault NOUN alkej-734 135 25 diagnosis diagnosis NOUN alkej-734 135 26 in in ADP alkej-734 135 27 changing change VERB alkej-734 135 28 working work VERB alkej-734 135 29 conditions condition NOUN alkej-734 135 30 , , PUNCT alkej-734 135 31 ” " PUNCT alkej-734 135 32 ieee ieee NOUN alkej-734 135 33 access access NOUN alkej-734 135 34 , , PUNCT alkej-734 135 35 vol vol NOUN alkej-734 135 36 . . PROPN alkej-734 135 37 5 5 NUM alkej-734 135 38 , , PUNCT alkej-734 135 39 pp.1434714357 pp.1434714357 PROPN alkej-734 135 40 , , PUNCT alkej-734 135 41 june june PROPN alkej-734 135 42 2017 2017 NUM alkej-734 135 43 . . PUNCT alkej-734 136 1 [ [ X alkej-734 136 2 23 23 NUM alkej-734 136 3 ] ] X alkej-734 136 4 g. g. PROPN alkej-734 136 5 bonaccorso bonaccorso PROPN alkej-734 136 6 , , PUNCT alkej-734 136 7 machine machine NOUN alkej-734 136 8 learning learning NOUN alkej-734 136 9 algorithms algorithm NOUN alkej-734 136 10 : : PUNCT alkej-734 136 11 popular popular ADJ alkej-734 136 12 algorithms algorithm NOUN alkej-734 136 13 for for ADP alkej-734 136 14 data data NOUN alkej-734 136 15 science science NOUN alkej-734 136 16 and and CCONJ alkej-734 136 17 machine machine NOUN alkej-734 136 18 learning learning NOUN alkej-734 136 19 , , PUNCT alkej-734 136 20 2nd 2nd ADJ alkej-734 136 21 ed ed NOUN alkej-734 136 22 . . PUNCT alkej-734 137 1 birmingham birmingham PROPN alkej-734 137 2 : : PUNCT alkej-734 137 3 packt packt PROPN alkej-734 137 4 publishing publishing NOUN alkej-734 137 5 , , PUNCT alkej-734 137 6 2018 2018 NUM alkej-734 137 7 . . PUNCT alkej-734 138 1 [ [ X alkej-734 138 2 24 24 NUM alkej-734 138 3 ] ] X alkej-734 138 4 n. n. PROPN alkej-734 138 5 mahony mahony PROPN alkej-734 138 6 , , PUNCT alkej-734 138 7 t. t. PROPN alkej-734 138 8 murphy murphy PROPN alkej-734 138 9 , , PUNCT alkej-734 138 10 k. k. PROPN alkej-734 138 11 panduru panduru PROPN alkej-734 138 12 , , PUNCT alkej-734 138 13 d. d. PROPN alkej-734 138 14 riordan riordan PROPN alkej-734 138 15 and and CCONJ alkej-734 138 16 j. j. PROPN alkej-734 138 17 walsh walsh PROPN alkej-734 138 18 . . PUNCT alkej-734 139 1 “ " PUNCT alkej-734 139 2 improving improve VERB alkej-734 139 3 controller controller NOUN alkej-734 139 4 performance performance NOUN alkej-734 139 5 in in ADP alkej-734 139 6 a a DET alkej-734 139 7 powder powder NOUN alkej-734 139 8 blending blend VERB alkej-734 139 9 process process NOUN alkej-734 139 10 using use VERB alkej-734 139 11 predictive predictive ADJ alkej-734 139 12 control control NOUN alkej-734 139 13 , , PUNCT alkej-734 139 14 ” " PUNCT alkej-734 139 15 irish irish ADJ alkej-734 139 16 signals signal NOUN alkej-734 139 17 and and CCONJ alkej-734 139 18 systems system NOUN alkej-734 139 19 conference