id sid tid token lemma pos bracis-33626 1 1 damage damage NOUN bracis-33626 1 2 identification identification NOUN bracis-33626 1 3 of of ADP bracis-33626 1 4     SPACE bracis-33626 1 5 wind wind NOUN bracis-33626 1 6 turbine turbine NOUN bracis-33626 1 7 blades blade NOUN bracis-33626 1 8 | | ADV bracis-33626 1 9 springer springer NOUN bracis-33626 1 10 nature nature PROPN bracis-33626 1 11 link link PROPN bracis-33626 1 12 ( ( PUNCT bracis-33626 1 13 formerly formerly ADV bracis-33626 1 14 springerlink springerlink NOUN bracis-33626 1 15 ) ) PUNCT bracis-33626 1 16 skip skip VERB bracis-33626 1 17 to to ADP bracis-33626 1 18 main main ADJ bracis-33626 1 19 content content NOUN bracis-33626 1 20 advertisement advertisement NOUN bracis-33626 1 21 log log NOUN bracis-33626 1 22 in in ADP bracis-33626 1 23 menu menu NOUN bracis-33626 1 24 find find VERB bracis-33626 1 25 a a DET bracis-33626 1 26 journal journal NOUN bracis-33626 1 27 publish publish VERB bracis-33626 1 28 with with ADP bracis-33626 1 29 us we PRON bracis-33626 1 30 track track VERB bracis-33626 1 31 your your PRON bracis-33626 1 32 research research NOUN bracis-33626 1 33 search search NOUN bracis-33626 1 34 cart cart NOUN bracis-33626 1 35 home home NOUN bracis-33626 1 36 intelligent intelligent ADJ bracis-33626 1 37 systems system NOUN bracis-33626 1 38 conference conference NOUN bracis-33626 1 39 paper paper NOUN bracis-33626 1 40 damage damage NOUN bracis-33626 1 41 identification identification NOUN bracis-33626 1 42 of of ADP bracis-33626 1 43     SPACE bracis-33626 1 44 wind wind NOUN bracis-33626 1 45 turbine turbine NOUN bracis-33626 1 46 blades blade NOUN bracis-33626 1 47 conference conference NOUN bracis-33626 1 48 paper paper NOUN bracis-33626 1 49 first first ADV bracis-33626 1 50 online online ADV bracis-33626 1 51 : : PUNCT bracis-33626 1 52 30 30 NUM bracis-33626 1 53 january january NOUN bracis-33626 1 54 2025 2025 NUM bracis-33626 1 55 pp pp NUM bracis-33626 1 56 187–200 187–200 NUM bracis-33626 1 57 cite cite VERB bracis-33626 1 58 this this DET bracis-33626 1 59 conference conference NOUN bracis-33626 1 60 paper paper NOUN bracis-33626 1 61 access access NOUN bracis-33626 1 62 provided provide VERB bracis-33626 1 63 by by ADP bracis-33626 1 64 university university PROPN bracis-33626 1 65 of of ADP bracis-33626 1 66 notre notre PROPN bracis-33626 1 67 dame dame PROPN bracis-33626 1 68 hesburgh hesburgh PROPN bracis-33626 1 69 library library PROPN bracis-33626 1 70 download download PROPN bracis-33626 1 71 book book NOUN bracis-33626 1 72 pdf pdf PROPN bracis-33626 1 73 download download NOUN bracis-33626 1 74 book book NOUN bracis-33626 1 75 epub epub PROPN bracis-33626 1 76 intelligent intelligent ADJ bracis-33626 1 77 systems system NOUN bracis-33626 1 78 ( ( PUNCT bracis-33626 1 79 bracis bracis NOUN bracis-33626 1 80 2024 2024 NUM bracis-33626 1 81 ) ) PUNCT bracis-33626 1 82 damage damage NOUN bracis-33626 1 83 identification identification NOUN bracis-33626 1 84 of of ADP bracis-33626 1 85     SPACE bracis-33626 1 86 wind wind NOUN bracis-33626 1 87 turbine turbine NOUN bracis-33626 1 88 blades blade NOUN bracis-33626 1 89 download download VERB bracis-33626 1 90 book book NOUN bracis-33626 1 91 pdf pdf PROPN bracis-33626 1 92 download download NOUN bracis-33626 1 93 book book PROPN bracis-33626 1 94 epub epub PROPN bracis-33626 1 95 alberto alberto PROPN bracis-33626 1 96 régio régio PROPN bracis-33626 1 97 alves alves PROPN bracis-33626 1 98 de de PROPN bracis-33626 1 99 oliveira oliveira PROPN bracis-33626 1 100     SPACE bracis-33626 1 101 orcid orcid PROPN bracis-33626 1 102 : : PUNCT bracis-33626 2 1 orcid.org/0009-0007-3437-57909 orcid.org/0009-0007-3437-57909 ADJ bracis-33626 2 2 , , PUNCT bracis-33626 2 3 cláudio cláudio NOUN bracis-33626 2 4 marques marques PROPN bracis-33626 2 5 de de PROPN bracis-33626 2 6 sá sá PROPN bracis-33626 2 7 medeiros medeiros PROPN bracis-33626 2 8     SPACE bracis-33626 2 9 orcid orcid NOUN bracis-33626 2 10 : : PUNCT bracis-33626 2 11 orcid.org/0000-0002-1663-81519 orcid.org/0000-0002-1663-81519 PROPN bracis-33626 2 12 & & CCONJ bracis-33626 2 13 geraldo geraldo PROPN bracis-33626 2 14 luis luis PROPN bracis-33626 2 15 bezerra bezerra PROPN bracis-33626 2 16 ramalho ramalho PROPN bracis-33626 2 17     SPACE bracis-33626 2 18 orcid orcid PROPN bracis-33626 2 19 : : PUNCT bracis-33626 2 20 orcid.org/0000-0003-1872-32509 orcid.org/0000-0003-1872-32509 NOUN bracis-33626 2 21     SPACE bracis-33626 2 22 part part NOUN bracis-33626 2 23 of of ADP bracis-33626 2 24 the the DET bracis-33626 2 25 book book NOUN bracis-33626 2 26 series series NOUN bracis-33626 2 27 : : PUNCT bracis-33626 2 28 lecture lecture NOUN bracis-33626 2 29 notes note NOUN bracis-33626 2 30 in in ADP bracis-33626 2 31 computer computer NOUN bracis-33626 2 32 science science NOUN bracis-33626 2 33 ( ( PUNCT bracis-33626 2 34 ( ( PUNCT bracis-33626 2 35 lnai lnai ADJ bracis-33626 2 36 , , PUNCT bracis-33626 2 37 volume volume NOUN bracis-33626 2 38 15414 15414 NUM bracis-33626 2 39 ) ) PUNCT bracis-33626 2 40 ) ) PUNCT bracis-33626 2 41 included include VERB bracis-33626 2 42 in in ADP bracis-33626 2 43 the the DET bracis-33626 2 44 following follow VERB bracis-33626 2 45 conference conference NOUN bracis-33626 2 46 series series NOUN bracis-33626 2 47 : : PUNCT bracis-33626 2 48 brazilian brazilian ADJ bracis-33626 2 49 conference conference NOUN bracis-33626 2 50 on on ADP bracis-33626 2 51 intelligent intelligent ADJ bracis-33626 2 52 systems system NOUN bracis-33626 2 53 383 383 NUM bracis-33626 2 54 accesses access NOUN bracis-33626 2 55 abstract abstract ADJ bracis-33626 2 56 wind wind NOUN bracis-33626 2 57 turbines turbine NOUN bracis-33626 2 58 capture capture VERB bracis-33626 2 59 the the DET bracis-33626 2 60 kinetic kinetic ADJ bracis-33626 2 61 energy energy NOUN bracis-33626 2 62 produced produce VERB bracis-33626 2 63 by by ADP bracis-33626 2 64 the the DET bracis-33626 2 65 wind wind NOUN bracis-33626 2 66 , , PUNCT bracis-33626 2 67 with with ADP bracis-33626 2 68 the the DET bracis-33626 2 69 blades blade NOUN bracis-33626 2 70 being be AUX bracis-33626 2 71 the the DET bracis-33626 2 72 component component NOUN bracis-33626 2 73 most most ADV bracis-33626 2 74 susceptible susceptible ADJ bracis-33626 2 75 to to ADP bracis-33626 2 76 damage damage NOUN bracis-33626 2 77 . . PUNCT bracis-33626 3 1 unplanned unplanned ADJ bracis-33626 3 2 stops stop NOUN bracis-33626 3 3 result result VERB bracis-33626 3 4 in in ADP bracis-33626 3 5 significant significant ADJ bracis-33626 3 6 losses loss NOUN bracis-33626 3 7 , , PUNCT bracis-33626 3 8 which which PRON bracis-33626 3 9 highlights highlight VERB bracis-33626 3 10 the the DET bracis-33626 3 11 need need NOUN bracis-33626 3 12 to to PART bracis-33626 3 13 detect detect VERB bracis-33626 3 14 these these DET bracis-33626 3 15 failures failure NOUN bracis-33626 3 16 early early ADV bracis-33626 3 17 . . PUNCT bracis-33626 4 1 as as ADP bracis-33626 4 2 a a DET bracis-33626 4 3 step step NOUN bracis-33626 4 4 in in ADP bracis-33626 4 5 the the DET bracis-33626 4 6 preventative preventative ADJ bracis-33626 4 7 maintenance maintenance NOUN bracis-33626 4 8 procedure procedure NOUN bracis-33626 4 9 , , PUNCT bracis-33626 4 10 hundreds hundred NOUN bracis-33626 4 11 of of ADP bracis-33626 4 12 color color NOUN bracis-33626 4 13 photographs photograph NOUN bracis-33626 4 14 of of ADP bracis-33626 4 15 the the DET bracis-33626 4 16 blades blade NOUN bracis-33626 4 17 are be AUX bracis-33626 4 18 taken take VERB bracis-33626 4 19 for for ADP bracis-33626 4 20 subsequent subsequent ADJ bracis-33626 4 21 analysis analysis NOUN bracis-33626 4 22 by by ADP bracis-33626 4 23 an an DET bracis-33626 4 24 expert expert NOUN bracis-33626 4 25 . . PUNCT bracis-33626 5 1 in in ADP bracis-33626 5 2 this this DET bracis-33626 5 3 work work NOUN bracis-33626 5 4 , , PUNCT bracis-33626 5 5 we we PRON bracis-33626 5 6 present present VERB bracis-33626 5 7 a a DET bracis-33626 5 8 method method NOUN bracis-33626 5 9 to to PART bracis-33626 5 10 highlight highlight VERB bracis-33626 5 11 superficial superficial ADJ bracis-33626 5 12 damages damage NOUN bracis-33626 5 13 in in ADP bracis-33626 5 14 wind wind NOUN bracis-33626 5 15 turbine turbine NOUN bracis-33626 5 16 blades blade NOUN bracis-33626 5 17 using use VERB bracis-33626 5 18 a a DET bracis-33626 5 19 classification classification NOUN bracis-33626 5 20 and and CCONJ bracis-33626 5 21 localization localization NOUN bracis-33626 5 22 process process NOUN bracis-33626 5 23 . . PUNCT bracis-33626 6 1 a a DET bracis-33626 6 2 new new ADJ bracis-33626 6 3 dataset dataset NOUN bracis-33626 6 4 was be AUX bracis-33626 6 5 created create VERB bracis-33626 6 6 using use VERB bracis-33626 6 7 images image NOUN bracis-33626 6 8 of of ADP bracis-33626 6 9 wind wind NOUN bracis-33626 6 10 blades blade NOUN bracis-33626 6 11 , , PUNCT bracis-33626 6 12 each each PRON bracis-33626 6 13 divided divide VERB bracis-33626 6 14 into into ADP bracis-33626 6 15 uniform uniform ADJ bracis-33626 6 16 slices slice NOUN bracis-33626 6 17 and and CCONJ bracis-33626 6 18 labeled label VERB bracis-33626 6 19 by by ADP bracis-33626 6 20 an an DET bracis-33626 6 21 expert expert NOUN bracis-33626 6 22 according accord VERB bracis-33626 6 23 to to ADP bracis-33626 6 24 the the DET bracis-33626 6 25 type type NOUN bracis-33626 6 26 of of ADP bracis-33626 6 27 fault fault NOUN bracis-33626 6 28 identified identify VERB bracis-33626 6 29 . . PUNCT bracis-33626 7 1 then then ADV bracis-33626 7 2 , , PUNCT bracis-33626 7 3 we we PRON bracis-33626 7 4 apply apply VERB bracis-33626 7 5 class class NOUN bracis-33626 7 6 balancing balancing NOUN bracis-33626 7 7 and and CCONJ bracis-33626 7 8 data datum NOUN bracis-33626 7 9 augmentation augmentation NOUN bracis-33626 7 10 methods method NOUN bracis-33626 7 11 prior prior ADV bracis-33626 7 12 to to ADP bracis-33626 7 13 fine fine ADV bracis-33626 7 14 - - PUNCT bracis-33626 7 15 tuning tuning VERB bracis-33626 7 16 a a DET bracis-33626 7 17 general general ADJ bracis-33626 7 18 - - PUNCT bracis-33626 7 19 propose propose ADJ bracis-33626 7 20 pre pre ADJ bracis-33626 7 21 - - ADJ bracis-33626 7 22 trained train VERB bracis-33626 7 23 deep deep ADJ bracis-33626 7 24 convolutional convolutional ADJ bracis-33626 7 25 neural neural ADJ bracis-33626 7 26 network network NOUN bracis-33626 7 27 model model NOUN bracis-33626 7 28 . . PUNCT bracis-33626 8 1 the the DET bracis-33626 8 2 best good ADJ bracis-33626 8 3 model model NOUN bracis-33626 8 4 was be AUX bracis-33626 8 5 used use VERB bracis-33626 8 6 to to PART bracis-33626 8 7 classify classify VERB bracis-33626 8 8 and and CCONJ bracis-33626 8 9 locate locate ADJ bracis-33626 8 10 damages damage NOUN bracis-33626 8 11 in in ADP bracis-33626 8 12 the the DET bracis-33626 8 13 wind wind NOUN bracis-33626 8 14 blades blade NOUN bracis-33626 8 15 images image NOUN bracis-33626 8 16 . . PUNCT bracis-33626 9 1 as as ADP bracis-33626 9 2 a a DET bracis-33626 9 3 result result NOUN bracis-33626 9 4 , , PUNCT bracis-33626 9 5 we we PRON bracis-33626 9 6 obtained obtain VERB bracis-33626 9 7 an an DET bracis-33626 9 8 overall overall ADJ bracis-33626 9 9 precision precision NOUN bracis-33626 9 10 of of ADP bracis-33626 9 11 96.1 96.1 NUM bracis-33626 9 12 % % NOUN bracis-33626 9 13 , , PUNCT bracis-33626 9 14 accuracy accuracy NOUN bracis-33626 9 15 of of ADP bracis-33626 9 16 97 97 NUM bracis-33626 9 17 % % NOUN bracis-33626 9 18 and and CCONJ bracis-33626 9 19 recall recall NOUN bracis-33626 9 20 of of ADP bracis-33626 9 21 94.5 94.5 NUM bracis-33626 9 22 % % NOUN bracis-33626 9 23 when when SCONJ bracis-33626 9 24 classifying classify VERB bracis-33626 9 25 the the DET bracis-33626 9 26 presence presence NOUN bracis-33626 9 27 of of ADP bracis-33626 9 28 damages damage NOUN bracis-33626 9 29 . . PUNCT bracis-33626 10 1 we we PRON bracis-33626 10 2 show show VERB bracis-33626 10 3 that that SCONJ bracis-33626 10 4 our our PRON bracis-33626 10 5 method method NOUN bracis-33626 10 6 can can AUX bracis-33626 10 7 be be AUX bracis-33626 10 8 integrated integrate VERB bracis-33626 10 9 into into ADP bracis-33626 10 10 the the DET bracis-33626 10 11 monitoring monitoring NOUN bracis-33626 10 12 of of ADP bracis-33626 10 13 wind wind NOUN bracis-33626 10 14 blade blade NOUN bracis-33626 10 15 tasks task NOUN bracis-33626 10 16 , , PUNCT bracis-33626 10 17 helping help VERB bracis-33626 10 18 the the DET bracis-33626 10 19 specialist specialist NOUN bracis-33626 10 20 to to PART bracis-33626 10 21 highlight highlight VERB bracis-33626 10 22 and and CCONJ bracis-33626 10 23 identify identify VERB bracis-33626 10 24 images image NOUN bracis-33626 10 25 containing contain VERB bracis-33626 10 26 damage damage NOUN bracis-33626 10 27 . . PUNCT bracis-33626 11 1 access access NOUN bracis-33626 11 2 provided provide VERB bracis-33626 11 3 by by ADP bracis-33626 11 4 university university PROPN bracis-33626 11 5 of of ADP bracis-33626 11 6 notre notre PROPN bracis-33626 11 7 dame dame PROPN bracis-33626 11 8 hesburgh hesburgh PROPN bracis-33626 11 9 library library PROPN bracis-33626 11 10 . . PUNCT bracis-33626 12 1 download download PROPN bracis-33626 12 2 conference conference NOUN bracis-33626 12 3 paper paper NOUN bracis-33626 12 4 pdf pdf NOUN bracis-33626 12 5 similar similar ADJ bracis-33626 12 6 content content NOUN bracis-33626 12 7 being be AUX bracis-33626 12 8 viewed view VERB bracis-33626 12 9 by by ADP bracis-33626 12 10 others other NOUN bracis-33626 12 11 fault fault VERB bracis-33626 12 12 diagnosis diagnosis NOUN bracis-33626 12 13 in in ADP bracis-33626 12 14 wind wind NOUN bracis-33626 12 15 turbine turbine NOUN bracis-33626 12 16 blades blade NOUN bracis-33626 12 17 using use VERB bracis-33626 12 18 machine machine NOUN bracis-33626 12 19 learning learn VERB bracis-33626 12 20 techniques technique NOUN bracis-33626 12 21 chapter chapter NOUN bracis-33626 13 1 © © PROPN bracis-33626 13 2 2023 2023 NUM bracis-33626 13 3 increasing increase VERB bracis-33626 13 4 the the DET bracis-33626 13 5 wind wind NOUN bracis-33626 13 6 energy energy NOUN bracis-33626 13 7 production production NOUN bracis-33626 13 8 by by ADP bracis-33626 13 9 identifying identify VERB bracis-33626 13 10 the the DET bracis-33626 13 11 state state NOUN bracis-33626 13 12 of of ADP bracis-33626 13 13 wind wind NOUN bracis-33626 13 14 turbine turbine NOUN bracis-33626 13 15 blade blade NOUN bracis-33626 13 16 chapter chapter NOUN bracis-33626 13 17 © © PROPN bracis-33626 13 18 2022 2022 NUM bracis-33626 13 19 investigation investigation NOUN bracis-33626 13 20 of of ADP bracis-33626 13 21 wind wind NOUN bracis-33626 13 22 turbine turbine NOUN bracis-33626 13 23 blade blade NOUN bracis-33626 13 24 defect defect NOUN bracis-33626 13 25 classification classification NOUN bracis-33626 13 26 based base VERB bracis-33626 13 27 on on ADP bracis-33626 13 28 deep deep ADJ bracis-33626 13 29 convolutional convolutional ADJ bracis-33626 13 30 neural neural ADJ bracis-33626 13 31 network network NOUN bracis-33626 13 32 chapter chapter NOUN bracis-33626 13 33 © © PROPN bracis-33626 13 34 2021 2021 NUM bracis-33626 13 35 1 1 NUM bracis-33626 13 36 introduction introduction NOUN bracis-33626 13 37 wind wind NOUN bracis-33626 13 38 energy energy NOUN bracis-33626 13 39 is be AUX bracis-33626 13 40 one one NUM bracis-33626 13 41 of of ADP bracis-33626 13 42 the the DET bracis-33626 13 43 most most ADV bracis-33626 13 44 important important ADJ bracis-33626 13 45 sustainable sustainable ADJ bracis-33626 13 46 energy energy NOUN bracis-33626 13 47 sources source NOUN bracis-33626 13 48 . . PUNCT bracis-33626 14 1 from from ADP bracis-33626 14 2 the the DET bracis-33626 14 3 70 70 NUM bracis-33626 14 4     SPACE bracis-33626 14 5 s s NOUN bracis-33626 14 6 of of ADP bracis-33626 14 7 the the DET bracis-33626 14 8 20th 20th ADJ bracis-33626 14 9 century century NOUN bracis-33626 14 10 , , PUNCT bracis-33626 14 11 with with ADP bracis-33626 14 12 constant constant ADJ bracis-33626 14 13 crises crisis NOUN bracis-33626 14 14 of of ADP bracis-33626 14 15 oil oil NOUN bracis-33626 14 16 and and CCONJ bracis-33626 14 17 the the DET bracis-33626 14 18 increase increase NOUN bracis-33626 14 19 in in ADP bracis-33626 14 20 concern concern NOUN bracis-33626 14 21 about about ADP bracis-33626 14 22 its its PRON bracis-33626 14 23 scarcity scarcity NOUN bracis-33626 14 24 is be AUX bracis-33626 14 25 why why SCONJ bracis-33626 14 26 there there PRON bracis-33626 14 27 has have AUX bracis-33626 14 28 been be AUX bracis-33626 14 29 growth growth NOUN bracis-33626 14 30 in in ADP bracis-33626 14 31 the the DET bracis-33626 14 32 development development NOUN bracis-33626 14 33 of of ADP bracis-33626 14 34 large large ADJ bracis-33626 14 35 wind wind NOUN bracis-33626 14 36 turbines turbine NOUN bracis-33626 14 37 ( ( PUNCT bracis-33626 14 38 wts wts PROPN bracis-33626 14 39 ) ) PUNCT bracis-33626 14 40 for for ADP bracis-33626 14 41 energy energy NOUN bracis-33626 14 42 production production NOUN bracis-33626 15 1 [ [ X bracis-33626 15 2 1 1 NUM bracis-33626 15 3 ] ] PUNCT bracis-33626 15 4 . . PUNCT bracis-33626 16 1 the the DET bracis-33626 16 2 main main ADJ bracis-33626 16 3 components component NOUN bracis-33626 16 4 of of ADP bracis-33626 16 5 wt wt PROPN bracis-33626 16 6 are be AUX bracis-33626 16 7 : : PUNCT bracis-33626 16 8 set set VERB bracis-33626 16 9 of of ADP bracis-33626 16 10 blades blade NOUN bracis-33626 16 11 , , PUNCT bracis-33626 16 12 responsible responsible ADJ bracis-33626 16 13 for for ADP bracis-33626 16 14 capturing capture VERB bracis-33626 16 15 the the DET bracis-33626 16 16 kinetic kinetic ADJ bracis-33626 16 17 energy energy NOUN bracis-33626 16 18 of of ADP bracis-33626 16 19 the the DET bracis-33626 16 20 winds wind NOUN bracis-33626 16 21 ; ; PUNCT bracis-33626 16 22 nacelle nacelle NOUN bracis-33626 16 23 , , PUNCT bracis-33626 16 24 which which PRON bracis-33626 16 25 houses house VERB bracis-33626 16 26 the the DET bracis-33626 16 27 essential essential ADJ bracis-33626 16 28 equipment equipment NOUN bracis-33626 16 29 for for ADP bracis-33626 16 30 energy energy NOUN bracis-33626 16 31 production production NOUN bracis-33626 16 32 ; ; PUNCT bracis-33626 16 33 tower tower NOUN bracis-33626 16 34 , , PUNCT bracis-33626 16 35 responsible responsible ADJ bracis-33626 16 36 for for ADP bracis-33626 16 37 supporting support VERB bracis-33626 16 38 the the DET bracis-33626 16 39 nacelle nacelle NOUN bracis-33626 16 40 and and CCONJ bracis-33626 16 41 blades blade NOUN bracis-33626 16 42 ; ; PUNCT bracis-33626 16 43 and and CCONJ bracis-33626 16 44 transformer transformer NOUN bracis-33626 16 45 , , PUNCT bracis-33626 16 46 which which PRON bracis-33626 16 47 connects connect VERB bracis-33626 16 48 the the DET bracis-33626 16 49 wt wt NOUN bracis-33626 16 50 to to ADP bracis-33626 16 51 electrical electrical ADJ bracis-33626 16 52 grid grid NOUN bracis-33626 16 53 [ [ X bracis-33626 16 54 2 2 NUM bracis-33626 16 55 ] ] PUNCT bracis-33626 16 56 . . PUNCT bracis-33626 17 1 the the DET bracis-33626 17 2 set set NOUN bracis-33626 17 3 of of ADP bracis-33626 17 4 blades blade NOUN bracis-33626 17 5 is be AUX bracis-33626 17 6 considered consider VERB bracis-33626 17 7 the the DET bracis-33626 17 8 most most ADV bracis-33626 17 9 important important ADJ bracis-33626 17 10 part part NOUN bracis-33626 17 11 of of ADP bracis-33626 17 12 wt wt NOUN bracis-33626 17 13 , , PUNCT bracis-33626 17 14 as as SCONJ bracis-33626 17 15 it it PRON bracis-33626 17 16 is be AUX bracis-33626 17 17 responsible responsible ADJ bracis-33626 17 18 for for ADP bracis-33626 17 19 capturing capture VERB bracis-33626 17 20 the the DET bracis-33626 17 21 kinetic kinetic ADJ bracis-33626 17 22 energy energy NOUN bracis-33626 17 23 of of ADP bracis-33626 17 24 the the DET bracis-33626 17 25 winds wind NOUN bracis-33626 17 26 , , PUNCT bracis-33626 17 27 in in ADP bracis-33626 17 28 addition addition NOUN bracis-33626 17 29 to to ADP bracis-33626 17 30 being be AUX bracis-33626 17 31 the the DET bracis-33626 17 32 component component NOUN bracis-33626 17 33 with with ADP bracis-33626 17 34 the the DET bracis-33626 17 35 highest high ADJ bracis-33626 17 36 cost cost NOUN bracis-33626 17 37 of of ADP bracis-33626 17 38 wt wt NOUN bracis-33626 17 39 . . PUNCT bracis-33626 18 1 generally generally ADV bracis-33626 18 2 , , PUNCT bracis-33626 18 3 blades blade NOUN bracis-33626 18 4 are be AUX bracis-33626 18 5 made make VERB bracis-33626 18 6 of of ADP bracis-33626 18 7 composite composite ADJ bracis-33626 18 8 materials material NOUN bracis-33626 18 9 ( ( PUNCT bracis-33626 18 10 carbon carbon NOUN bracis-33626 18 11 fiber fiber NOUN bracis-33626 18 12 , , PUNCT bracis-33626 18 13 fiberglass fiberglas NOUN bracis-33626 18 14 , , PUNCT bracis-33626 18 15 among among ADP bracis-33626 18 16 others other NOUN bracis-33626 18 17 ) ) PUNCT bracis-33626 18 18 . . PUNCT bracis-33626 19 1 these these DET bracis-33626 19 2 materials material NOUN bracis-33626 19 3 are be AUX bracis-33626 19 4 characterized characterize VERB bracis-33626 19 5 by by ADP bracis-33626 19 6 low low ADJ bracis-33626 19 7 weight weight NOUN bracis-33626 19 8 , , PUNCT bracis-33626 19 9 mechanical mechanical ADJ bracis-33626 19 10 resistance resistance NOUN bracis-33626 19 11 and and CCONJ bracis-33626 19 12 flexibility flexibility NOUN bracis-33626 19 13 [ [ X bracis-33626 19 14 3 3 NUM bracis-33626 19 15 ] ] PUNCT bracis-33626 19 16 . . PUNCT bracis-33626 20 1 blades blade NOUN bracis-33626 20 2 are be AUX bracis-33626 20 3 also also ADV bracis-33626 20 4 the the DET bracis-33626 20 5 components component NOUN bracis-33626 20 6 most most ADV bracis-33626 20 7 susceptible susceptible ADJ bracis-33626 20 8 to to ADP bracis-33626 20 9 damage damage NOUN bracis-33626 20 10 , , PUNCT bracis-33626 20 11 being be AUX bracis-33626 20 12 responsible responsible ADJ bracis-33626 20 13 for for ADP bracis-33626 20 14 15.19 15.19 NUM bracis-33626 20 15 % % NOUN bracis-33626 20 16 of of ADP bracis-33626 20 17 all all DET bracis-33626 20 18 incidents incident NOUN bracis-33626 20 19 recorded record VERB bracis-33626 20 20 till till SCONJ bracis-33626 20 21 31 31 NUM bracis-33626 20 22 march march NOUN bracis-33626 20 23 2023 2023 NUM bracis-33626 21 1 [ [ X bracis-33626 21 2 4 4 X bracis-33626 21 3 ] ] PUNCT bracis-33626 21 4 with with ADP bracis-33626 21 5 average average NOUN bracis-33626 21 6 of of ADP bracis-33626 21 7 3,800 3,800 NUM bracis-33626 21 8 incidents incident NOUN bracis-33626 21 9 by by ADP bracis-33626 21 10 year year NOUN bracis-33626 21 11     SPACE bracis-33626 22 1 [ [ X bracis-33626 22 2 5 5 NUM bracis-33626 22 3 ] ] PUNCT bracis-33626 22 4 . . PUNCT bracis-33626 23 1 the the DET bracis-33626 23 2 main main ADJ bracis-33626 23 3 damages damage NOUN bracis-33626 23 4 are be AUX bracis-33626 23 5 : : PUNCT bracis-33626 23 6 detachment detachment NOUN bracis-33626 23 7 of of ADP bracis-33626 23 8 the the DET bracis-33626 23 9 shell shell NOUN bracis-33626 23 10 , , PUNCT bracis-33626 23 11 failure failure NOUN bracis-33626 23 12 of of ADP bracis-33626 23 13 the the DET bracis-33626 23 14 adhesive adhesive ADJ bracis-33626 23 15 joint joint NOUN bracis-33626 23 16 , , PUNCT bracis-33626 23 17 detachment detachment NOUN bracis-33626 23 18 of of ADP bracis-33626 23 19 the the DET bracis-33626 23 20 sandwich sandwich NOUN bracis-33626 23 21 panel panel NOUN bracis-33626 23 22 , , PUNCT bracis-33626 23 23 delamination delamination NOUN bracis-33626 23 24 due due ADP bracis-33626 23 25 to to ADP bracis-33626 23 26 tensional tensional ADJ bracis-33626 23 27 load load NOUN bracis-33626 23 28 , , PUNCT bracis-33626 23 29 fiber fiber NOUN bracis-33626 23 30 breakage breakage NOUN bracis-33626 23 31 , , PUNCT bracis-33626 23 32 cracks crack NOUN bracis-33626 23 33 , , PUNCT bracis-33626 23 34 among among ADP bracis-33626 23 35 others other NOUN bracis-33626 23 36 . . PUNCT bracis-33626 24 1 the the DET bracis-33626 24 2 most most ADV bracis-33626 24 3 common common ADJ bracis-33626 24 4 causes cause NOUN bracis-33626 24 5 of of ADP bracis-33626 24 6 damage damage NOUN bracis-33626 24 7 are be AUX bracis-33626 24 8 : : PUNCT bracis-33626 24 9 strong strong ADJ bracis-33626 24 10 winds wind NOUN bracis-33626 24 11 , , PUNCT bracis-33626 24 12 storms storm NOUN bracis-33626 24 13 , , PUNCT bracis-33626 24 14 lightning lightning NOUN bracis-33626 24 15 , , PUNCT bracis-33626 24 16 ice ice NOUN bracis-33626 24 17 , , PUNCT bracis-33626 24 18 problems problem NOUN bracis-33626 24 19 with with ADP bracis-33626 24 20 materials material NOUN bracis-33626 24 21 and and CCONJ bracis-33626 24 22 assembling assemble VERB bracis-33626 24 23 [ [ X bracis-33626 24 24 6 6 NUM bracis-33626 24 25 ] ] PUNCT bracis-33626 24 26 . . PUNCT bracis-33626 25 1 blade blade NOUN bracis-33626 25 2 damages damage NOUN bracis-33626 25 3 can can AUX bracis-33626 25 4 lead lead VERB bracis-33626 25 5 to to ADP bracis-33626 25 6 unscheduled unscheduled ADJ bracis-33626 25 7 shutdown shutdown NOUN bracis-33626 25 8 of of ADP bracis-33626 25 9 wt wt PROPN bracis-33626 25 10 , , PUNCT bracis-33626 25 11 generating generate VERB bracis-33626 25 12 large large ADJ bracis-33626 25 13 maintenance maintenance NOUN bracis-33626 25 14 and and CCONJ bracis-33626 25 15 operation operation NOUN bracis-33626 25 16 costs cost NOUN bracis-33626 25 17 or or CCONJ bracis-33626 25 18 the the DET bracis-33626 25 19 total total ADJ bracis-33626 25 20 loss loss NOUN bracis-33626 25 21 of of ADP bracis-33626 25 22 the the DET bracis-33626 25 23 equipment equipment NOUN bracis-33626 25 24 , , PUNCT bracis-33626 25 25 causing cause VERB bracis-33626 25 26 major major ADJ bracis-33626 25 27 financial financial ADJ bracis-33626 25 28 impact impact NOUN bracis-33626 25 29 [ [ X bracis-33626 25 30 8 8 NUM bracis-33626 25 31 ] ] PUNCT bracis-33626 25 32 . . PUNCT bracis-33626 26 1 therefore therefore ADV bracis-33626 26 2 , , PUNCT bracis-33626 26 3 it it PRON bracis-33626 26 4 is be AUX bracis-33626 26 5 very very ADV bracis-33626 26 6 important important ADJ bracis-33626 26 7 to to PART bracis-33626 26 8 identify identify VERB bracis-33626 26 9 this this DET bracis-33626 26 10 damage damage NOUN bracis-33626 26 11 as as ADV bracis-33626 26 12 soon soon ADV bracis-33626 26 13 as as ADP bracis-33626 26 14 possible possible ADJ bracis-33626 26 15 , , PUNCT bracis-33626 26 16 in in ADP bracis-33626 26 17 order order NOUN bracis-33626 26 18 to to PART bracis-33626 26 19 avoid avoid VERB bracis-33626 26 20 the the DET bracis-33626 26 21 spread spread NOUN bracis-33626 26 22 of of ADP bracis-33626 26 23 damage damage NOUN bracis-33626 26 24 and and CCONJ bracis-33626 26 25 prevent prevent VERB bracis-33626 26 26 accidents accident NOUN bracis-33626 26 27 . . PUNCT bracis-33626 27 1 the the DET bracis-33626 27 2 use use NOUN bracis-33626 27 3 of of ADP bracis-33626 27 4 premature premature ADJ bracis-33626 27 5 damage damage NOUN bracis-33626 27 6 detection detection NOUN bracis-33626 27 7 techniques technique NOUN bracis-33626 27 8 as as ADP bracis-33626 27 9 monitoring monitor VERB bracis-33626 27 10 tools tool NOUN bracis-33626 27 11 can can AUX bracis-33626 27 12 significantly significantly ADV bracis-33626 27 13 reduce reduce VERB bracis-33626 27 14 maintenance maintenance NOUN bracis-33626 27 15 costs cost NOUN bracis-33626 27 16 and and CCONJ bracis-33626 27 17 increase increase VERB bracis-33626 27 18 equipment equipment NOUN bracis-33626 27 19 availability availability NOUN bracis-33626 27 20 . . PUNCT bracis-33626 28 1 many many ADJ bracis-33626 28 2 techniques technique NOUN bracis-33626 28 3 are be AUX bracis-33626 28 4 employed employ VERB bracis-33626 28 5 , , PUNCT bracis-33626 28 6 namely namely ADV bracis-33626 28 7 strain strain NOUN bracis-33626 28 8 measurement measurement NOUN bracis-33626 28 9 , , PUNCT bracis-33626 28 10 acoustic acoustic ADJ bracis-33626 28 11 emission emission NOUN bracis-33626 28 12 , , PUNCT bracis-33626 28 13 ultrasound ultrasound NOUN bracis-33626 28 14 , , PUNCT bracis-33626 28 15 vibration vibration NOUN bracis-33626 28 16 , , PUNCT bracis-33626 28 17 thermography thermography NOUN bracis-33626 28 18 and and CCONJ bracis-33626 28 19 computer computer NOUN bracis-33626 28 20 vision vision NOUN bracis-33626 28 21 . . PUNCT bracis-33626 29 1 the the DET bracis-33626 29 2 last last NOUN bracis-33626 29 3 is be AUX bracis-33626 29 4 often often ADV bracis-33626 29 5 prefered prefer VERB bracis-33626 29 6 because because SCONJ bracis-33626 29 7 is be AUX bracis-33626 29 8 non non ADJ bracis-33626 29 9 - - ADJ bracis-33626 29 10 invasive invasive ADJ bracis-33626 29 11 , , PUNCT bracis-33626 29 12 low low ADJ bracis-33626 29 13 - - PUNCT bracis-33626 29 14 cost cost NOUN bracis-33626 29 15 , , PUNCT bracis-33626 29 16 has have VERB bracis-33626 29 17 no no DET bracis-33626 29 18 environmental environmental ADJ bracis-33626 29 19 impacts impact NOUN bracis-33626 29 20 , , PUNCT bracis-33626 29 21 is be AUX bracis-33626 29 22 highly highly ADV bracis-33626 29 23 accurate accurate ADJ bracis-33626 29 24 and and CCONJ bracis-33626 29 25 quickly quickly ADV bracis-33626 29 26 applied apply VERB bracis-33626 29 27 , , PUNCT bracis-33626 29 28 although although SCONJ bracis-33626 29 29 good good ADJ bracis-33626 29 30 quality quality NOUN bracis-33626 29 31 images image NOUN bracis-33626 29 32 are be AUX bracis-33626 29 33 required require VERB bracis-33626 29 34 for for ADP bracis-33626 29 35 an an DET bracis-33626 29 36 effective effective ADJ bracis-33626 29 37 result result NOUN bracis-33626 30 1 [ [ X bracis-33626 30 2 9 9 NUM bracis-33626 30 3 ] ] PUNCT bracis-33626 30 4 . . PUNCT bracis-33626 31 1 several several ADJ bracis-33626 31 2 recent recent ADJ bracis-33626 31 3 research research NOUN bracis-33626 31 4 uses use VERB bracis-33626 31 5 computer computer NOUN bracis-33626 31 6 vision vision NOUN bracis-33626 31 7 to to PART bracis-33626 31 8 identify identify VERB bracis-33626 31 9 damage damage NOUN bracis-33626 31 10 to to ADP bracis-33626 31 11 wind wind NOUN bracis-33626 31 12 blades blade NOUN bracis-33626 31 13 . . PUNCT bracis-33626 32 1 moreno moreno PROPN bracis-33626 32 2 et et PROPN bracis-33626 32 3 al al PROPN bracis-33626 32 4 . . PUNCT bracis-33626 33 1 [ [ X bracis-33626 33 2 10 10 NUM bracis-33626 33 3 ] ] PUNCT bracis-33626 33 4 proposed propose VERB bracis-33626 33 5 a a DET bracis-33626 33 6 deep deep ADJ bracis-33626 33 7 learning learn VERB bracis-33626 33 8 vision vision NOUN bracis-33626 33 9 - - PUNCT bracis-33626 