conference NOUN alkej-734 139 20 ( ( PUNCT alkej-734 139 21 issc issc NOUN alkej-734 139 22 ) ) PUNCT alkej-734 139 23 , , PUNCT alkej-734 139 24 killarney killarney NOUN alkej-734 139 25 , , PUNCT alkej-734 139 26 2017 2017 NUM alkej-734 139 27 , , PUNCT alkej-734 139 28 pp pp ADJ alkej-734 139 29 . . PUNCT alkej-734 140 1 1 1 NUM alkej-734 140 2 - - SYM alkej-734 140 3 6 6 NUM alkej-734 140 4 . . PUNCT alkej-734 141 1 [ [ X alkej-734 141 2 25 25 NUM alkej-734 141 3 ] ] X alkej-734 141 4 g. g. PROPN alkej-734 141 5 huang huang PROPN alkej-734 141 6 , , PUNCT alkej-734 141 7 z. z. PROPN alkej-734 141 8 liu liu PROPN alkej-734 141 9 , , PUNCT alkej-734 141 10 l. l. PROPN alkej-734 141 11 van van PROPN alkej-734 141 12 der der PROPN alkej-734 141 13 maaten maaten VERB alkej-734 141 14 and and CCONJ alkej-734 141 15 k. k. PROPN alkej-734 141 16 q. q. PROPN alkej-734 141 17 weinberger weinberger PROPN alkej-734 141 18 , , PUNCT alkej-734 141 19 “ " PUNCT alkej-734 141 20 densely densely ADV alkej-734 141 21 connected connected ADJ alkej-734 141 22 convolutional convolutional ADJ alkej-734 141 23 networks network NOUN alkej-734 141 24 , , PUNCT alkej-734 141 25 ” " PUNCT alkej-734 141 26 ieee ieee NOUN alkej-734 141 27 conference conference NOUN alkej-734 141 28 on on ADP alkej-734 141 29 computer computer NOUN alkej-734 141 30 vision vision NOUN alkej-734 141 31 and and CCONJ alkej-734 141 32 pattern pattern NOUN alkej-734 141 33 recognition recognition NOUN alkej-734 141 34 ( ( PUNCT alkej-734 141 35 cvpr cvpr NOUN alkej-734 141 36 ) ) PUNCT alkej-734 141 37 , , PUNCT alkej-734 141 38 hawaii hawaii PROPN alkej-734 141 39 , , PUNCT alkej-734 141 40 2017 2017 NUM alkej-734 141 41 , , PUNCT alkej-734 141 42 pp pp ADJ alkej-734 141 43 . . PUNCT alkej-734 142 1 2261 2261 NUM alkej-734 142 2 - - SYM alkej-734 142 3 2269 2269 NUM alkej-734 142 4 . . PUNCT alkej-734 143 1 [ [ X alkej-734 143 2 26 26 NUM alkej-734 143 3 ] ] PUNCT alkej-734 143 4 j. j. PROPN alkej-734 143 5 deng deng PROPN alkej-734 143 6 , , PUNCT alkej-734 143 7 w. w. PROPN alkej-734 143 8 dong dong PROPN alkej-734 143 9 , , PUNCT alkej-734 143 10 r. r. PROPN alkej-734 143 11 socher socher PROPN alkej-734 143 12 , , PUNCT alkej-734 143 13 l.j l.j PROPN alkej-734 143 14 . . PROPN alkej-734 143 15 li li PROPN alkej-734 143 16 , , PUNCT alkej-734 143 17 k. k. PROPN alkej-734 143 18 li li PROPN alkej-734 143 19 , , PUNCT alkej-734 143 20 and and CCONJ alkej-734 143 21 l. l. PROPN alkej-734 143 22 feifei feifei PROPN alkej-734 143 23 , , PUNCT alkej-734 143 24 “ " PUNCT alkej-734 143 25 imagenet imagenet NOUN alkej-734 143 26 : : PUNCT alkej-734 143 27 a a DET alkej-734 143 28 large large ADJ alkej-734 143 29 - - PUNCT alkej-734 143 30 scale