33 10 based base VERB bracis-33626 33 11 approach approach NOUN bracis-33626 33 12 for for ADP bracis-33626 33 13 detecting detect VERB bracis-33626 33 14 wind wind NOUN bracis-33626 33 15 turbines turbine NOUN bracis-33626 33 16 blades blade NOUN bracis-33626 33 17 ( ( PUNCT bracis-33626 33 18 wtbs wtbs NOUN bracis-33626 33 19 ) ) PUNCT bracis-33626 33 20 damages damage NOUN bracis-33626 33 21 using use VERB bracis-33626 33 22 a a DET bracis-33626 33 23 unmanned unmanned ADJ bracis-33626 33 24 aerial aerial ADJ bracis-33626 33 25 vehicles vehicle NOUN bracis-33626 33 26 ( ( PUNCT bracis-33626 33 27 uav uav PROPN bracis-33626 33 28 ) ) PUNCT bracis-33626 33 29 . . PUNCT bracis-33626 34 1 three three NUM bracis-33626 34 2 types type NOUN bracis-33626 34 3 of of ADP bracis-33626 34 4 damages damage NOUN bracis-33626 34 5 were be AUX bracis-33626 34 6 considered consider VERB bracis-33626 34 7 : : PUNCT bracis-33626 34 8 lightning lightning NOUN bracis-33626 34 9 impact impact NOUN bracis-33626 34 10 , , PUNCT bracis-33626 34 11 wearing wear VERB bracis-33626 34 12 or or CCONJ bracis-33626 34 13 fracture fracture NOUN bracis-33626 34 14 . . PUNCT bracis-33626 35 1 the the DET bracis-33626 35 2 authors author NOUN bracis-33626 35 3 used use VERB bracis-33626 35 4 78 78 NUM bracis-33626 35 5 public public ADJ bracis-33626 35 6 images image NOUN bracis-33626 35 7 collected collect VERB bracis-33626 35 8 from from ADP bracis-33626 35 9 the the DET bracis-33626 35 10 internet internet NOUN bracis-33626 35 11 to to PART bracis-33626 35 12 train train VERB bracis-33626 35 13 the the DET bracis-33626 35 14 model model NOUN bracis-33626 35 15 , , PUNCT bracis-33626 35 16 which which PRON bracis-33626 35 17 was be AUX bracis-33626 35 18 validated validate VERB bracis-33626 35 19 on on ADP bracis-33626 35 20 a a DET bracis-33626 35 21 wind wind NOUN bracis-33626 35 22 blade blade NOUN bracis-33626 35 23 prototype prototype NOUN bracis-33626 35 24 built build VERB bracis-33626 35 25 on on ADP bracis-33626 35 26 a a DET bracis-33626 35 27 3d 3d NUM bracis-33626 35 28 printer printer NOUN bracis-33626 35 29 contained contain VERB bracis-33626 35 30 simulated simulated ADJ bracis-33626 35 31 damage damage NOUN bracis-33626 35 32 . . PUNCT bracis-33626 36 1 the the DET bracis-33626 36 2 uav uav PROPN bracis-33626 36 3 was be AUX bracis-33626 36 4 simulated simulate VERB bracis-33626 36 5 using use VERB bracis-33626 36 6 a a DET bracis-33626 36 7 webcam webcam NOUN bracis-33626 36 8 on on ADP bracis-33626 36 9 a a DET bracis-33626 36 10 robotic robotic ADJ bracis-33626 36 11 arm arm NOUN bracis-33626 36 12 . . PUNCT bracis-33626 37 1 the the DET bracis-33626 37 2 final final ADJ bracis-33626 37 3 accuracy accuracy NOUN bracis-33626 37 4 of of ADP bracis-33626 37 5 the the DET bracis-33626 37 6 model model NOUN bracis-33626 37 7 achieved achieve VERB bracis-33626 37 8 81.25 81.25 NUM bracis-33626 37 9 % % NOUN bracis-33626 37 10 . . PUNCT bracis-33626 38 1 yang yang PROPN bracis-33626 38 2 et et PROPN bracis-33626 38 3 al al PROPN bracis-33626 38 4 . . PUNCT bracis-33626 39 1 [ [ X bracis-33626 39 2 11 11 NUM bracis-33626 39 3 ] ] PUNCT bracis-33626 39 4 applied apply VERB bracis-33626 39 5 a a DET bracis-33626 39 6 deep deep ADJ bracis-33626 39 7 learning learn VERB bracis-33626 39 8 classification classification NOUN bracis-33626 39 9 method method NOUN bracis-33626 39 10 using use VERB bracis-33626 39 11 the the DET bracis-33626 39 12 resnet50 resnet50 NOUN bracis-33626 40 1 [ [ X bracis-33626 40 2 12 12 NUM bracis-33626 40 3 ] ] PUNCT bracis-33626 40 4 as as SCONJ bracis-33626 40 5 backbone backbone NOUN bracis-33626 40 6 to to PART bracis-33626 40 7 identify identify VERB bracis-33626 40 8 blade blade NOUN bracis-33626 40 9 damage damage NOUN bracis-33626 40 10 . . PUNCT bracis-33626 41 1 a a DET bracis-33626 41 2 uav uav PROPN bracis-33626 41 3 was be AUX bracis-33626 41 4 used use VERB bracis-33626 41 5 to to PART bracis-33626 41 6 acquire acquire VERB bracis-33626 41 7 1,594 1,594 NUM bracis-33626 41 8 images image NOUN bracis-33626 41 9 from from ADP bracis-33626 41 10 20 20 NUM bracis-33626 41 11 different different ADJ bracis-33626 41 12 types type NOUN bracis-33626 41 13 of of ADP bracis-33626 41 14 wind wind NOUN bracis-33626 41 15 blades blade NOUN bracis-33626 41 16 , , PUNCT bracis-33626 41 17 then then ADV bracis-33626 41 18 557,900 557,900 NUM bracis-33626 41 19 small small ADJ bracis-33626 41 20 crops crop NOUN bracis-33626 41 21 were be AUX bracis-33626 41 22 generated generate VERB bracis-33626 41 23 , , PUNCT bracis-33626 41 24 of of ADP bracis-33626 41 25 which which PRON bracis-33626 41 26 13,200 13,200 NUM bracis-33626 41 27 were be AUX bracis-33626 41 28 selected select VERB bracis-33626 41 29 for for ADP bracis-33626 41 30 training training NOUN bracis-33626 41 31 and and CCONJ bracis-33626 41 32 testing testing NOUN bracis-33626 41 33 . . PUNCT bracis-33626 42 1 the the DET bracis-33626 42 2 performance performance NOUN bracis-33626 42 3 of of ADP bracis-33626 42 4 the the DET bracis-33626 42 5 algorithm algorithm NOUN bracis-33626 42 6 was be AUX bracis-33626 42 7 compared compare VERB bracis-33626 42 8 with with ADP bracis-33626 42 9 the the DET bracis-33626 42 10 alexnet alexnet NOUN bracis-33626 42 11 [ [ X bracis-33626 42 12 13 13 NUM bracis-33626 42 13 ] ] PUNCT bracis-33626 42 14 network network NOUN bracis-33626 42 15 , , PUNCT bracis-33626 42 16 demonstrating demonstrate VERB bracis-33626 42 17 a a DET bracis-33626 42 18 better well ADJ bracis-33626 42 19 result result NOUN bracis-33626 42 20 . . PUNCT bracis-33626 43 1 the the DET bracis-33626 43 2 final final ADJ bracis-33626 43 3 accuracy accuracy NOUN bracis-33626 43 4 found find VERB bracis-33626 43 5 was be AUX bracis-33626 43 6 95.58 95.58 NUM bracis-33626 43 7 % % NOUN bracis-33626 43 8 . . PUNCT bracis-33626 44 1 the the DET bracis-33626 44 2 model model NOUN bracis-33626 44 3 was be AUX bracis-33626 44 4 able able ADJ bracis-33626 44 5 to to PART bracis-33626 44 6 classify classify VERB bracis-33626 44 7 five five NUM bracis-33626 44 8 types type NOUN bracis-33626 44 9 of of ADP bracis-33626 44 10 images image NOUN bracis-33626 44 11 : : PUNCT bracis-33626 44 12 normal normal ADJ bracis-33626 44 13 , , PUNCT bracis-33626 44 14 background background NOUN bracis-33626 44 15 , , PUNCT bracis-33626 44 16 cracks crack NOUN bracis-33626 44 17 , , PUNCT bracis-33626 44 18 holes hole NOUN bracis-33626 44 19 and and CCONJ bracis-33626 44 20 mixed mixed ADJ bracis-33626 44 21 damage damage NOUN bracis-33626 44 22 . . PUNCT bracis-33626 45 1 shihavuddin shihavuddin VERB bracis-33626 45 2 et et PROPN bracis-33626 45 3 al al PROPN bracis-33626 45 4 . . PUNCT bracis-33626 46 1 [ [ X bracis-33626 46 2 14 14 NUM bracis-33626 46 3 ] ] PUNCT bracis-33626 46 4 captured capture VERB bracis-33626 46 5 images image NOUN bracis-33626 46 6 by by ADP bracis-33626 46 7 drone drone NOUN bracis-33626 46 8 inspection inspection NOUN bracis-33626 46 9 and and CCONJ bracis-33626 46 10 applied apply VERB bracis-33626 46 11 data data NOUN bracis-33626 46 12 augmentation augmentation NOUN bracis-33626 46 13 techniques technique NOUN bracis-33626 46 14 to to PART bracis-33626 46 15 train train VERB bracis-33626 46 16 a a DET bracis-33626 46 17 faster fast ADJ bracis-33626 46 18 r r NOUN bracis-33626 46 19 - - PUNCT bracis-33626 46 20 cnn cnn PROPN bracis-33626 46 21 model model NOUN bracis-33626 46 22 [ [ X bracis-33626 46 23 15 15 NUM bracis-33626 46 24 ] ] PUNCT bracis-33626 46 25 with with ADP bracis-33626 46 26 inception inception NOUN bracis-33626 46 27 - - PUNCT bracis-33626 46 28 resnet resnet NOUN bracis-33626 46 29 - - PUNCT bracis-33626 46 30 v2 v2 NOUN bracis-33626 46 31 backbone backbone NOUN bracis-33626 46 32 to to PART bracis-33626 46 33 detect detect VERB bracis-33626 46 34 wind wind NOUN bracis-33626 46 35 blades blade NOUN bracis-33626 46 36 damages damage NOUN bracis-33626 46 37 . . PUNCT bracis-33626 47 1 the the DET bracis-33626 47 2 acquired acquire VERB bracis-33626 47 3 images image NOUN bracis-33626 47 4 were be AUX bracis-33626 47 5 manually manually ADV bracis-33626 47 6 labeled label VERB bracis-33626 47 7 by by ADP bracis-33626 47 8 experts expert NOUN bracis-33626 47 9 into into ADP bracis-33626 47 10 four four NUM bracis-33626 47 11 classes class NOUN bracis-33626 47 12 : : PUNCT bracis-33626 47 13 leading lead VERB bracis-33626 47 14 edge edge NOUN bracis-33626 47 15 erosion erosion NOUN bracis-33626 47 16 , , PUNCT bracis-33626 47 17 vortex vortex NOUN bracis-33626 47 18 generator generator NOUN bracis-33626 47 19 panel panel NOUN bracis-33626 47 20 ( ( PUNCT bracis-33626 47 21 vg vg PROPN bracis-33626 47 22 panel panel NOUN bracis-33626 47 23 ) ) PUNCT bracis-33626 47 24 , , PUNCT bracis-33626 47 25 vg vg ADP bracis-33626 47 26 panel panel NOUN bracis-33626 47 27 with with ADP bracis-33626 47 28 missing miss VERB bracis-33626 47 29 teeth tooth NOUN bracis-33626 47 30 and and CCONJ bracis-33626 47 31 lightning lightning NOUN bracis-33626 47 32 receptor receptor NOUN bracis-33626 47 33 . . PUNCT bracis-33626 48 1 the the DET bracis-33626 48 2 authors author NOUN bracis-33626 48 3 found find VERB bracis-33626 48 4 that that SCONJ bracis-33626 48 5 the the DET bracis-33626 48 6 use use NOUN bracis-33626 48 7 of of ADP bracis-33626 48 8 data datum NOUN bracis-33626 48 9 augmentation augmentation NOUN bracis-33626 48 10 techniques technique NOUN bracis-33626 48 11 and and CCONJ bracis-33626 48 12 deep deep ADJ bracis-33626 48 13 cnn cnn PROPN bracis-33626 48 14 architectures architecture NOUN bracis-33626 48 15 greatly greatly ADV bracis-33626 48 16 improved improve VERB bracis-33626 48 17 the the DET bracis-33626 48 18 model model NOUN bracis-33626 48 19 ’s ’s PART bracis-33626 48 20 performance performance NOUN bracis-33626 48 21 and and CCONJ bracis-33626 48 22 the the DET bracis-33626 48 23 proposed propose VERB bracis-33626 48 24 method method NOUN bracis-33626 48 25 managed manage VERB bracis-33626 48 26 to to PART bracis-33626 48 27 achieve achieve VERB bracis-33626 48 28 an an DET bracis-33626 48 29 accuracy accuracy NOUN bracis-33626 48 30 of of ADP bracis-33626 48 31 81.10 81.10 NUM bracis-33626 48 32 % % NOUN bracis-33626 48 33 in in ADP bracis-33626 48 34 mean mean ADJ bracis-33626 48 35 average average ADJ bracis-33626 48 36 precision precision NOUN bracis-33626 48 37 ( ( PUNCT bracis-33626 48 38 map map NOUN bracis-33626 48 39 ) ) PUNCT bracis-33626 48 40 . . PUNCT bracis-33626 49 1 another another DET bracis-33626 49 2 contribution contribution NOUN bracis-33626 49 3 of of ADP bracis-33626 49 4 the the DET bracis-33626 49 5 work work NOUN bracis-33626 49 6 was be AUX bracis-33626 49 7 to to PART bracis-33626 49 8 produce produce VERB bracis-33626 49 9 a a DET bracis-33626 49 10 public public ADJ bracis-33626 49 11 image image NOUN bracis-33626 49 12 dataset dataset VERB bracis-33626 49 13 from from ADP bracis-33626 49 14 a a DET bracis-33626 49 15 wind wind NOUN bracis-33626 49 16 turbine turbine NOUN bracis-33626 49 17 inspection inspection NOUN bracis-33626 49 18 containing contain VERB bracis-33626 49 19 701 701 NUM bracis-33626 49 20 unlabeled unlabele VERB bracis-33626 49 21 images image NOUN bracis-33626 49 22 in in ADP bracis-33626 49 23 high high ADJ bracis-33626 49 24 definition definition NOUN bracis-33626 49 25 called call VERB bracis-33626 49 26 dtu dtu PROPN bracis-33626 49 27 drone drone NOUN bracis-33626 49 28 inspection inspection NOUN bracis-33626 49 29 dataset dataset VERB bracis-33626 50 1 [ [ X bracis-33626 50 2 16 16 NUM bracis-33626 50 3 ] ] PUNCT bracis-33626 50 4 . . PUNCT bracis-33626 51 1 foster foster PROPN bracis-33626 51 2 et et PROPN bracis-33626 51 3 al al PROPN bracis-33626 51 4 . . PUNCT bracis-33626 52 1 [ [ X bracis-33626 52 2 17 17 NUM bracis-33626 52 3 ] ] PUNCT bracis-33626 52 4 extended extend VERB bracis-33626 52 5 the the DET bracis-33626 52 6 work work NOUN bracis-33626 52 7 of of ADP bracis-33626 52 8 shihavuddin shihavuddin VERB bracis-33626 52 9 et et PROPN bracis-33626 52 10 al al PROPN bracis-33626 52 11 . . PUNCT bracis-33626 53 1 [ [ X bracis-33626 53 2 14 14 NUM bracis-33626 53 3 ] ] PUNCT bracis-33626 53 4 and and CCONJ bracis-33626 53 5 created create VERB bracis-33626 53 6 a a DET bracis-33626 53 7 new new ADJ bracis-33626 53 8 dataset dataset NOUN bracis-33626 53 9 of of ADP bracis-33626 53 10 public public ADJ bracis-33626 53 11 images image NOUN bracis-33626 53 12 , , PUNCT bracis-33626 53 13 but but CCONJ bracis-33626 53 14 this this DET bracis-33626 53 15 time time NOUN bracis-33626 53 16 labeled label VERB bracis-33626 53 17 . . PUNCT bracis-33626 54 1 the the DET bracis-33626 54 2 authors author NOUN bracis-33626 54 3 generated generate VERB bracis-33626 54 4 more more ADJ bracis-33626 54 5 than than ADP bracis-33626 54 6 13,000 13,000 NUM bracis-33626 54 7 crops crop NOUN bracis-33626 54 8 of of ADP bracis-33626 54 9 the the DET bracis-33626 54 10 original original ADJ bracis-33626 54 11 images image NOUN bracis-33626 54 12 in in ADP bracis-33626 54 13 the the DET bracis-33626 54 14 size size NOUN bracis-33626 54 15 of of ADP bracis-33626 54 16 \(586 \(586 ADJ bracis-33626 54 17 \times \time NOUN bracis-33626 54 18 371\ 371\ NUM bracis-33626 54 19 ) ) PUNCT bracis-33626 54 20 pixels pixel NOUN bracis-33626 54 21 with with ADP bracis-33626 54 22 3,000 3,000 NUM bracis-33626 54 23 labels label NOUN bracis-33626 54 24 from from ADP bracis-33626 54 25 the the DET bracis-33626 54 26 damage damage NOUN bracis-33626 54 27 and and CCONJ bracis-33626 54 28 dirt dirt NOUN bracis-33626 54 29 classes class NOUN bracis-33626 54 30 . . PUNCT bracis-33626 55 1 the the DET bracis-33626 55 2 objective objective NOUN bracis-33626 55 3 of of ADP bracis-33626 55 4 this this DET bracis-33626 55 5 work work NOUN bracis-33626 55 6 was be AUX bracis-33626 55 7 also also ADV bracis-33626 55 8 to to PART bracis-33626 55 9 detect detect VERB bracis-33626 55 10 wind wind NOUN bracis-33626 55 11 blades blade NOUN bracis-33626 55 12 damage damage NOUN bracis-33626 55 13 using use VERB bracis-33626 55 14 bounding bounding NOUN bracis-33626 55 15 boxes box NOUN bracis-33626 55 16 . . PUNCT bracis-33626 56 1 the the DET bracis-33626 56 2 authors author NOUN bracis-33626 56 3 compared compare VERB bracis-33626 56 4 the the DET bracis-33626 56 5 performance performance NOUN bracis-33626 56 6 of of ADP bracis-33626 56 7 faster fast ADJ bracis-33626 56 8 r r NOUN bracis-33626 56 9 - - PUNCT bracis-33626 56 10 cnn cnn PROPN bracis-33626 56 11 models model NOUN bracis-33626 56 12 with with ADP bracis-33626 56 13 resnet-101 resnet-101 NOUN bracis-33626 56 14 backbone backbone NOUN bracis-33626 56 15 and and CCONJ bracis-33626 56 16 yolov5 yolov5 NOUN bracis-33626 57 1 [ [ X bracis-33626 57 2 18 18 NUM bracis-33626 57 3 ] ] PUNCT bracis-33626 57 4 using use VERB bracis-33626 57 5 this this DET bracis-33626 57 6 dataset dataset NOUN bracis-33626 57 7 . . PUNCT bracis-33626 58 1 data datum NOUN bracis-33626 58 2 augmentation augmentation NOUN bracis-33626 58 3 techniques technique NOUN bracis-33626 58 4 were be AUX bracis-33626 58 5 applied apply VERB bracis-33626 58 6 to to ADP bracis-33626 58 7 the the DET bracis-33626 58 8 images image NOUN bracis-33626 58 9 . . PUNCT bracis-33626 59 1 the the DET bracis-33626 59 2 authors