scale NOUN alkej-734 143 31 hierarchical hierarchical ADJ alkej-734 143 32 image image NOUN alkej-734 143 33 database database NOUN alkej-734 143 34 , , PUNCT alkej-734 143 35 ” " PUNCT alkej-734 143 36 ieee ieee NOUN alkej-734 143 37 conference conference NOUN alkej-734 143 38 on on ADP alkej-734 143 39 computer computer NOUN alkej-734 143 40 vision vision NOUN alkej-734 143 41 and and CCONJ alkej-734 143 42 pattern pattern NOUN alkej-734 143 43 recognition recognition NOUN alkej-734 143 44 ( ( PUNCT alkej-734 143 45 cvpr cvpr NOUN alkej-734 143 46 ) ) PUNCT alkej-734 143 47 , , PUNCT alkej-734 143 48 florida florida PROPN alkej-734 143 49 , , PUNCT alkej-734 143 50 2009 2009 NUM alkej-734 143 51 , , PUNCT alkej-734 143 52 pp pp ADJ alkej-734 143 53 . . PUNCT alkej-734 143 54 248255 248255 NUM alkej-734 143 55 . . PUNCT alkej-734 143 56     SPACE alkej-734 143 57 ) ) PUNCT alkej-734 143 58 2021 2021 NUM alkej-734 143 59 ( ( PUNCT alkej-734 143 60 17 17 NUM alkej-734 143 61 صفحة صفحة PROPN alkej-734 143 62 ، ، PROPN alkej-734 143 63 2العدد 2العدد NUM alkej-734 143 64 ، ، NOUN alkej-734 143 65 17المجلد 17المجلد X alkej-734 143 66 الهندسية الهندسية PROPN alkej-734 143 67 الخوارزمي الخوارزمي VERB alkej-734 143 68 جلةم جلةم PROPN alkej-734 143 69 احمد احمد PROPN alkej-734 143 70 نجاح نجاح PROPN alkej-734 143 71 7 7 NUM alkej-734 143 72 تأثير تأثير PROPN alkej-734 143 73 العوامل العوامل NOUN alkej-734 143 74 البيئية البيئية PROPN alkej-734 143 75 على على PROPN alkej-734 143 76 دقة دقة NOUN alkej-734 143 77 نظام نظام VERB alkej-734 143 78 فحص فحص PROPN alkej-734 143 79 جودة جودة PROPN alkej-734 143 80 مبني مبني PROPN alkej-734 143 81 على على NOUN alkej-734 143 82 التعلم التعلم NOUN alkej-734 143 83 بالنقل بالنقل ADJ alkej-734 143 84 * * PUNCT alkej-734 143 85 * * PUNCT alkej-734 143 86 * * ADJ alkej-734 143 87 حجام حجام PROPN alkej-734 143 88 خضير خضير PROPN alkej-734 143 89 وسام وسام PROPN alkej-734 143 90 سعدي سعدي PROPN alkej-734 143 91 * * PROPN alkej-734 143 92 * * PROPN alkej-734 143 93 فائز فائز PROPN alkej-734 143 94 فوزي فوزي PROPN alkej-734 143 95 مصطفى مصطفى PROPN alkej-734 143 96 * * PUNCT alkej-734 143 97 احمد احمد PROPN alkej-734 143 98 نجاح نجاح NOUN alkej-734 143 99 | | ADV alkej-734 143 100 كلية كلية NOUN alkej-734 143 101 الهندسة الهندسة NOUN alkej-734 143 102 الخوارزمي| الخوارزمي| VERB alkej-734 143 103 جامعة جامعة PROPN alkej-734 143 104 بغداد بغداد PROPN alkej-734 143 105 قسم قسم PROPN alkej-734 143 106 هندسة هندسة PROPN alkej-734 143 107 التصنيع التصنيع PROPN alkej-734 143 108 المؤتمت المؤتمت PROPN alkej-734 143 109 * * X alkej-734 143 110 ، ، X alkej-734 143 111 * * X alkej-734 143 112 * * PUNCT alkej-734 144 1 * * PUNCT alkej-734 144 2 * * PUNCT alkej-734 144 3 قسم قسم PROPN