author NOUN bracis-33626 59 3 concluded conclude VERB bracis-33626 59 4 that that SCONJ bracis-33626 59 5 the the DET bracis-33626 59 6 best good ADJ bracis-33626 59 7 model model NOUN bracis-33626 59 8 was be AUX bracis-33626 59 9 yolov5s yolov5s PROPN bracis-33626 59 10 . . PUNCT bracis-33626 60 1 the the DET bracis-33626 60 2 researches research NOUN bracis-33626 60 3 presented present VERB bracis-33626 60 4 above above ADV bracis-33626 60 5 are be AUX bracis-33626 60 6 focused focus VERB bracis-33626 60 7 on on ADP bracis-33626 60 8 improving improve VERB bracis-33626 60 9 the the DET bracis-33626 60 10 accuracy accuracy NOUN bracis-33626 60 11 of of ADP bracis-33626 60 12 classification classification NOUN bracis-33626 60 13 models model NOUN bracis-33626 60 14 . . PUNCT bracis-33626 61 1 in in ADP bracis-33626 61 2 the the DET bracis-33626 61 3 proposal proposal NOUN bracis-33626 61 4 presented present VERB bracis-33626 61 5 in in ADP bracis-33626 61 6 this this DET bracis-33626 61 7 article article NOUN bracis-33626 61 8 , , PUNCT bracis-33626 61 9 the the DET bracis-33626 61 10 objective objective NOUN bracis-33626 61 11 is be AUX bracis-33626 61 12 to to PART bracis-33626 61 13 classify classify VERB bracis-33626 61 14 and and CCONJ bracis-33626 61 15 locate locate ADJ bracis-33626 61 16 faults fault NOUN bracis-33626 61 17 in in ADP bracis-33626 61 18 images image NOUN bracis-33626 61 19 obtained obtain VERB bracis-33626 61 20 from from ADP bracis-33626 61 21 a a DET bracis-33626 61 22 local local ADJ bracis-33626 61 23 wind wind NOUN bracis-33626 61 24 farm farm NOUN bracis-33626 61 25 , , PUNCT bracis-33626 61 26 taking take VERB bracis-33626 61 27 special special ADJ bracis-33626 61 28 care care NOUN bracis-33626 61 29 not not PART bracis-33626 61 30 only only ADV bracis-33626 61 31 with with ADP bracis-33626 61 32 precision precision NOUN bracis-33626 61 33 , , PUNCT bracis-33626 61 34 but but CCONJ bracis-33626 61 35 also also ADV bracis-33626 61 36 with with ADP bracis-33626 61 37 accuracy accuracy NOUN bracis-33626 61 38 and and CCONJ bracis-33626 61 39 recall recall NOUN bracis-33626 61 40 . . PUNCT bracis-33626 62 1 nowadays nowadays ADV bracis-33626 62 2 , , PUNCT bracis-33626 62 3 in in ADP bracis-33626 62 4 these these DET bracis-33626 62 5 local local ADJ bracis-33626 62 6 wind wind NOUN bracis-33626 62 7 farms farm NOUN bracis-33626 62 8 , , PUNCT bracis-33626 62 9 the the DET bracis-33626 62 10 inspection inspection NOUN bracis-33626 62 11 is be AUX bracis-33626 62 12 carried carry VERB bracis-33626 62 13 out out ADP bracis-33626 62 14 by by ADP bracis-33626 62 15 technical technical ADJ bracis-33626 62 16 teams team NOUN bracis-33626 62 17 . . PUNCT bracis-33626 63 1 often often ADV bracis-33626 63 2 , , PUNCT bracis-33626 63 3 the the DET bracis-33626 63 4 technician technician NOUN bracis-33626 63 5 responsible responsible ADJ bracis-33626 63 6 for for ADP bracis-33626 63 7 acquiring acquire VERB bracis-33626 63 8 the the DET bracis-33626 63 9 images image NOUN bracis-33626 63 10 does do AUX bracis-33626 63 11 not not PART bracis-33626 63 12 have have VERB bracis-33626 63 13 the the DET bracis-33626 63 14 necessary necessary ADJ bracis-33626 63 15 knowledge knowledge NOUN bracis-33626 63 16 to to PART bracis-33626 63 17 correctly correctly ADV bracis-33626 63 18 identify identify VERB bracis-33626 63 19 the the DET bracis-33626 63 20 damage damage NOUN bracis-33626 63 21 contained contain VERB bracis-33626 63 22 in in ADP bracis-33626 63 23 the the DET bracis-33626 63 24 blades blade NOUN bracis-33626 63 25 . . PUNCT bracis-33626 64 1 his his PRON bracis-33626 64 2 responsibility responsibility NOUN bracis-33626 64 3 is be AUX bracis-33626 64 4 to to PART bracis-33626 64 5 capture capture VERB bracis-33626 64 6 several several ADJ bracis-33626 64 7 photos photo NOUN bracis-33626 64 8 of of ADP bracis-33626 64 9 each each DET bracis-33626 64 10 wind wind NOUN bracis-33626 64 11 turbine turbine NOUN bracis-33626 64 12 and and CCONJ bracis-33626 64 13 send send VERB bracis-33626 64 14 them they PRON bracis-33626 64 15 to to ADP bracis-33626 64 16 a a DET bracis-33626 64 17 damage damage NOUN bracis-33626 64 18 specialist specialist NOUN bracis-33626 64 19 , , PUNCT bracis-33626 64 20 who who PRON bracis-33626 64 21 is be AUX bracis-33626 64 22 usually usually ADV bracis-33626 64 23 located locate VERB bracis-33626 64 24 at at ADP bracis-33626 64 25 the the DET bracis-33626 64 26 company company NOUN bracis-33626 64 27 ’s ’s PART bracis-33626 64 28 headquarters headquarters NOUN bracis-33626 64 29 . . PUNCT bracis-33626 65 1 this this DET bracis-33626 65 2 specialist specialist NOUN bracis-33626 65 3 needs need VERB bracis-33626 65 4 to to PART bracis-33626 65 5 analyze analyze VERB bracis-33626 65 6 a a DET bracis-33626 65 7 very very ADV bracis-33626 65 8 large large ADJ bracis-33626 65 9 number number NOUN bracis-33626 65 10 of of ADP bracis-33626 65 11 photos photo NOUN bracis-33626 65 12 , , PUNCT bracis-33626 65 13 then then ADV bracis-33626 65 14 filter filter VERB bracis-33626 65 15 only only ADV bracis-33626 65 16 those those PRON bracis-33626 65 17 that that PRON bracis-33626 65 18 contain contain VERB bracis-33626 65 19 damage damage NOUN bracis-33626 65 20 and and CCONJ bracis-33626 65 21 identify identify VERB bracis-33626 65 22 its its PRON bracis-33626 65 23 specific specific ADJ bracis-33626 65 24 type type NOUN bracis-33626 65 25 and and CCONJ bracis-33626 65 26 location location NOUN bracis-33626 65 27 , , PUNCT bracis-33626 65 28 to to PART bracis-33626 65 29 finally finally ADV bracis-33626 65 30 decide decide VERB bracis-33626 65 31 what what PRON bracis-33626 65 32 is be AUX bracis-33626 65 33 the the DET bracis-33626 65 34 best good ADJ bracis-33626 65 35 plan plan NOUN bracis-33626 65 36 for for ADP bracis-33626 65 37 its its PRON bracis-33626 65 38 correction correction NOUN bracis-33626 65 39 . . PUNCT bracis-33626 66 1 the the DET bracis-33626 66 2 specialist specialist NOUN bracis-33626 66 3 must must AUX bracis-33626 66 4 evaluate evaluate VERB bracis-33626 66 5 each each DET bracis-33626 66 6 image image NOUN bracis-33626 66 7 fragment fragment NOUN bracis-33626 66 8 in in ADP bracis-33626 66 9 search search NOUN bracis-33626 66 10 of of ADP bracis-33626 66 11 non non NOUN bracis-33626 66 12 - - NOUN bracis-33626 66 13 uniformities uniformity NOUN bracis-33626 66 14 , , PUNCT bracis-33626 66 15 which which PRON bracis-33626 66 16 is be AUX bracis-33626 66 17 quite quite ADV bracis-33626 66 18 repetitive repetitive ADJ bracis-33626 66 19 and and CCONJ bracis-33626 66 20 exhausting exhausting ADJ bracis-33626 66 21 , , PUNCT bracis-33626 66 22 prone prone ADJ bracis-33626 66 23 to to ADP bracis-33626 66 24 evaluation evaluation NOUN bracis-33626 66 25 errors error NOUN bracis-33626 66 26 after after ADP bracis-33626 66 27 hours hour NOUN bracis-33626 66 28 of of ADP bracis-33626 66 29 work work NOUN bracis-33626 66 30 . . PUNCT bracis-33626 67 1 so so ADV bracis-33626 67 2 we we PRON bracis-33626 67 3 use use VERB bracis-33626 67 4 computer computer NOUN bracis-33626 67 5 vision vision NOUN bracis-33626 67 6 techniques technique NOUN bracis-33626 67 7 to to PART bracis-33626 67 8 classify classify VERB bracis-33626 67 9 external external ADJ bracis-33626 67 10 structural structural ADJ bracis-33626 67 11 wtb wtb NOUN bracis-33626 67 12 damages damage NOUN bracis-33626 67 13 from from ADP bracis-33626 67 14 color color NOUN bracis-33626 67 15 photographs photograph NOUN bracis-33626 67 16 , , PUNCT bracis-33626 67 17 with with ADP bracis-33626 67 18 the the DET bracis-33626 67 19 aim aim NOUN bracis-33626 67 20 of of ADP bracis-33626 67 21 reducing reduce VERB bracis-33626 67 22 the the DET bracis-33626 67 23 number number NOUN bracis-33626 67 24 of of ADP bracis-33626 67 25 images image NOUN bracis-33626 67 26 analyzed analyze VERB bracis-33626 67 27 by by ADP bracis-33626 67 28 experts expert NOUN bracis-33626 67 29 by by ADP bracis-33626 67 30 discarding discard VERB bracis-33626 67 31 undamaged undamaged ADJ bracis-33626 67 32 images image NOUN bracis-33626 67 33 and and CCONJ bracis-33626 67 34 also also ADV bracis-33626 67 35 indicating indicate VERB bracis-33626 67 36 damage damage NOUN bracis-33626 67 37 existing exist VERB bracis-33626 67 38 in in ADP bracis-33626 67 39 the the DET bracis-33626 67 40 remaining remain VERB bracis-33626 67 41 images image NOUN bracis-33626 67 42 . . PUNCT bracis-33626 68 1 the the DET bracis-33626 68 2 paper paper NOUN bracis-33626 68 3 is be AUX bracis-33626 68 4 structured structure VERB bracis-33626 68 5 as as SCONJ bracis-33626 68 6 follows follow VERB bracis-33626 68 7 : : PUNCT bracis-33626 68 8 sect sect NOUN bracis-33626 68 9 . . PUNCT bracis-33626 68 10     SPACE bracis-33626 69 1 2 2 NUM bracis-33626 69 2 presents present VERB bracis-33626 69 3 concepts concept NOUN bracis-33626 69 4 about about ADP bracis-33626 69 5 the the DET bracis-33626 69 6 types type NOUN bracis-33626 69 7 and and CCONJ bracis-33626 69 8 possible possible ADJ bracis-33626 69 9 causes cause NOUN bracis-33626 69 10 of of ADP bracis-33626 69 11 damage damage NOUN bracis-33626 69 12 to to ADP bracis-33626 69 13 wind wind NOUN bracis-33626 69 14 turbine turbine NOUN bracis-33626 69 15 blades blade NOUN bracis-33626 69 16 . . PUNCT bracis-33626 70 1 section section NOUN bracis-33626 70 2     SPACE bracis-33626 70 3 3 3 NUM bracis-33626 70 4 presents present VERB bracis-33626 70 5 techniques technique NOUN bracis-33626 70 6 , , PUNCT bracis-33626 70 7 parameters parameter NOUN bracis-33626 70 8 and and CCONJ bracis-33626 70 9 processes process NOUN bracis-33626 70 10 used use VERB bracis-33626 70 11 to to PART bracis-33626 70 12 classify classify VERB bracis-33626 70 13 and and CCONJ bracis-33626 70 14 locate locate VERB bracis-33626 70 15 wtb wtb NOUN bracis-33626 70 16 damages damage NOUN bracis-33626 70 17 . . PUNCT bracis-33626 71 1 the the DET bracis-33626 71 2 experimental experimental ADJ bracis-33626 71 3 results result NOUN bracis-33626 71 4 are be AUX bracis-33626 71 5 detailed detail VERB bracis-33626 71 6 in in ADP bracis-33626 71 7 sect sect NOUN bracis-33626 71 8 . . PUNCT bracis-33626 71 9     SPACE bracis-33626 72 1 4 4 X bracis-33626 72 2 . . PUNCT bracis-33626 73 1 the the DET bracis-33626 73 2 sect sect NOUN bracis-33626 73 3 . . PUNCT bracis-33626 73 4     SPACE bracis-33626 74 1 5 5 NUM bracis-33626 74 2 presents present VERB bracis-33626 74 3 the the DET bracis-33626 74 4 concluding concluding NOUN bracis-33626 74 5 remarks remark VERB bracis-33626 74 6 . . PUNCT bracis-33626 75 1 2 2 NUM bracis-33626 75 2 wind wind NOUN bracis-33626 75 3 turbine turbine NOUN bracis-33626 75 4 blades blade NOUN bracis-33626 75 5 damage damage NOUN bracis-33626 75 6 damage damage NOUN bracis-33626 75 7 to to ADP bracis-33626 75 8 wind wind NOUN bracis-33626 75 9 turbine turbine NOUN bracis-33626 75 10 blades blade NOUN bracis-33626 75 11 can can AUX bracis-33626 75 12 occur occur VERB bracis-33626 75 13 due due ADP bracis-33626 75 14 to to ADP bracis-33626 75 15 two two NUM bracis-33626 75 16 factors factor NOUN bracis-33626 75 17 : : PUNCT bracis-33626 75 18 the the DET bracis-33626 75 19 first first ADJ bracis-33626 75 20 is be AUX bracis-33626 75 21 related relate VERB bracis-33626 75 22 to to ADP bracis-33626 75 23 manufacturing manufacturing NOUN bracis-33626 75 24 processes process NOUN bracis-33626 75 25 and/or and/or CCONJ bracis-33626 75 26 human human ADJ bracis-33626 75 27 errors error NOUN bracis-33626 75 28 ; ; PUNCT bracis-33626 75 29 the the DET bracis-33626 75 30 second second NOUN bracis-33626 75 31 is be AUX bracis-33626 75 32 caused cause VERB bracis-33626 75 33 by by ADP bracis-33626 75 34 external external ADJ bracis-33626 75 35 factors factor NOUN bracis-33626 75 36 such such ADJ bracis-33626 75 37 as as ADP bracis-33626 75 38 lightning lightning NOUN bracis-33626 75 39 strikes strike NOUN bracis-33626 75 40 , , PUNCT bracis-33626 75 41 ice ice NOUN bracis-33626 75 42 , , PUNCT bracis-33626 75 43 uneven uneven ADJ bracis-33626 75 44 loads load NOUN bracis-33626 75 45 , , PUNCT bracis-33626 75 46 moisture moisture NOUN bracis-33626 75 47 , , PUNCT bracis-33626 75 48 strong strong ADJ bracis-33626 75 49 wind wind NOUN bracis-33626 75 50 gusts gust NOUN bracis-33626 75 51 , , PUNCT bracis-33626 75 52 among among ADP bracis-33626 75 53 others other NOUN bracis-33626 75 54 . . PUNCT bracis-33626 76 1 damage damage NOUN bracis-33626 76 2 is be AUX bracis-33626 76 3 detrimental detrimental ADJ bracis-33626 76 4 as as SCONJ bracis-33626 76 5 it it PRON bracis-33626 76 6 affects affect VERB bracis-33626 76 7 the the DET bracis-33626 76 8 energy energy NOUN bracis-33626 76 9 generation generation NOUN bracis-33626 76 10 performance performance NOUN bracis-33626 76 11 of of ADP bracis-33626 76 12 the the DET bracis-33626 76 13 wind wind NOUN bracis-33626 76 14 turbine turbine NOUN bracis-33626 76 15 , , PUNCT bracis-33626 76 16 leading lead VERB bracis-33626 76 17 to to ADP bracis-33626 76 18 reduced reduce VERB bracis-33626 76 19 energy energy NOUN bracis-33626 76 20 production production NOUN bracis-33626 76 21 and and CCONJ bracis-33626 76 22 , , PUNCT bracis-33626 76 23 in in ADP bracis-33626 76 24 extreme extreme ADJ bracis-33626 76 25 cases case NOUN bracis-33626 76 26 , , PUNCT bracis-33626 76 27 total total ADJ bracis-33626 76 28 equipment equipment NOUN bracis-33626 76 29 loss loss NOUN bracis-33626 76 30 . . PUNCT bracis-33626 77 1 wtbs wtbs PROPN bracis-33626 77 2 have have VERB bracis-33626 77 3 lightning lightning NOUN bracis-33626 77 4 protection protection NOUN bracis-33626 77 5 devices device NOUN bracis-33626 77 6 , , PUNCT bracis-33626 77 7 but but CCONJ bracis-33626 77 8 these these PRON bracis-33626 77 9 are be AUX bracis-33626 77 10 not not PART bracis-33626 77 11 entirely entirely ADV bracis-33626 77 12 effective effective ADJ bracis-33626 77 13 in in ADP bracis-33626 77 14 preventing prevent VERB bracis-33626 77 15 all all DET bracis-33626 77 16 lightning lightning NOUN bracis-33626 77 17 strikes strike NOUN bracis-33626 77 18 , , PUNCT bracis-33626 77 19 resulting result VERB bracis-33626 77 20 in in ADP bracis-33626 77 21 damage damage NOUN bracis-33626 77 22 to to ADP bracis-33626 77 23 the the DET bracis-33626 77 24 blade blade NOUN bracis-33626 77 25 structure structure NOUN bracis-33626 77 26 . . PUNCT bracis-33626 78 1 damage damage NOUN bracis-33626 78 2 caused cause VERB bracis-33626 78 3 by by ADP bracis-33626 78 4 lightning lightning NOUN bracis-33626 78 5 strikes strike NOUN bracis-33626 78 6 usually usually ADV bracis-33626 78 7 includes include VERB bracis-33626 78 8 holes hole NOUN bracis-33626 78 9 and and CCONJ bracis-33626 78 10 burns burn NOUN bracis-33626 78 11 in in ADP bracis-33626 78 12 the the DET bracis-33626 78 13 area area NOUN bracis-33626 78 14 around around ADP bracis-33626 78 15 the the DET bracis-33626 78 16 point point NOUN bracis-33626 78 17 where where SCONJ bracis-33626 78 18 the the DET bracis-33626 78 19 lightning lightning NOUN bracis-33626 78 20 struck strike VERB bracis-33626 78 21 the the DET bracis-33626 78 22 blade blade NOUN bracis-33626 78 23 [ [ X bracis-33626 78 24 19 19 NUM bracis-33626 78 25 ] ] PUNCT bracis-33626 78 26 . . PUNCT bracis-33626 79 1 the the DET bracis-33626 79 2 