alkej-734 144 4 هندسة هندسة NOUN alkej-734 144 5 الميكاترونكس| الميكاترونكس| NUM alkej-734 144 6 كلية كلية NOUN alkej-734 144 7 الهندسة الهندسة NOUN alkej-734 144 8 الخوارزمي| الخوارزمي| VERB alkej-734 144 9 جامعة جامعة PROPN alkej-734 144 10 بغداد بغداد PROPN alkej-734 144 11 ahmednajah5049@gmail.com ahmednajah5049@gmail.com PROPN alkej-734 144 12 : : PUNCT alkej-734 144 13 البريد البريد VERB alkej-734 144 14 االلكتروني االلكتروني NOUN alkej-734 144 15 * * PUNCT alkej-734 144 16 faizalrawy@yahoo.com**البريد faizalrawy@yahoo.com**البريد NOUN alkej-734 144 17 االلكتروني االلكتروني NOUN alkej-734 144 18 : : PUNCT alkej-734 144 19 wisam@kecbu.uobaghdad.edu.iq wisam@kecbu.uobaghdad.edu.iq ADJ alkej-734 144 20 : : PUNCT alkej-734 144 21 البريد البريد VERB alkej-734 144 22 االلكتروني االلكتروني NOUN alkej-734 144 23 * * PUNCT alkej-734 144 24 * * PUNCT alkej-734 144 25 * * PUNCT alkej-734 144 26 الخالصة الخالصة PROPN alkej-734 144 27 تم تم NOUN alkej-734 144 28 إنشاؤه إنشاؤه NOUN alkej-734 144 29 مسبقا مسبقا ADJ alkej-734 144 30 ، ، NOUN alkej-734 144 31 والذي والذي PROPN alkej-734 144 32 تم تم PROPN alkej-734 144 33 تصميمه تصميمه PROPN alkej-734 144 34 باستخدام باستخدام PROPN alkej-734 144 35 نهج نهج VERB alkej-734 144 36 التعلم التعلم PROPN alkej-734 144 37 دراسة دراسة PROPN alkej-734 144 38 حول حول PROPN alkej-734 144 39 تأثير تأثير PROPN alkej-734 144 40 عدة عدة PROPN alkej-734 144 41 عوامل عوامل NOUN alkej-734 144 42 بيئية بيئية NOUN alkej-734 144 43 على على NOUN alkej-734 144 44 أداء أداء NOUN alkej-734 144 45 نظام نظام VERB alkej-734 144 46 فحص فحص PROPN alkej-734 144 47 الجودة الجودة NOUN alkej-734 144 48 الذي الذي PROPN alkej-734 144 49 في في ADP alkej-734 144 50 هذا هذا NOUN alkej-734 144 51 البحث البحث PROPN alkej-734 144 52 ، ، PROPN alkej-734 144 53 تم تم PROPN alkej-734 144 54 تقديم تقديم PROPN alkej-734 144 55 ) ) PUNCT alkej-734 145 1 densenet121بالنقل densenet121بالنقل NOUN alkej-734 145 2 القائم القائم VERB alkej-734 145 3 على على ADJ alkej-734 145 4 الشبكات الشبكات PROPN alkej-734 145 5 العصبية العصبية PROPN alkej-734 145 6 التالفيفية التالفيفية NOUN alkej-734 145 7 . . PUNCT alkej-734 146 1 يتألف يتألف PROPN alkej-734 146 2 النظام النظام PROPN alkej-734 146 3 من من PROPN alkej-734 146 4 مجموعتين مجموعتين PROPN alkej-734 146 5 من من PROPN alkej-734 146 6 الطبقات الطبقات PROPN alkej-734 146 7 ، ، PROPN alkej-734 146 8 مجموعة مجموعة PROPN alkej-734 146 9 طبقات طبقات PROPN alkej-734 146 10 منقولة منقولة PROPN alkej-734 147 1 من من DET alkej-734 147 2 نموذج نموذج PROPN alkej-734 147 3 مدرب مدرب PROPN alkej-734 147 4 مسبقا مسبقا PROPN alkej-734 147 5 ( ( PUNCT alkej-734 147 6 يميز يميز ADV alkej-734 147 7 بين بين ADV alkej-734 147 8 المنتجين المنتجين VERB alkej-734 147 9 في في DET alkej-734 