severity severity NOUN bracis-33626 79 3 of of ADP bracis-33626 79 4 the the DET bracis-33626 79 5 damage damage NOUN bracis-33626 79 6 depends depend VERB bracis-33626 79 7 on on ADP bracis-33626 79 8 the the DET bracis-33626 79 9 extent extent NOUN bracis-33626 79 10 of of ADP bracis-33626 79 11 the the DET bracis-33626 79 12 lightning lightning NOUN bracis-33626 79 13 strike strike NOUN bracis-33626 79 14 impact impact NOUN bracis-33626 79 15 . . PUNCT bracis-33626 80 1 figure figure NOUN bracis-33626 80 2     SPACE bracis-33626 80 3 1a 1a PROPN bracis-33626 80 4 illustrates illustrate VERB bracis-33626 80 5 an an DET bracis-33626 80 6 example example NOUN bracis-33626 80 7 of of ADP bracis-33626 80 8 damage damage NOUN bracis-33626 80 9 from from ADP bracis-33626 80 10 a a DET bracis-33626 80 11 lightning lightning NOUN bracis-33626 80 12 strike strike NOUN bracis-33626 80 13 . . PUNCT bracis-33626 81 1 the the DET bracis-33626 81 2 blades blade NOUN bracis-33626 81 3 also also ADV bracis-33626 81 4 subject subject VERB bracis-33626 81 5 to to ADP bracis-33626 81 6 repeated repeat VERB bracis-33626 81 7 and and CCONJ bracis-33626 81 8 constant constant ADJ bracis-33626 81 9 collisions collision NOUN bracis-33626 81 10 with with ADP bracis-33626 81 11 particles particle NOUN bracis-33626 81 12 such such ADJ bracis-33626 81 13 as as ADP bracis-33626 81 14 raindrops raindrop NOUN bracis-33626 81 15 , , PUNCT bracis-33626 81 16 hail hail NOUN bracis-33626 81 17 , , PUNCT bracis-33626 81 18 sand sand NOUN bracis-33626 81 19 , , PUNCT bracis-33626 81 20 insects insect NOUN bracis-33626 81 21 , , PUNCT bracis-33626 81 22 dust dust NOUN bracis-33626 81 23 , , PUNCT bracis-33626 81 24 salt salt NOUN bracis-33626 81 25 , , PUNCT bracis-33626 81 26 oil oil NOUN bracis-33626 81 27 , , PUNCT bracis-33626 81 28 etc etc X bracis-33626 81 29 . . X bracis-33626 82 1 this this PRON bracis-33626 82 2 leads lead VERB bracis-33626 82 3 to to ADP bracis-33626 82 4 erosion erosion NOUN bracis-33626 82 5 / / SYM bracis-33626 82 6 corrosion corrosion NOUN bracis-33626 82 7 of of ADP bracis-33626 82 8 the the DET bracis-33626 82 9 area area NOUN bracis-33626 82 10 initially initially ADV bracis-33626 82 11 exposed expose VERB bracis-33626 82 12 to to ADP bracis-33626 82 13 the the DET bracis-33626 82 14 wind wind NOUN bracis-33626 82 15 , , PUNCT bracis-33626 82 16 known know VERB bracis-33626 82 17 as as ADP bracis-33626 82 18 the the DET bracis-33626 82 19 leading leading ADJ bracis-33626 82 20 edge edge NOUN bracis-33626 82 21 of of ADP bracis-33626 82 22 the the DET bracis-33626 82 23 blade blade NOUN bracis-33626 82 24 . . PUNCT bracis-33626 83 1 erosion erosion NOUN bracis-33626 83 2 affects affect VERB bracis-33626 83 3 the the DET bracis-33626 83 4 aerodynamic aerodynamic ADJ bracis-33626 83 5 efficiency efficiency NOUN bracis-33626 83 6 of of ADP bracis-33626 83 7 the the DET bracis-33626 83 8 blade blade NOUN bracis-33626 83 9 , , PUNCT bracis-33626 83 10 which which PRON bracis-33626 83 11 can can AUX bracis-33626 83 12 reduce reduce VERB bracis-33626 83 13 the the DET bracis-33626 83 14 capacity capacity NOUN bracis-33626 83 15 for for ADP bracis-33626 83 16 electricity electricity NOUN bracis-33626 83 17 generation generation NOUN bracis-33626 83 18 . . PUNCT bracis-33626 84 1 damage damage NOUN bracis-33626 84 2 caused cause VERB bracis-33626 84 3 by by ADP bracis-33626 84 4 erosion erosion NOUN bracis-33626 84 5 is be AUX bracis-33626 84 6 small small ADJ bracis-33626 84 7 and and CCONJ bracis-33626 84 8 superficial superficial ADJ bracis-33626 84 9 in in ADP bracis-33626 84 10 the the DET bracis-33626 84 11 initial initial ADJ bracis-33626 84 12 stages stage NOUN bracis-33626 84 13 , , PUNCT bracis-33626 84 14 but but CCONJ bracis-33626 84 15 over over ADP bracis-33626 84 16 time time NOUN bracis-33626 84 17 , , PUNCT bracis-33626 84 18 it it PRON bracis-33626 84 19 increases increase VERB bracis-33626 84 20 and and CCONJ bracis-33626 84 21 extends extend VERB bracis-33626 84 22 along along ADP bracis-33626 84 23 the the DET bracis-33626 84 24 entire entire ADJ bracis-33626 84 25 leading leading ADJ bracis-33626 84 26 edge edge NOUN bracis-33626 84 27 . . PUNCT bracis-33626 85 1 figure figure NOUN bracis-33626 85 2     SPACE bracis-33626 85 3 1b 1b PROPN bracis-33626 85 4 illustrates illustrate VERB bracis-33626 85 5 an an DET bracis-33626 85 6 example example NOUN bracis-33626 85 7 of of ADP bracis-33626 85 8 erosions erosion NOUN bracis-33626 85 9 . . PUNCT bracis-33626 86 1 damage damage NOUN bracis-33626 86 2 to to ADP bracis-33626 86 3 paint paint NOUN bracis-33626 86 4 is be AUX bracis-33626 86 5 often often ADV bracis-33626 86 6 superficial superficial ADJ bracis-33626 86 7 and and CCONJ bracis-33626 86 8 often often ADV bracis-33626 86 9 considered consider VERB bracis-33626 86 10 cosmetic cosmetic ADJ bracis-33626 86 11 damage damage NOUN bracis-33626 86 12 as as SCONJ bracis-33626 86 13 it it PRON bracis-33626 86 14 does do AUX bracis-33626 86 15 not not PART bracis-33626 86 16 compromise compromise VERB bracis-33626 86 17 the the DET bracis-33626 86 18 structure structure NOUN bracis-33626 86 19 of of ADP bracis-33626 86 20 the the DET bracis-33626 86 21 blade blade NOUN bracis-33626 86 22 . . PUNCT bracis-33626 87 1 examples example NOUN bracis-33626 87 2 include include VERB bracis-33626 87 3 paint paint NOUN bracis-33626 87 4 peeling peel VERB bracis-33626 87 5 , , PUNCT bracis-33626 87 6 oil oil NOUN bracis-33626 87 7 stains stain NOUN bracis-33626 87 8 , , PUNCT bracis-33626 87 9 among among ADP bracis-33626 87 10 others other NOUN bracis-33626 87 11 . . PUNCT bracis-33626 88 1 over over ADP bracis-33626 88 2 time time NOUN bracis-33626 88 3 , , PUNCT bracis-33626 88 4 this this DET bracis-33626 88 5 type type NOUN bracis-33626 88 6 of of ADP bracis-33626 88 7 damage damage NOUN bracis-33626 88 8 can can AUX bracis-33626 88 9 sometimes sometimes ADV bracis-33626 88 10 progress progress VERB bracis-33626 88 11 to to ADP bracis-33626 88 12 erosion erosion NOUN bracis-33626 88 13 damage damage NOUN bracis-33626 88 14 . . PUNCT bracis-33626 89 1 usually usually ADV bracis-33626 89 2 , , PUNCT bracis-33626 89 3 they they PRON bracis-33626 89 4 do do AUX bracis-33626 89 5 not not PART bracis-33626 89 6 require require VERB bracis-33626 89 7 maintenance maintenance NOUN bracis-33626 89 8 intervention intervention NOUN bracis-33626 89 9 but but CCONJ bracis-33626 89 10 should should AUX bracis-33626 89 11 be be AUX bracis-33626 89 12 monitored monitor VERB bracis-33626 89 13 . . PUNCT bracis-33626 90 1 figure figure NOUN bracis-33626 90 2     SPACE bracis-33626 90 3 1c 1c NOUN bracis-33626 90 4 illustrates illustrate VERB bracis-33626 90 5 an an DET bracis-33626 90 6 example example NOUN bracis-33626 90 7 of of ADP bracis-33626 90 8 cosmetics cosmetic NOUN bracis-33626 90 9 damage damage NOUN bracis-33626 90 10 . . PUNCT bracis-33626 91 1 cracks crack NOUN bracis-33626 91 2 damages damage NOUN bracis-33626 91 3 are be AUX bracis-33626 91 4 typically typically ADV bracis-33626 91 5 the the DET bracis-33626 91 6 result result NOUN bracis-33626 91 7 of of ADP bracis-33626 91 8 material material ADJ bracis-33626 91 9 fatigue fatigue NOUN bracis-33626 91 10 in in ADP bracis-33626 91 11 the the DET bracis-33626 91 12 components component NOUN bracis-33626 91 13 of of ADP bracis-33626 91 14 the the DET bracis-33626 91 15 blades blade NOUN bracis-33626 91 16 due due ADP bracis-33626 91 17 to to ADP bracis-33626 91 18 prolonged prolonged ADJ bracis-33626 91 19 use use NOUN bracis-33626 91 20 [ [ X bracis-33626 91 21 8 8 NUM bracis-33626 91 22 ] ] PUNCT bracis-33626 91 23 . . PUNCT bracis-33626 92 1 they they PRON bracis-33626 92 2 initially initially ADV bracis-33626 92 3 start start VERB bracis-33626 92 4 small small ADJ bracis-33626 92 5 and and CCONJ bracis-33626 92 6 shallow shallow ADJ bracis-33626 92 7 but but CCONJ bracis-33626 92 8 progressively progressively ADV bracis-33626 92 9 enlarge enlarge VERB bracis-33626 92 10 and and CCONJ bracis-33626 92 11 deepen deepen VERB bracis-33626 92 12 , , PUNCT bracis-33626 92 13 potentially potentially ADV bracis-33626 92 14 compromising compromise VERB bracis-33626 92 15 the the DET bracis-33626 92 16 entire entire ADJ bracis-33626 92 17 structure structure NOUN bracis-33626 92 18 of of ADP bracis-33626 92 19 the the DET bracis-33626 92 20 blade blade NOUN bracis-33626 92 21 . . PUNCT bracis-33626 93 1 this this DET bracis-33626 93 2 type type NOUN bracis-33626 93 3 of of ADP bracis-33626 93 4 damage damage NOUN bracis-33626 93 5 is be AUX bracis-33626 93 6 characterized characterize VERB bracis-33626 93 7 by by ADP bracis-33626 93 8 a a DET bracis-33626 93 9 thin thin ADJ bracis-33626 93 10 and and CCONJ bracis-33626 93 11 longitudinal longitudinal ADJ bracis-33626 93 12 shape shape NOUN bracis-33626 93 13 . . PUNCT bracis-33626 94 1 figure figure NOUN bracis-33626 94 2     SPACE bracis-33626 94 3 1d 1d PROPN bracis-33626 94 4 illustrates illustrate VERB bracis-33626 94 5 an an DET bracis-33626 94 6 example example NOUN bracis-33626 94 7 of of ADP bracis-33626 94 8 a a DET bracis-33626 94 9 crack crack NOUN bracis-33626 94 10 . . PUNCT bracis-33626 95 1 fig fig NOUN bracis-33626 95 2 . . PUNCT bracis-33626 96 1 1 1 X bracis-33626 96 2 . . X bracis-33626 96 3 examples example NOUN bracis-33626 96 4 of of ADP bracis-33626 96 5 images image NOUN bracis-33626 96 6 with with ADP bracis-33626 96 7 red red ADJ bracis-33626 96 8 arrows arrow NOUN bracis-33626 96 9 indicating indicate VERB bracis-33626 96 10 damage damage NOUN bracis-33626 96 11 . . PUNCT bracis-33626 97 1 a a DET bracis-33626 97 2 lightning lightning NOUN bracis-33626 97 3 damage damage NOUN bracis-33626 97 4 ; ; PUNCT bracis-33626 97 5 b b X bracis-33626 97 6 erosion erosion NOUN bracis-33626 97 7 damage damage NOUN bracis-33626 97 8 ; ; PUNCT bracis-33626 97 9 c c PROPN bracis-33626 97 10 cosmetic cosmetic ADJ bracis-33626 97 11 damage damage NOUN bracis-33626 97 12 ; ; PUNCT bracis-33626 97 13 d d X bracis-33626 97 14 crack crack VERB bracis-33626 97 15 damage damage NOUN bracis-33626 97 16 . . PUNCT bracis-33626 98 1 ( ( PUNCT bracis-33626 98 2 color color NOUN bracis-33626 98 3 figure figure NOUN bracis-33626 98 4 online online ADV bracis-33626 98 5 ) ) PUNCT bracis-33626 98 6 full full ADJ bracis-33626 98 7 size size NOUN bracis-33626 98 8 image image NOUN bracis-33626 98 9 3 3 NUM bracis-33626 98 10 proposed propose VERB bracis-33626 98 11 method method NOUN bracis-33626 98 12 the the DET bracis-33626 98 13 architecture architecture NOUN bracis-33626 98 14 of of ADP bracis-33626 98 15 the the DET bracis-33626 98 16 method method NOUN bracis-33626 98 17 proposed propose VERB bracis-33626 98 18 can can AUX bracis-33626 98 19 be be AUX bracis-33626 98 20 subdivided subdivide VERB bracis-33626 98 21 into into ADP bracis-33626 98 22 two two NUM bracis-33626 98 23 stages stage NOUN bracis-33626 98 24 : : PUNCT bracis-33626 98 25 the the DET bracis-33626 98 26 model model NOUN bracis-33626 98 27 training training NOUN bracis-33626 98 28 stage stage NOUN bracis-33626 98 29 and and CCONJ bracis-33626 98 30 the the DET bracis-33626 98 31 damage damage NOUN bracis-33626 98 32 identification identification NOUN bracis-33626 98 33 stage stage NOUN bracis-33626 98 34 . . PUNCT bracis-33626 99 1 these these DET bracis-33626 99 2 two two NUM bracis-33626 99 3 stages stage NOUN bracis-33626 99 4 will will AUX bracis-33626 99 5 be be AUX bracis-33626 99 6 presented present VERB bracis-33626 99 7 below below ADV bracis-33626 99 8 . . PUNCT bracis-33626 100 1 3.1 3.1 NUM bracis-33626 100 2 architecture architecture NOUN bracis-33626 100 3 of of ADP bracis-33626 100 4     SPACE bracis-33626 100 5 the the DET bracis-33626 100 6     SPACE bracis-33626 100 7 training training NOUN bracis-33626 100 8 stage stage NOUN bracis-33626 100 9 the the DET bracis-33626 100 10 training training NOUN bracis-33626 100 11 stage stage NOUN bracis-33626 100 12 aims aim VERB bracis-33626 100 13 to to PART bracis-33626 100 14 introduce introduce VERB bracis-33626 100 15 the the DET bracis-33626 100 16 necessary necessary ADJ bracis-33626 100 17 steps step NOUN bracis-33626 100 18 to to PART bracis-33626 100 19 obtain obtain VERB bracis-33626 100 20 a a DET bracis-33626 100 21 trained train VERB bracis-33626 100 22 model model NOUN bracis-33626 100 23 that that PRON bracis-33626 100 24 will will AUX bracis-33626 100 25 be be AUX bracis-33626 100 26 used use VERB bracis-33626 100 27 in in ADP bracis-33626 100 28 the the DET bracis-33626 100 29 next next ADJ bracis-33626 100 30 stage stage NOUN bracis-33626 100 31 , , PUNCT bracis-33626 100 32 damage damage NOUN bracis-33626 100 33 identification identification NOUN bracis-33626 100 34 . . PUNCT bracis-33626 101 1 figure figure NOUN bracis-33626 101 2     SPACE bracis-33626 101 3 2 2 NUM bracis-33626 101 4 illustrates illustrate VERB bracis-33626 101 5 the the DET bracis-33626 101 6 architecture architecture NOUN bracis-33626 101 7 of of ADP bracis-33626 101 8 the the DET bracis-33626 101 9 training training NOUN bracis-33626 101 10 stage stage NOUN bracis-33626 101 11 . . PUNCT bracis-33626 102 1 details detail NOUN bracis-33626 102 2 of of ADP bracis-33626 102 3 all all DET bracis-33626 102 4 these these DET bracis-33626 102 5 steps step NOUN bracis-33626 102 6 will will AUX bracis-33626 102 7 be be AUX bracis-33626 102 8 shown show VERB bracis-33626 102 9 as as SCONJ bracis-33626 102 10 follows follow VERB bracis-33626 102 11 . . PUNCT bracis-33626 103 1 fig fig NOUN bracis-33626 103 2 . . PUNCT bracis-33626 104 1 2 2 NUM bracis-33626 104 2 . . NUM bracis-33626 104 3 proposed propose VERB bracis-33626 104 4 method method NOUN bracis-33626 104 5 architecture architecture NOUN bracis-33626 104 6 training training NOUN bracis-33626 104 7 stage stage NOUN bracis-33626 104 8 full full ADJ bracis-33626 104 9 size size NOUN bracis-33626 104 10 image image NOUN bracis-33626 104 11 images image NOUN bracis-33626 104 12 dataset dataset NOUN bracis-33626 104 13 . . PUNCT bracis-33626 105 1 photographs photograph NOUN bracis-33626 105 2 of of ADP bracis-33626 105 3 damaged damage VERB bracis-33626 105 4 wind wind NOUN bracis-33626 105 5 blades blade NOUN bracis-33626 105 6 were be AUX bracis-33626 105 7 made make VERB bracis-33626 105 8 available available ADJ bracis-33626 105 9 by by ADP bracis-33626 105 10 a a DET bracis-33626 105 11 company company NOUN bracis-33626 105 12 that that PRON bracis-33626 105 13 provides provide VERB bracis-33626 105 14 technical technical ADJ bracis-33626 105 15 support support NOUN bracis-33626 105 16 to to ADP bracis-33626 105 17 several several ADJ bracis-33626 105 18 wind wind NOUN bracis-33626 105 19 farms farm NOUN bracis-33626 105 20 . . PUNCT bracis-33626 106 1 table table NOUN bracis-33626 106 2     SPACE bracis-33626 106 3 1 1 NUM bracis-33626 106 4 summarizes summarize NOUN bracis-33626 106 5 the the DET bracis-33626 106 6 quantity quantity NOUN bracis-33626 106 7 , , PUNCT bracis-33626 106 8 minimum minimum ADJ bracis-33626 106 9 and and CCONJ bracis-33626 106 10 maximum maximum ADJ bracis-33626 106 11 resolution resolution NOUN bracis-33626 106 12 in in ADP bracis-33626 106 13 pixel pixel NOUN bracis-33626 106 14 of of ADP bracis-33626 106 15 the the DET bracis-33626 106 16 images image NOUN bracis-33626 106 17 by by ADP bracis-33626 106 18 damage damage NOUN bracis-33626 106 19 type type NOUN bracis-33626 106 20 . . PUNCT bracis-33626 107 1 the the DET bracis-33626 107 2 photographs photograph NOUN bracis-33626 107 3 have have VERB bracis-33626 107 4 varying vary VERB bracis-33626 107 5 sizes size NOUN bracis-33626 107 6 and and CCONJ bracis-33626 107 7 a a DET bracis-33626 107 8 large large ADJ bracis-33626 107 9 area area NOUN bracis-33626 107 10 of of ADP bracis-33626 107 11 image image NOUN bracis-33626 107 12 not not PART bracis-33626 107 13 related relate VERB bracis-33626 107 14 to to ADP bracis-33626 107 15 damage damage NOUN bracis-33626 107 16 , , PUNCT bracis-33626 107 17 with with ADP bracis-33626 107 18 the the DET bracis-33626 107 19 sky sky NOUN bracis-33626 107 20 as as ADP bracis-33626 107 21 a a DET bracis-33626 107 22 background background NOUN bracis-33626 107 23 or or CCONJ bracis-33626 107 24 areas area NOUN bracis-33626 107 25 that that PRON bracis-33626 107 26 do do AUX bracis-33626 107 27 not not PART bracis-33626 107 28 have have VERB bracis-33626 107 29 damage damage NOUN bracis-33626 107 30 and and CCONJ bracis-33626 107 31 some some PRON bracis-33626 107 32 have have VERB bracis-33626 107 33 text text NOUN bracis-33626 107 34 on on ADP bracis-33626 107 35 the the DET bracis-33626 107 36 image image NOUN bracis-33626 107 37 indicating indicate VERB bracis-33626 107 38 the the DET bracis-33626 107 39 date date NOUN bracis-33626 107 40 and and CCONJ bracis-33626 107 41 time time NOUN bracis-33626 107 42 of of ADP bracis-33626 107 43 the the DET bracis-33626 107 44 photo photo NOUN bracis-33626 107 45 . . PUNCT bracis-33626 108 1 table table NOUN bracis-33626 108 2 1 1 NUM bracis-33626 108 3 . . X bracis-33626 108 4 number number NOUN bracis-33626 108 5 of of ADP bracis-33626 108 6 images image NOUN bracis-33626 108 7 made make VERB bracis-33626 108 8 available available ADJ bracis-33626 108 9 by by ADP bracis-33626 108 10 damage damage NOUN bracis-33626 108 11 typefull typefull ADJ bracis-33626 108 12 size size NOUN bracis-33626 108 13 table table NOUN bracis-33626 108 14 cropping cropping NOUN bracis-33626 108 15 and and CCONJ bracis-33626 108 16 labeling labeling NOUN bracis-33626 108 17 images image NOUN bracis-33626 108 18 . . PUNCT bracis-33626 109 1 the the DET bracis-33626 109 2 dataset dataset NOUN bracis-33626 109 3 used use VERB bracis-33626 109 4 in in ADP bracis-33626 109 5 this this DET bracis-33626 109 6 paper paper NOUN bracis-33626 109 7 contains contain VERB bracis-33626 109 8 high high ADJ bracis-33626 109 9 - - PUNCT bracis-33626 109 10 resolution resolution NOUN bracis-33626 109 11 images image NOUN bracis-33626 109 12 in in ADP bracis-33626 109 13 order order NOUN bracis-33626 109 14 to to PART bracis-33626 109 15 better well ADV bracis-33626 109 16 capture capture VERB bracis-33626 109 17 the the DET bracis-33626 109 18 damage damage NOUN bracis-33626 109 19 details detail NOUN bracis-33626 109 20 . . PUNCT bracis-33626 110 1 since since SCONJ bracis-33626 110 2 the the DET bracis-33626 110 3 pre pre ADJ bracis-33626 110 4 - - ADJ bracis-33626 110 5 trained train VERB bracis-33626 110 6 general general ADJ bracis-33626 110 7 purpose purpose NOUN bracis-33626 110 8 models model NOUN bracis-33626 110 9 used use VERB bracis-33626 110 10 in in ADP bracis-33626 110 11 this this DET bracis-33626 110 12 work work NOUN bracis-33626 110 13 require require VERB bracis-33626 110 14 much much ADV bracis-33626 110 15 smaller small ADJ bracis-33626 110 16 size size NOUN bracis-33626 110 17 images image NOUN bracis-33626 110 18 as as ADP bracis-33626 110 19 input input NOUN bracis-33626 110 20 , , PUNCT bracis-33626 110 21 it it PRON bracis-33626 110 22 could could AUX bracis-33626 110 23 make make VERB bracis-33626 110 24 some some PRON bracis-33626 110 25 of of ADP bracis-33626 110 26 the the DET bracis-33626 110 27 smaller small ADJ bracis-33626 110 28 damages damage NOUN bracis-33626 110 29 indistinguishable indistinguishable ADJ bracis-33626 110 30 . . PUNCT bracis-33626 111 1 instead instead ADV bracis-33626 111 2 , , PUNCT bracis-33626 111 3 we we PRON bracis-33626 111 4 decided decide VERB bracis-33626 111 5 to to PART bracis-33626 111 6 crop crop VERB bracis-33626 111 7 the the DET bracis-33626 111 8 high high ADJ bracis-33626 111 9 - - PUNCT bracis-33626 111 10 resolution resolution NOUN bracis-33626 111 11 images image NOUN bracis-33626 111 12 and and CCONJ bracis-33626 111 13 tackle tackle VERB bracis-33626 111 14 the the DET bracis-33626 111 15 problem problem NOUN bracis-33626 111 16 of of ADP bracis-33626 111 17 damage damage NOUN bracis-33626 111 18 classification classification NOUN bracis-33626 111 19 in in ADP bracis-33626 111 20 each each PRON bracis-33626 111 21 of of ADP bracis-33626 111 22 the the DET bracis-33626 111 23 crops crop NOUN bracis-33626 111 24 . . PUNCT bracis-33626 112 1 the the DET bracis-33626 112 2 original original ADJ bracis-33626 112 3 image image NOUN bracis-33626 112 4 is be AUX bracis-33626 112 5 received receive VERB bracis-33626 112 6 as as ADP bracis-33626 112 7 input input NOUN bracis-33626 112 8 . . PUNCT bracis-33626 113 1 then then ADV bracis-33626 113 2 , , PUNCT bracis-33626 113 3 to to PART bracis-33626 113 4 define define VERB bracis-33626 113 5 the the DET bracis-33626 113 6 position position NOUN bracis-33626 113 7 of of ADP bracis-33626 113 8 the the DET bracis-33626 113 9 cuts cut NOUN bracis-33626 113 10 in in ADP bracis-33626 113 11 the the DET bracis-33626 113 12 image image NOUN bracis-33626 113 13 , , PUNCT bracis-33626 113 14 a a DET bracis-33626 113 15 grid grid NOUN bracis-33626 113 16 is be AUX bracis-33626 113 17 calculated calculate VERB bracis-33626 113 18 that that PRON bracis-33626 113 19 serves serve VERB bracis-33626 113 20 as as ADP bracis-33626 113 21 a a DET bracis-33626 113 22 guide guide NOUN bracis-33626 113 23 for for ADP bracis-33626 113 24 making make VERB bracis-33626 113 25 the the DET bracis-33626 113 26 cuts cut NOUN bracis-33626 113 27 . . PUNCT bracis-33626 114 1 in in ADP bracis-33626 114 2 order order NOUN bracis-33626 114 3 to to PART bracis-33626 114 4 prevent prevent VERB bracis-33626 114 5 damage damage NOUN bracis-33626 114 6 to to ADP bracis-33626 114 7 the the DET bracis-33626 114 8 division division NOUN bracis-33626 114 9 of of ADP bracis-33626 114 10 the the DET bracis-33626 114 11 grids grid NOUN bracis-33626 114 12 , , PUNCT bracis-33626 114 13 we we PRON bracis-33626 114 14 define define VERB bracis-33626 114 15 an an DET bracis-33626 114 16 overlap overlap NOUN bracis-33626 114 17 of of ADP bracis-33626 114 18 the the DET bracis-33626 114 19 generated generate VERB bracis-33626 114 20 grids grid NOUN bracis-33626 114 21 . . PUNCT bracis-33626 115 1 thus thus ADV bracis-33626 115 2 , , PUNCT bracis-33626 115 3 three three NUM bracis-33626 115 4 parameters parameter NOUN bracis-33626 115 5 are be AUX bracis-33626 115 6 necessary necessary ADJ bracis-33626 115 7 for for ADP bracis-33626 115 8 generating generate VERB bracis-33626 115 9 the the DET bracis-33626 115 10 grids grid NOUN bracis-33626 115 11 : : PUNCT bracis-33626 115 12 the the DET bracis-33626 115 13 image image NOUN bracis-33626 115 14 size size NOUN bracis-33626 115 15 , , PUNCT bracis-33626 115 16 the the DET bracis-33626 115 17 grid grid NOUN bracis-33626 115 18 size size NOUN bracis-33626 115 19 and and CCONJ bracis-33626 115 20 the the DET bracis-33626 115 21 overlap overlap NOUN bracis-33626 115 22 size size NOUN bracis-33626 115 23 . . PUNCT bracis-33626 116 1 the the DET bracis-33626 116 2 overlap overlap NOUN bracis-33626 116 3 size size NOUN bracis-33626 116 4 parameter parameter NOUN bracis-33626 116 5 defines define VERB bracis-33626 116 6 the the DET bracis-33626 116 7 minimum minimum ADJ bracis-33626 116 8 value value NOUN bracis-33626 116 9 to to PART bracis-33626 116 10 be be AUX bracis-33626 116 11 considered consider VERB bracis-33626 116 12 . . PUNCT bracis-33626 117 1 if if SCONJ bracis-33626 117 2 the the DET bracis-33626 117 3 image image NOUN bracis-33626 117 4 size size NOUN bracis-33626 117 5 is be AUX bracis-33626 117 6 not not PART bracis-33626 117 7 divisible divisible ADJ bracis-33626 117 8 by by ADP bracis-33626 117 9 the the DET bracis-33626 117 10 size size NOUN bracis-33626 117 11 of of ADP bracis-33626 117 12 the the DET bracis-33626 117 13 overlapping overlap VERB bracis-33626 117 14 grids grid NOUN bracis-33626 117 15 , , PUNCT bracis-33626 117 16 the the DET bracis-33626 117 17 algorithm algorithm NOUN bracis-33626 117 18 adds add VERB bracis-33626 117 19 another another DET bracis-33626 117 20 set set NOUN bracis-33626 117 21 of of ADP bracis-33626 117 22 grids grid NOUN bracis-33626 117 23 ( ( PUNCT bracis-33626 117 24 horizontal horizontal ADJ bracis-33626 117 25 or or CCONJ bracis-33626 117 26 vertical vertical ADJ bracis-33626 117 27 ) ) PUNCT bracis-33626 117 28 and and CCONJ bracis-33626 117 29 increases increase VERB bracis-33626 117 30 the the DET bracis-33626 117 31 size size NOUN bracis-33626 117 32 of of ADP bracis-33626 117 33 the the DET bracis-33626 117 34 overlap overlap NOUN bracis-33626 117 35 to to PART bracis-33626 117 36 achieve achieve VERB bracis-33626 117 37 a a DET bracis-33626 117 38 more more ADV bracis-33626 117 39 adequate adequate ADJ bracis-33626 117 40 adjustment adjustment NOUN bracis-33626 117 41 of of ADP bracis-33626 117 42 the the DET bracis-33626 117 43 grids grid NOUN bracis-33626 117 44 . . PUNCT bracis-33626 118 1 using use VERB bracis-33626 118 2 this this DET bracis-33626 118 3 approach approach NOUN bracis-33626 118 4 , , PUNCT bracis-33626 118 5 we we PRON bracis-33626 118 6 build build VERB bracis-33626 118 7 an an DET bracis-33626 118 8 images image NOUN bracis-33626 118 9 dataset dataset NOUN bracis-33626 118 10 containing contain VERB bracis-33626 118 11 1,828 1,828 NUM bracis-33626 118 12 crops crop NOUN bracis-33626 118 13 . . PUNCT bracis-33626 119 1 all all DET bracis-33626 119 2 crops crop NOUN bracis-33626 119 3 generated generate VERB bracis-33626 119 4 were be AUX bracis-33626 119 5 contextually contextually ADV bracis-33626 119 6 analyzed analyze VERB bracis-33626 119 7 by by ADP bracis-33626 119 8 a a DET bracis-33626 119 9 wind wind NOUN bracis-33626 119 10 blade blade NOUN bracis-33626 119 11 damage damage NOUN bracis-33626 119 12 specialist specialist NOUN bracis-33626 119 13 , , PUNCT bracis-33626 119 14 appointed appoint VERB bracis-33626 119 15 by by ADP bracis-33626 119 16 the the DET bracis-33626 119 17 wind wind NOUN bracis-33626 119 18 turbine turbine NOUN bracis-33626 119 19 manufacturing manufacturing NOUN bracis-33626 119 20 company company NOUN bracis-33626 119 21 . . PUNCT bracis-33626 120 1 each each DET bracis-33626 120 2 crops crop NOUN bracis-33626 120 3 received receive VERB bracis-33626 120 4 a a DET bracis-33626 120 5 label label NOUN bracis-33626 120 6 indicating indicate VERB bracis-33626 120 7 which which DET bracis-33626 120 8 class class NOUN bracis-33626 120 9 the the DET bracis-33626 120 10 image image NOUN bracis-33626 120 11 belongs belong VERB bracis-33626 120 12 to to ADP bracis-33626 120 13 . . PUNCT bracis-33626 121 1 the the DET bracis-33626 121 2 final final ADJ bracis-33626 121 3 dataset dataset NOUN bracis-33626 121 4 includes include VERB bracis-33626 121 5 1,243 1,243 NUM bracis-33626 121 6 normal normal ADJ bracis-33626 121 7 , , PUNCT bracis-33626 121 8 195 195 NUM bracis-33626 121 9 lightning lightning NOUN bracis-33626 121 10 , , PUNCT bracis-33626 121 11 151 151 NUM bracis-33626 121 12 erosion erosion NOUN bracis-33626 121 13 , , PUNCT bracis-33626 121 14 51 51 NUM bracis-33626 121 15 cosmetic cosmetic NOUN bracis-33626 121 16 , , PUNCT bracis-33626 121 17 and and CCONJ bracis-33626 121 18 188 188 NUM bracis-33626 121 19 crack crack NOUN bracis-33626 121 20 images image NOUN bracis-33626 121 21 . . PUNCT bracis-33626 122 1 in in ADP bracis-33626 122 2 fig fig NOUN bracis-33626 122 3 . . PUNCT bracis-33626 122 4     SPACE bracis-33626 122 5 3 3 NUM bracis-33626 122 6 we we PRON bracis-33626 122 7 present present VERB bracis-33626 122 8 the the DET bracis-33626 122 9 cropping cropping NOUN bracis-33626 122 10 and and CCONJ bracis-33626 122 11 labeling labeling NOUN bracis-33626 122 12 procedure procedure NOUN bracis-33626 122 13 . . PUNCT bracis-33626 123 1 the the DET bracis-33626 123 2 original original ADJ bracis-33626 123 3 image image NOUN bracis-33626 123 4 that that PRON bracis-33626 123 5 was be AUX bracis-33626 123 6 passed pass VERB bracis-33626 123 7 as as ADP bracis-33626 123 8 an an DET bracis-33626 123 9 input input NOUN bracis-33626 123 10 parameter parameter NOUN bracis-33626 123 11 is be AUX bracis-33626 123 12 displayed display VERB bracis-33626 123 13 in in ADP bracis-33626 123 14 fig fig NOUN bracis-33626 123 15 . . PUNCT bracis-33626 123 16     SPACE bracis-33626 124 1 3a 3a NUM bracis-33626 124 2 . . PUNCT bracis-33626 125 1 figure figure NOUN bracis-33626 125 2     SPACE bracis-33626 125 3 3b 3b PROPN bracis-33626 125 4 shows show VERB bracis-33626 125 5 several several ADJ bracis-33626 125 6 crops crop NOUN bracis-33626 125 7 generated generate VERB bracis-33626 125 8 from from ADP bracis-33626 125 9 the the DET bracis-33626 125 10 grid grid NOUN bracis-33626 125 11 with with ADP bracis-33626 125 12 overlap overlap NOUN bracis-33626 125 13 . . PUNCT bracis-33626 126 1 and and CCONJ bracis-33626 126 2 finally finally ADV bracis-33626 126 3 , , PUNCT bracis-33626 126 4 fig fig NOUN bracis-33626 126 5 . . PUNCT bracis-33626 126 6     SPACE bracis-33626 127 1 3c 3c NUM bracis-33626 127 2 shows show VERB bracis-33626 127 3 the the DET bracis-33626 127 4 red red ADJ bracis-33626 127 5 highlights highlight NOUN bracis-33626 127 6 crops crop NOUN bracis-33626 127 7 labeled label VERB bracis-33626 127 8 “ " PUNCT bracis-33626 127 9 lightning lightning NOUN bracis-33626 127 10 damage damage NOUN bracis-33626 127 11 ” " PUNCT bracis-33626 127 12 and and CCONJ bracis-33626 127 13 non non PROPN bracis-33626 127 14 highlighted highlight VERB bracis-33626 127 15 crops crop NOUN bracis-33626 127 16 labeled label VERB bracis-33626 127 17 “ " PUNCT bracis-33626 127 18 normal normal ADJ bracis-33626 127 19 ” " PUNCT bracis-33626 127 20 . . PUNCT bracis-33626 128 1 fig fig NOUN bracis-33626 128 2 . . PUNCT bracis-33626 129 1 3 3 X bracis-33626 129 2 . . X bracis-33626 129 3 cropping crop VERB bracis-33626 129 4 and and CCONJ bracis-33626 129 5 labeling labeling NOUN bracis-33626 129 6 procedure procedure NOUN bracis-33626 129 7 : : PUNCT bracis-33626 129 8 a a DET bracis-33626 129 9 input input NOUN bracis-33626 129 10 image image NOUN bracis-33626 129 11 ; ; PUNCT bracis-33626 129 12 b b X bracis-33626 129 13 generation generation NOUN bracis-33626 129 14 of of ADP bracis-33626 129 15 crops crop NOUN bracis-33626 129 16 from from ADP bracis-33626 129 17 defined define VERB bracis-33626 129 18 grids grid NOUN bracis-33626 129 19 ; ; PUNCT bracis-33626 129 20 c c PROPN bracis-33626 129 21 highlight highlight VERB bracis-33626 129 22 the the DET bracis-33626 129 23 crops crop NOUN bracis-33626 129 24 with with ADP bracis-33626 129 25 lightning lightning NOUN bracis-33626 129 26 damage damage NOUN bracis-33626 129 27 labels label NOUN bracis-33626 129 28 after after ADP