147 10 ظروف ظروف NOUN alkej-734 147 11 لفة لفة PROPN alkej-734 147 12 ، ، PROPN alkej-734 147 13 وأظهر وأظهر PROPN alkej-734 147 14 النموذج النموذج PROPN alkej-734 147 15 أداًء أداًء X alkej-734 147 16 جيداً جيداً PROPN alkej-734 147 17 لتالفة لتالفة VERB alkej-734 147 18 وغير وغير PROPN alkej-734 147 19 التاومجموعة التاومجموعة PROPN alkej-734 147 20 طبقات طبقات PROPN alkej-734 147 21 تصنيف تصنيف PROPN alkej-734 147 22 خاصه خاصه PROPN alkej-734 147 23 . . PUNCT alkej-734 148 1 تم تم PROPN alkej-734 148 2 تصميمه تصميمه PROPN alkej-734 148 3 للتمييز للتمييز PROPN alkej-734 149 1 بين بين INTJ alkej-734 149 2 التروس التروس PROPN alkej-734 149 3 الحلزونية الحلزونية PROPN alkej-734 149 4 ا ا X alkej-734 149 5 مثالية مثالية PROPN alkej-734 149 6 لصور لصور NOUN alkej-734 149 7 عالية عالية VERB alkej-734 149 8 الدقة الدقة NOUN alkej-734 149 9 . . PUNCT alkej-734 150 1 أظهرت أظهرت PROPN alkej-734 150 2 النتائج النتائج PROPN alkej-734 150 3 التجريبية التجريبية PROPN alkej-734 150 4 والخلفية والخلفية PROPN alkej-734 150 5 والمسافة والمسافة ADJ alkej-734 150 6 ودقة ودقة NOUN alkej-734 150 7 الكاميرا الكاميرا ADJ alkej-734 150 8 . . PUNCT alkej-734 151 1 من من DET alkej-734 151 2 األضاءة األضاءة NOUN alkej-734 151 3 السيئة السيئة VERB alkej-734 151 4 الظروف الظروف NOUN alkej-734 151 5 في في ADP alkej-734 151 6 من من PRON alkej-734 151 7 هذه هذه PROPN alkej-734 151 8 الدراسة الدراسة PROPN alkej-734 151 9 هو هو X alkej-734 151 10 اختبار اختبار NOUN alkej-734 151 11 أداء أداء NOUN alkej-734 151 12 نظام نظام PROPN alkej-734 151 13 الفحص الفحص PROPN alkej-734 151 14 ان ان AUX alkej-734 151 15 الهدف الهدف VERB alkej-734 151 16 الرئيسي الرئيسي ADJ alkej-734 151 17 ٪ ٪ NOUN alkej-734 151 18 في في DET alkej-734 151 19 إعدادات إعدادات ADJ alkej-734 151 20 جيدة جيدة NOUN alkej-734 151 21 ، ، PROPN alkej-734 151 22 مما مما PROPN alkej-734 151 23 يضمن يضمن PROPN alkej-734 151 24 إمكانية إمكانية ADP alkej-734 151 25 إنشاء إنشاء PROPN alkej-734 151 26 نظام نظام PROPN alkej-734 151 27 فحص فحص PROPN alkej-734 151 28 ٩٩ ٩٩ NUM alkej-734 151 29 ٪ ٪ VERB alkej-734 151 30 في في DET alkej-734 151 31 إعدادات إعدادات NOUN alkej-734 151 32 سيئة سيئة NOUN alkej-734 151 33 للغاية للغاية PROPN alkej-734 151 34 وحوالي وحوالي NOUN alkej-734 151 35 ٩٠النظام ٩٠النظام VERB alkej-734 151 36 كان كان ADJ alkej-734 151 37 قادًرا قادًرا PRON alkej-734 151 38 على على NOUN alkej-734 151 39 إظهار إظهار NOUN alkej-734 151 40 دقة دقة NOUN alkej-734 151 41 عالية عالية NOUN alkej-734 151 42 أعلى أعلى NOUN alkej-734 151 43 من من PROPN alkej-734 151 44 ن ن INTJ alkej-734 151 45 بأ بأ ADP alkej-734 151 46 بأداء بأداء PROPN alkej-734 151 47 رائع رائع ADP alkej-734 151 48 بتكاليف بتكاليف NOUN alkej-734 151 49 منخفضة منخفضة NOUN alkej-734 151 50 . . PUNCT