bracis-33626 129 29 specialist specialist ADJ bracis-33626 129 30 labeling labeling NOUN bracis-33626 129 31 full full ADJ bracis-33626 129 32 size size NOUN bracis-33626 129 33 image image NOUN bracis-33626 129 34 datasets dataset NOUN bracis-33626 129 35 . . PUNCT bracis-33626 130 1 the the DET bracis-33626 130 2 new new ADJ bracis-33626 130 3 labeled label VERB bracis-33626 130 4 crops crop NOUN bracis-33626 130 5 were be AUX bracis-33626 130 6 arrange arrange NOUN bracis-33626 130 7 in in ADP bracis-33626 130 8 a a DET bracis-33626 130 9 dataset dataset NOUN bracis-33626 130 10 used use VERB bracis-33626 130 11 to to PART bracis-33626 130 12 design design VERB bracis-33626 130 13 the the DET bracis-33626 130 14 classification classification NOUN bracis-33626 130 15 models model NOUN bracis-33626 130 16 . . PUNCT bracis-33626 131 1 we we PRON bracis-33626 131 2 reserve reserve VERB bracis-33626 131 3 25 25 NUM bracis-33626 131 4 % % NOUN bracis-33626 131 5 of of ADP bracis-33626 131 6 the the DET bracis-33626 131 7 crops crop NOUN bracis-33626 131 8 ( ( PUNCT bracis-33626 131 9 457 457 NUM bracis-33626 131 10 images image NOUN bracis-33626 131 11 ) ) PUNCT bracis-33626 131 12 for for ADP bracis-33626 131 13 the the DET bracis-33626 131 14 validation validation NOUN bracis-33626 131 15 set set NOUN bracis-33626 131 16 . . PUNCT bracis-33626 132 1 the the DET bracis-33626 132 2 test test NOUN bracis-33626 132 3 set set NOUN bracis-33626 132 4 contains contain VERB bracis-33626 132 5 15 15 NUM bracis-33626 132 6 % % NOUN bracis-33626 132 7 ( ( PUNCT bracis-33626 132 8 206 206 NUM bracis-33626 132 9 images image NOUN bracis-33626 132 10 ) ) PUNCT bracis-33626 132 11 and and CCONJ bracis-33626 132 12 the the DET bracis-33626 132 13 remainder remainder NOUN bracis-33626 132 14 ( ( PUNCT bracis-33626 132 15 1,165 1,165 NUM bracis-33626 132 16 images image NOUN bracis-33626 132 17 ) ) PUNCT bracis-33626 132 18 are be AUX bracis-33626 132 19 used use VERB bracis-33626 132 20 for for ADP bracis-33626 132 21 the the DET bracis-33626 132 22 training training NOUN bracis-33626 132 23 set set NOUN bracis-33626 132 24 . . PUNCT bracis-33626 133 1 all all DET bracis-33626 133 2 sets set NOUN bracis-33626 133 3 are be AUX bracis-33626 133 4 stratified stratify VERB bracis-33626 133 5 by by ADP bracis-33626 133 6 available available ADJ bracis-33626 133 7 classes class NOUN bracis-33626 133 8 . . PUNCT bracis-33626 134 1 in in ADP bracis-33626 134 2 the the DET bracis-33626 134 3 model model NOUN bracis-33626 134 4 training training NOUN bracis-33626 134 5 stage stage NOUN bracis-33626 134 6 , , PUNCT bracis-33626 134 7 detailed detail VERB bracis-33626 134 8 in in ADP bracis-33626 134 9 sect sect NOUN bracis-33626 134 10 . . PUNCT bracis-33626 134 11     SPACE bracis-33626 134 12 3.1 3.1 NUM bracis-33626 134 13 , , PUNCT bracis-33626 134 14 the the DET bracis-33626 134 15 training training NOUN bracis-33626 134 16 and and CCONJ bracis-33626 134 17 test test NOUN bracis-33626 134 18 data datum NOUN bracis-33626 134 19 sets set NOUN bracis-33626 134 20 are be AUX bracis-33626 134 21 separated separate VERB bracis-33626 134 22 with with ADP bracis-33626 134 23 different different ADJ bracis-33626 134 24 samples sample NOUN bracis-33626 134 25 in in ADP bracis-33626 134 26 each each PRON bracis-33626 134 27 of of ADP bracis-33626 134 28 the the DET bracis-33626 134 29 training training NOUN bracis-33626 134 30 repetitions repetition NOUN bracis-33626 134 31 . . PUNCT bracis-33626 135 1 there there PRON bracis-33626 135 2 is be VERB bracis-33626 135 3 a a DET bracis-33626 135 4 large large ADJ bracis-33626 135 5 imbalance imbalance NOUN bracis-33626 135 6 between between ADP bracis-33626 135 7 the the DET bracis-33626 135 8 classes class NOUN bracis-33626 135 9 , , PUNCT bracis-33626 135 10 with with ADP bracis-33626 135 11 images image NOUN bracis-33626 135 12 from from ADP bracis-33626 135 13 the the DET bracis-33626 135 14 normal normal ADJ bracis-33626 135 15 class class NOUN bracis-33626 135 16 having have VERB bracis-33626 135 17 the the DET bracis-33626 135 18 largest large ADJ bracis-33626 135 19 number number NOUN bracis-33626 135 20 of of ADP bracis-33626 135 21 samples sample NOUN bracis-33626 135 22 . . PUNCT bracis-33626 136 1 thus thus ADV bracis-33626 136 2 , , PUNCT bracis-33626 136 3 a a DET bracis-33626 136 4 new new ADJ bracis-33626 136 5 dataset dataset NOUN bracis-33626 136 6 is be AUX bracis-33626 136 7 created create VERB bracis-33626 136 8 , , PUNCT bracis-33626 136 9 applying apply VERB bracis-33626 136 10 algorithms algorithm NOUN bracis-33626 136 11 for for ADP bracis-33626 136 12 class class NOUN bracis-33626 136 13 balancing balancing NOUN bracis-33626 136 14 and and CCONJ bracis-33626 136 15 data datum NOUN bracis-33626 136 16 augmentation augmentation NOUN bracis-33626 136 17 were be AUX bracis-33626 136 18 applied apply VERB bracis-33626 136 19 using use VERB bracis-33626 136 20 images image NOUN bracis-33626 136 21 transformations transformation NOUN bracis-33626 136 22 . . PUNCT bracis-33626 137 1 the the DET bracis-33626 137 2 balancing balancing NOUN bracis-33626 137 3 method method NOUN bracis-33626 137 4 used use VERB bracis-33626 137 5 is be AUX bracis-33626 137 6 oversampling oversample VERB bracis-33626 137 7 with with ADP bracis-33626 137 8 data data NOUN bracis-33626 137 9 - - PUNCT bracis-33626 137 10 level level NOUN bracis-33626 137 11 methods method NOUN bracis-33626 137 12 [ [ X bracis-33626 137 13 20 20 NUM bracis-33626 137 14 ] ] PUNCT bracis-33626 137 15 . . PUNCT bracis-33626 138 1 the the DET bracis-33626 138 2 data data NOUN bracis-33626 138 3 augmentation augmentation NOUN bracis-33626 138 4 process process NOUN bracis-33626 138 5 applies apply VERB bracis-33626 138 6 methods method NOUN bracis-33626 138 7 from from ADP bracis-33626 138 8 the the DET bracis-33626 138 9 single single ADJ bracis-33626 138 10 - - PUNCT bracis-33626 138 11 image image NOUN bracis-33626 138 12 model model NOUN bracis-33626 138 13 - - PUNCT bracis-33626 138 14 free free ADJ bracis-33626 138 15 approach approach NOUN bracis-33626 138 16 , , PUNCT bracis-33626 138 17 as as SCONJ bracis-33626 138 18 defined define VERB bracis-33626 138 19 by by ADP bracis-33626 138 20 [ [ X bracis-33626 138 21 21 21 NUM bracis-33626 138 22 ] ] PUNCT bracis-33626 138 23 . . PUNCT bracis-33626 139 1 the the DET bracis-33626 139 2 following follow VERB bracis-33626 139 3 transformation transformation NOUN bracis-33626 139 4 functions function NOUN bracis-33626 139 5 are be AUX bracis-33626 139 6 applied apply VERB bracis-33626 139 7 : : PUNCT bracis-33626 139 8 vertical vertical ADJ bracis-33626 139 9 flip flip NOUN bracis-33626 139 10 , , PUNCT bracis-33626 139 11 horizontal horizontal ADJ bracis-33626 139 12 flip flip NOUN bracis-33626 139 13 , , PUNCT bracis-33626 139 14 brightness brightness NOUN bracis-33626 139 15 adjustment adjustment NOUN bracis-33626 139 16 with with ADP bracis-33626 139 17 a a DET bracis-33626 139 18 random random ADJ bracis-33626 139 19 \(\delta \(\delta NOUN bracis-33626 139 20 \in \in PROPN bracis-33626 139 21 [ [ X bracis-33626 139 22 -0.10 -0.10 NUM bracis-33626 139 23 , , PUNCT bracis-33626 139 24 0.10]\ 0.10]\ NUM bracis-33626 139 25 ) ) PUNCT bracis-33626 139 26 and and CCONJ bracis-33626 139 27 contrast contrast VERB bracis-33626 139 28 adjustment adjustment NOUN bracis-33626 139 29 with with ADP bracis-33626 139 30 a a DET bracis-33626 139 31 random random ADJ bracis-33626 139 32 factor factor NOUN bracis-33626 139 33 value value NOUN bracis-33626 139 34 in in ADP bracis-33626 139 35 [ [ X bracis-33626 139 36 0.7 0.7 NUM bracis-33626 139 37 , , PUNCT bracis-33626 139 38     SPACE bracis-33626 139 39 1.3 1.3 NUM bracis-33626 139 40 ] ] PUNCT bracis-33626 139 41 . . PUNCT bracis-33626 140 1 the the DET bracis-33626 140 2 brightness brightness NOUN bracis-33626 140 3 delta delta NOUN bracis-33626 140 4 value value NOUN bracis-33626 140 5 is be AUX bracis-33626 140 6 added add VERB bracis-33626 140 7 to to ADP bracis-33626 140 8 each each DET bracis-33626 140 9 color color NOUN bracis-33626 140 10 channel channel NOUN bracis-33626 140 11 of of ADP bracis-33626 140 12 the the DET bracis-33626 140 13 image image NOUN bracis-33626 140 14 , , PUNCT bracis-33626 140 15 this this PRON bracis-33626 140 16 causes cause VERB bracis-33626 140 17 the the DET bracis-33626 140 18 brightness brightness NOUN bracis-33626 140 19 of of ADP bracis-33626 140 20 the the DET bracis-33626 140 21 image image NOUN bracis-33626 140 22 to to PART bracis-33626 140 23 change change VERB bracis-33626 140 24 . . PUNCT bracis-33626 141 1 the the DET bracis-33626 141 2 contrast contrast NOUN bracis-33626 141 3 factor factor NOUN bracis-33626 141 4 is be AUX bracis-33626 141 5 also also ADV bracis-33626 141 6 applied apply VERB bracis-33626 141 7 to to ADP bracis-33626 141 8 each each DET bracis-33626 141 9 color color NOUN bracis-33626 141 10 channel channel NOUN bracis-33626 141 11 of of ADP bracis-33626 141 12 the the DET bracis-33626 141 13 image image NOUN bracis-33626 141 14 . . PUNCT bracis-33626 142 1 each each PRON bracis-33626 142 2 of of ADP bracis-33626 142 3 these these DET bracis-33626 142 4 functions function NOUN bracis-33626 142 5 has have VERB bracis-33626 142 6 a a DET bracis-33626 142 7 30 30 NUM bracis-33626 142 8 % % NOUN bracis-33626 142 9 probability probability NOUN bracis-33626 142 10 of of ADP bracis-33626 142 11 being be AUX bracis-33626 142 12 applied apply VERB bracis-33626 142 13 , , PUNCT bracis-33626 142 14 and and CCONJ bracis-33626 142 15 for for ADP bracis-33626 142 16 each each DET bracis-33626 142 17 image image NOUN bracis-33626 142 18 , , PUNCT bracis-33626 142 19 at at ADP bracis-33626 142 20 least least ADJ bracis-33626 142 21 one one NUM bracis-33626 142 22 of of ADP bracis-33626 142 23 the the DET bracis-33626 142 24 functions function NOUN bracis-33626 142 25 , , PUNCT bracis-33626 142 26 randomly randomly ADV bracis-33626 142 27 chosen choose VERB bracis-33626 142 28 , , PUNCT bracis-33626 142 29 will will AUX bracis-33626 142 30 have have VERB bracis-33626 142 31 the the DET bracis-33626 142 32 probability probability NOUN bracis-33626 142 33 of of ADP bracis-33626 142 34 being be AUX bracis-33626 142 35 applied apply VERB bracis-33626 142 36 increased increase VERB bracis-33626 142 37 to to ADP bracis-33626 142 38 100 100 NUM bracis-33626 142 39 % % NOUN bracis-33626 142 40 . . PUNCT bracis-33626 143 1 that that PRON bracis-33626 143 2 is be AUX bracis-33626 143 3 , , PUNCT bracis-33626 143 4 at at ADV bracis-33626 143 5 least least ADV bracis-33626 143 6 one one NUM bracis-33626 143 7 transformation transformation NOUN bracis-33626 143 8 function function NOUN bracis-33626 143 9 will will AUX bracis-33626 143 10 always always ADV bracis-33626 143 11 be be AUX bracis-33626 143 12 applied apply VERB bracis-33626 143 13 to to ADP bracis-33626 143 14 the the DET bracis-33626 143 15 image image NOUN bracis-33626 143 16 . . PUNCT bracis-33626 144 1 models model NOUN bracis-33626 144 2 . . PUNCT bracis-33626 145 1 the the DET bracis-33626 145 2 model model NOUN bracis-33626 145 3 is be AUX bracis-33626 145 4 built build VERB bracis-33626 145 5 using use VERB bracis-33626 145 6 the the DET bracis-33626 145 7 framework framework NOUN bracis-33626 145 8 tensorflow tensorflow NOUN bracis-33626 145 9 2.12.1 2.12.1 NUM bracis-33626 145 10 which which PRON bracis-33626 145 11 is be AUX bracis-33626 145 12 a a DET bracis-33626 145 13 free free ADJ bracis-33626 145 14 and and CCONJ bracis-33626 145 15 open open ADJ bracis-33626 145 16 source source NOUN bracis-33626 145 17 software software NOUN bracis-33626 145 18 tool tool NOUN bracis-33626 145 19 for for ADP bracis-33626 145 20 machine machine NOUN bracis-33626 145 21 learning learning NOUN bracis-33626 145 22 and and CCONJ bracis-33626 145 23 artificial artificial ADJ bracis-33626 145 24 intelligence intelligence NOUN bracis-33626 145 25 focused focus VERB bracis-33626 145 26 mainly mainly ADV bracis-33626 145 27 on on ADP bracis-33626 145 28 deep deep ADJ bracis-33626 145 29 learning learning NOUN bracis-33626 145 30 . . PUNCT bracis-33626 146 1 the the DET bracis-33626 146 2 transfer transfer NOUN bracis-33626 146 3 learning learning NOUN bracis-33626 146 4 process process NOUN bracis-33626 146 5 based base VERB bracis-33626 146 6 on on ADP bracis-33626 146 7 progressive progressive ADJ bracis-33626 146 8 learning learning NOUN bracis-33626 146 9 [ [ X bracis-33626 146 10 22 22 NUM bracis-33626 146 11 ] ] PUNCT bracis-33626 146 12 is be AUX bracis-33626 146 13 used use VERB bracis-33626 146 14 to to PART bracis-33626 146 15 optimize optimize VERB bracis-33626 146 16 model model NOUN bracis-33626 146 17 training training NOUN bracis-33626 146 18 time time NOUN bracis-33626 146 19 . . PUNCT bracis-33626 147 1 four four NUM bracis-33626 147 2 pre pre ADJ bracis-33626 147 3 - - ADJ bracis-33626 147 4 trained train VERB bracis-33626 147 5 models model NOUN bracis-33626 147 6 from from ADP bracis-33626 147 7 the the DET bracis-33626 147 8 imagenet imagenet NOUN bracis-33626 147 9 [ [ X bracis-33626 147 10 23 23 NUM bracis-33626 147 11 ] ] PUNCT bracis-33626 147 12 dataset dataset NOUN bracis-33626 147 13 were be AUX bracis-33626 147 14 used use VERB bracis-33626 147 15 , , PUNCT bracis-33626 147 16 table table NOUN bracis-33626 147 17     SPACE bracis-33626 147 18 2 2 NUM bracis-33626 147 19 lists list VERB bracis-33626 147 20 these these DET bracis-33626 147 21 models model NOUN bracis-33626 147 22 . . PUNCT bracis-33626 148 1 the the DET bracis-33626 148 2 pre pre ADJ bracis-33626 148 3 - - ADJ bracis-33626 148 4 trained trained ADJ bracis-33626 148 5 layers layer NOUN bracis-33626 148 6 are be AUX bracis-33626 148 7 frozen frozen ADJ bracis-33626 148 8 and and CCONJ bracis-33626 148 9 a a DET bracis-33626 148 10 new new ADJ bracis-33626 148 11 output output NOUN bracis-33626 148 12 layer layer NOUN bracis-33626 148 13 is be AUX bracis-33626 148 14 added add VERB bracis-33626 148 15 with with ADP bracis-33626 148 16 softmax softmax NOUN bracis-33626 148 17 activation activation NOUN bracis-33626 148 18 for for ADP bracis-33626 148 19 classifying classify VERB bracis-33626 148 20 the the DET bracis-33626 148 21 five five NUM bracis-33626 148 22 defined define VERB bracis-33626 148 23 classes class NOUN bracis-33626 148 24 . . PUNCT bracis-33626 149 1 then then ADV bracis-33626 149 2 , , PUNCT bracis-33626 149 3 this this DET bracis-33626 149 4 last last ADJ bracis-33626 149 5 layer layer NOUN bracis-33626 149 6 of of ADP bracis-33626 149 7 the the DET bracis-33626 149 8 models model NOUN bracis-33626 149 9 is be AUX bracis-33626 149 10 refined refine VERB bracis-33626 149 11 using use VERB bracis-33626 149 12 the the DET bracis-33626 149 13 two two NUM bracis-33626 149 14 sets set NOUN bracis-33626 149 15 of of ADP bracis-33626 149 16 data datum NOUN bracis-33626 149 17 generated generate VERB bracis-33626 149 18 : : PUNCT bracis-33626 149 19 with with ADP bracis-33626 149 20 and and CCONJ bracis-33626 149 21 without without ADP bracis-33626 149 22 balancing balancing NOUN bracis-33626 149 23 and and CCONJ bracis-33626 149 24 augmentation augmentation NOUN bracis-33626 149 25 . . PUNCT bracis-33626 150 1 each each PRON bracis-33626 150 2 of of ADP bracis-33626 150 3 the the DET bracis-33626 150 4 four four NUM bracis-33626 150 5 initial initial ADJ bracis-33626 150 6 models model NOUN bracis-33626 150 7 generates generate VERB bracis-33626 150 8 two two NUM bracis-33626 150 9 refined refined ADJ bracis-33626 150 10 models model NOUN bracis-33626 150 11 , , PUNCT bracis-33626 150 12 resulting result VERB bracis-33626 150 13 in in ADP bracis-33626 150 14 a a DET bracis-33626 150 15 total total NOUN bracis-33626 150 16 of of ADP bracis-33626 150 17 eight eight NUM bracis-33626 150 18 models model NOUN bracis-33626 150 19 built build VERB bracis-33626 150 20 . . PUNCT bracis-33626 151 1 table table NOUN bracis-33626 151 2 2 2 NUM bracis-33626 151 3 . . X bracis-33626 151 4 list list NOUN bracis-33626 151 5 of of ADP bracis-33626 151 6 pre pre ADJ bracis-33626 151 7 - - ADJ bracis-33626 151 8 trained train VERB bracis-33626 151 9 models model NOUN bracis-33626 151 10 usedfull usedfull ADJ bracis-33626 151 11 size size NOUN bracis-33626 151 12 table table NOUN bracis-33626 151 13 metrics metric NOUN bracis-33626 151 14 . . PUNCT bracis-33626 152 1 one one NUM bracis-33626 152 2 of of ADP bracis-33626 152 3 the the DET bracis-33626 152 4 initial initial ADJ bracis-33626 152 5 problems problem NOUN bracis-33626 152 6 faced face VERB bracis-33626 152 7 by by ADP bracis-33626 152 8 a a DET bracis-33626 152 9 specialist specialist NOUN bracis-33626 152 10 in in ADP bracis-33626 152 11 damage damage NOUN bracis-33626 152 12 to to ADP bracis-33626 152 13 wind wind NOUN bracis-33626 152 14 turbine turbine NOUN bracis-33626 152 15 blades blade NOUN bracis-33626 152 16 is be AUX bracis-33626 152 17 having have VERB bracis-33626 152 18 to to PART bracis-33626 152 19 analyze analyze VERB bracis-33626 152 20 thousands thousand NOUN bracis-33626 152 21 of of ADP bracis-33626 152 22 photographs photograph NOUN bracis-33626 152 23 produced produce VERB bracis-33626 152 24 by by ADP bracis-33626 152 25 technical technical ADJ bracis-33626 152 26 teams team NOUN bracis-33626 152 27 in in ADP bracis-33626 152 28 the the DET bracis-33626 152 29 field field NOUN bracis-33626 152 30 , , PUNCT bracis-33626 152 31 with with ADP bracis-33626 152 32 only only ADV bracis-33626 152 33 a a DET bracis-33626 152 34 minority minority NOUN bracis-33626 152 35 of of ADP bracis-33626 152 36 the the DET bracis-33626 152 37 images image NOUN bracis-33626 152 38 showing show VERB bracis-33626 152 39 any any DET bracis-33626 152 40 damage damage NOUN bracis-33626 152 41 that that PRON bracis-33626 152 42 requires require VERB bracis-33626 152 43 in in ADP bracis-33626 152 44 - - PUNCT bracis-33626 152 45 depth depth NOUN bracis-33626 152 46 analysis analysis NOUN bracis-33626 152 47 . . PUNCT bracis-33626 153 1 to to PART bracis-33626 153 2 facilitate facilitate VERB bracis-33626 153 3 this this DET bracis-33626 153 4 specialist specialist NOUN bracis-33626 153 5 ’s ’s PART bracis-33626 153 6 analysis analysis NOUN bracis-33626 153 7 , , PUNCT bracis-33626 153 8 it it PRON bracis-33626 153 9 is be AUX bracis-33626 153 10 necessary necessary ADJ bracis-33626 153 11 to to PART bracis-33626 153 12 select select VERB bracis-33626 153 13 images image NOUN bracis-33626 153 14 with with ADP bracis-33626 153 15 damage damage NOUN bracis-33626 153 16 and and CCONJ bracis-33626 153 17 provide provide VERB bracis-33626 153 18 a a DET bracis-33626 153 19 prior prior ADJ bracis-33626 153 20 classification classification NOUN bracis-33626 153 21 of of ADP bracis-33626 153 22 the the DET bracis-33626 153 23 damage damage NOUN bracis-33626 153 24 contained contain VERB bracis-33626 153 25 in in ADP bracis-33626 153 26 the the DET bracis-33626 153 27 image image NOUN bracis-33626 153 28 . . PUNCT bracis-33626 154 1 therefore therefore ADV bracis-33626 154 2 , , PUNCT bracis-33626 154 3 it it PRON bracis-33626 154 4 is be AUX bracis-33626 154 5 very very ADV bracis-33626 154 6 important important ADJ bracis-33626 154 7 that that SCONJ bracis-33626 154 8 the the DET bracis-33626 154 9 model model NOUN bracis-33626 154 10 can can AUX bracis-33626 154 11 precisely precisely ADV bracis-33626 154 12 identify identify VERB bracis-33626 154 13 whether whether SCONJ bracis-33626 154 14 or or CCONJ bracis-33626 154 15 not not PART bracis-33626 154 16 an an DET bracis-33626 154 17 image image NOUN bracis-33626 154 18 has have VERB bracis-33626 154 19 damage damage NOUN bracis-33626 154 20 . . PUNCT bracis-33626 155 1 the the DET bracis-33626 155 2 metrics metric NOUN bracis-33626 155 3 analyzed analyze VERB bracis-33626 155 4 in in ADP bracis-33626 155 5 the the DET bracis-33626 155 6 model model NOUN bracis-33626 155 7 construction construction NOUN bracis-33626 155 8 process process NOUN bracis-33626 155 9 are be AUX bracis-33626 155 10 : : PUNCT bracis-33626 155 11 accuracy accuracy NOUN bracis-33626 155 12 , , PUNCT bracis-33626 155 13 recall recall NOUN bracis-33626 155 14 and and CCONJ bracis-33626 155 15 precision precision NOUN bracis-33626 155 16 . . PUNCT bracis-33626 156 1 models model NOUN bracis-33626 156 2 are be AUX bracis-33626 156 3 optimized optimize VERB bracis-33626 156 4 to to PART bracis-33626 156 5 reduce reduce VERB bracis-33626 156 6 cross cross ADJ bracis-33626 156 7 - - ADJ bracis-33626 156 8 entropy entropy ADJ bracis-33626 156 9 loss loss NOUN bracis-33626 156 10 . . PUNCT bracis-33626 157 1 the the DET bracis-33626 157 2 authors author NOUN bracis-33626 157 3 decided decide VERB bracis-33626 157 4 to to PART bracis-33626 157 5 implement implement VERB bracis-33626 157 6 5 5 NUM bracis-33626 157 7 training training NOUN bracis-33626 157 8 realizations realization NOUN bracis-33626 157 9 ( ( PUNCT bracis-33626 157 10 repetitions repetition NOUN bracis-33626 157 11 ) ) PUNCT bracis-33626 157 12 for for ADP bracis-33626 157 13 each each DET bracis-33626 157 14 model model NOUN bracis-33626 157 15 . . PUNCT bracis-33626 158 1 the the DET bracis-33626 158 2 idea idea NOUN bracis-33626 158 3 is be AUX bracis-33626 158 4 to to PART bracis-33626 158 5 evaluate evaluate VERB bracis-33626 158 6 the the DET bracis-33626 158 7 robustness robustness NOUN bracis-33626 158 8 of of ADP bracis-33626 158 9 the the DET bracis-33626 158 10 models model NOUN bracis-33626 158 11 to to ADP bracis-33626 158 12 the the DET bracis-33626 158 13 initialization initialization NOUN bracis-33626 158 14 of of ADP bracis-33626 158 15 the the DET bracis-33626 158 16 weights weight NOUN bracis-33626 158 17 of of ADP bracis-33626 158 18 the the DET bracis-33626 158 19 last last ADJ bracis-33626 158 20 layer layer NOUN bracis-33626 158 21 based base VERB bracis-33626 158 22 on on ADP bracis-33626 158 23 the the DET bracis-33626 158 24 analysis analysis NOUN bracis-33626 158 25 of of ADP bracis-33626 158 26 the the DET bracis-33626 158 27 mean mean ADJ bracis-33626 158 28 and and CCONJ bracis-33626 158 29 standard standard ADJ bracis-33626 158 30 deviation deviation NOUN bracis-33626 158 31 of of ADP bracis-33626 158 32 the the DET bracis-33626 158 33 adopted adopt VERB bracis-33626 158 34 metrics metric NOUN bracis-33626 158 35 . . PUNCT bracis-33626 159 1 for for ADP bracis-33626 159 2 each each PRON bracis-33626 159 3 of of ADP bracis-33626 159 4 the the DET bracis-33626 159 5 five five NUM bracis-33626 159 6 training training NOUN bracis-33626 159 7 repetitions repetition NOUN bracis-33626 159 8 , , PUNCT bracis-33626 159 9 metrics metric NOUN bracis-33626 159 10 are be AUX bracis-33626 159 11 calculated calculate VERB bracis-33626 159 12 using use VERB bracis-33626 159 13 the the DET bracis-33626 159 14 test test NOUN bracis-33626 159 15 data datum NOUN bracis-33626 159 16 set set VERB bracis-33626 159 17 and and CCONJ bracis-33626 159 18 evaluated evaluate VERB bracis-33626 159 19 in in ADP bracis-33626 159 20 the the DET bracis-33626 159 21 classification classification NOUN bracis-33626 159 22 of of ADP bracis-33626 159 23 normal normal ADJ bracis-33626 159 24 or or CCONJ bracis-33626 159 25 damage damage NOUN bracis-33626 159 26 classes class NOUN bracis-33626 159 27 ( ( PUNCT bracis-33626 159 28 lightning lightning NOUN bracis-33626 159 29 , , PUNCT bracis-33626 159 30 erosion erosion NOUN bracis-33626 159 31 , , PUNCT bracis-33626 159 32 cosmetics cosmetic NOUN bracis-33626 159 33 or or CCONJ bracis-33626 159 34 cracking cracking NOUN bracis-33626 159 35 ) ) PUNCT bracis-33626 159 36 . . PUNCT bracis-33626 160 1 then then ADV bracis-33626 160 2 , , PUNCT bracis-33626 160 3 the the DET bracis-33626 160 4 choice choice NOUN bracis-33626 160 5 of of ADP bracis-33626 160 6 the the DET bracis-33626 160 7 best good ADJ bracis-33626 160 8 repetition repetition NOUN bracis-33626 160 9 is be AUX bracis-33626 160 10 made make VERB bracis-33626 160 11 by by ADP bracis-33626 160 12 measuring measure VERB bracis-33626 160 13 the the DET bracis-33626 160 14 precision precision NOUN bracis-33626 160 15 metric metric ADJ bracis-33626 160 16 . . PUNCT bracis-33626 161 1 this this DET bracis-33626 161 2 choice choice NOUN bracis-33626 161 3 is be AUX bracis-33626 161 4 motivated motivate VERB bracis-33626 161 5 by by ADP bracis-33626 161 6 the the DET bracis-33626 161 7 goal goal NOUN bracis-33626 161 8 of of ADP bracis-33626 161 9 using use VERB bracis-33626 161 10 the the DET bracis-33626 161 11 model model NOUN bracis-33626 161 12 to to PART bracis-33626 161 13 select select VERB bracis-33626 161 14 only only ADV bracis-33626 161 15 the the DET bracis-33626 161 16 photos photo NOUN bracis-33626 161 17 with with ADP bracis-33626 161 18 damage damage NOUN bracis-33626 161 19 , , PUNCT bracis-33626 161 20 which which PRON bracis-33626 161 21 will will AUX bracis-33626 161 22 then then ADV bracis-33626 161 23 be be AUX bracis-33626 161 24 reviewed review VERB bracis-33626 161 25 by by ADP bracis-33626 161 26 an an DET bracis-33626 161 27 expert expert NOUN bracis-33626 161 28 . . PUNCT bracis-33626 162 1 therefore therefore ADV bracis-33626 162 2 , , PUNCT bracis-33626 162 3 it it PRON bracis-33626 162 4 is be AUX bracis-33626 162 5 important important ADJ bracis-33626 162 6 to to PART bracis-33626 162 7 minimize minimize VERB bracis-33626 162 8 the the DET bracis-33626 162 9 number number NOUN bracis-33626 162 10 of of ADP bracis-33626 162 11 false false ADJ bracis-33626 162 12 negatives negative NOUN bracis-33626 162 13 , , PUNCT bracis-33626 162 14 which which PRON bracis-33626 162 15 occur occur VERB bracis-33626 162 16 when when SCONJ bracis-33626 162 17 precision precision NOUN bracis-33626 162 18 is be AUX bracis-33626 162 19 high high ADJ bracis-33626 162 20 . . PUNCT bracis-33626 163 1 a a DET bracis-33626 163 2 false false ADJ bracis-33626 163 3 negative negative ADJ bracis-33626 163 4 occurs occur VERB bracis-33626 163 5 when when SCONJ bracis-33626 163 6 images image NOUN bracis-33626 163 7 with with ADP bracis-33626 163 8 damage damage NOUN bracis-33626 163 9 are be AUX bracis-33626 163 10 classified classify VERB bracis-33626 163 11 as as ADP bracis-33626 163 12 normal normal ADJ bracis-33626 163 13 . . PUNCT bracis-33626 164 1 on on ADP bracis-33626 164 2 the the DET bracis-33626 164 3 other other ADJ bracis-33626 164 4 hand hand NOUN bracis-33626 164 5 , , PUNCT bracis-33626 164 6 a a DET bracis-33626 164 7 false false ADJ bracis-33626 164 8 positive positive ADJ bracis-33626 164 9 occurs occur NOUN bracis-33626 164 10 when when SCONJ bracis-33626 164 11 normal normal ADJ bracis-33626 164 12 images image NOUN bracis-33626 164 13 are be AUX bracis-33626 164 14 classified classify VERB bracis-33626 164 15 as as SCONJ bracis-33626 164 16 damaged damage VERB bracis-33626 164 17 . . PUNCT bracis-33626 165 1 the the DET bracis-33626 165 2 indication indication NOUN bracis-33626 165 3 of of ADP bracis-33626 165 4 absence absence NOUN bracis-33626 165 5 of of ADP bracis-33626 165 6 failure failure NOUN bracis-33626 165 7 when when SCONJ bracis-33626 165 8 there there PRON bracis-33626 165 9 is be VERB bracis-33626 165 10 an an DET bracis-33626 165 11 established establish VERB bracis-33626 165 12 or or CCONJ bracis-33626 165 13 ongoing ongoing ADJ bracis-33626 165 14 failure failure NOUN bracis-33626 165 15 can can AUX bracis-33626 165 16 have have VERB bracis-33626 165 17 catastrophic catastrophic ADJ bracis-33626 165 18 results result NOUN bracis-33626 165 19 . . PUNCT bracis-33626 166 1 as as ADP bracis-33626 166 2 a a DET bracis-33626 166 3 tiebreaker tiebreaker NOUN bracis-33626 166 4 criterion criterion NOUN bracis-33626 166 5 , , PUNCT bracis-33626 166 6 the the DET bracis-33626 166 7 accuracy accuracy NOUN bracis-33626 166 8 metric metric NOUN bracis-33626 166 9 is be AUX bracis-33626 166 10 considered consider VERB bracis-33626 166 11 first first ADV bracis-33626 166 12 , , PUNCT bracis-33626 166 13 followed follow VERB bracis-33626 166 14 by by ADP bracis-33626 166 15 recall recall NOUN bracis-33626 166 16 . . PUNCT bracis-33626 167 1 once once ADV bracis-33626 167 2 the the DET bracis-33626 167 3 best good ADJ bracis-33626 167 4 iteration iteration NOUN bracis-33626 167 5 of of ADP bracis-33626 167 6 each each DET bracis-33626 167 7 model model NOUN bracis-33626 167 8 is be AUX bracis-33626 167 9 chosen choose VERB bracis-33626 167 10 , , PUNCT bracis-33626 167 11 the the DET bracis-33626 167 12 models model NOUN bracis-33626 167 13 are be AUX bracis-33626 167 14 evaluated evaluate VERB bracis-33626 167 15 again again ADV bracis-33626 167 16 using use VERB bracis-33626 167 17 the the DET bracis-33626 167 18 validation validation NOUN bracis-33626 167 19 set set NOUN bracis-33626 167 20 . . PUNCT bracis-33626 168 1 finally finally ADV bracis-33626 168 2 , , PUNCT bracis-33626 168 3 the the DET bracis-33626 168 4 model model NOUN bracis-33626 168 5 with with ADP bracis-33626 168 6 the the DET bracis-33626 168 7 best good ADJ bracis-33626 168 8 precision precision NOUN bracis-33626 168 9 , , PUNCT bracis-33626 168 10 according accord VERB bracis-33626 168 11 to to ADP bracis-33626 168 12 the the DET bracis-33626 168 13 selection selection NOUN bracis-33626 168 14 criteria criterion NOUN bracis-33626 168 15 , , PUNCT bracis-33626 168 16 is be AUX bracis-33626 168 17 evaluated evaluate VERB bracis-33626 168 18 in in ADP bracis-33626 168 19 detail detail NOUN bracis-33626 168 20 by by ADP bracis-33626 168 21 type type NOUN bracis-33626 168 22 of of ADP bracis-33626 168 23 damage damage NOUN bracis-33626 168 24 ( ( PUNCT bracis-33626 168 25 normal normal ADJ bracis-33626 168 26 , , PUNCT bracis-33626 168 27 lightning lightning NOUN bracis-33626 168 28 damage damage NOUN bracis-33626 168 29 , , PUNCT bracis-33626 168 30 erosion erosion NOUN bracis-33626 168 31 damage damage NOUN bracis-33626 168 32 , , PUNCT bracis-33626 168 33 cosmetics cosmetic NOUN bracis-33626 168 34 damage damage NOUN bracis-33626 168 35 or or CCONJ bracis-33626 168 36 crack crack VERB bracis-33626 168 37 damage damage NOUN bracis-33626 168 38 ) ) PUNCT bracis-33626 168 39 . . PUNCT bracis-33626 169 1 3.2 3.2 NUM bracis-33626 169 2 architecture architecture NOUN bracis-33626 169 3 of of ADP bracis-33626 169 4     SPACE bracis-33626 169 5 the the DET bracis-33626 169 6     SPACE bracis-33626 169 7 damage damage NOUN bracis-33626 169 8 identification identification NOUN bracis-33626 169 9 stage stage NOUN bracis-33626 169 10 the the DET bracis-33626 169 11 previous previous ADJ bracis-33626 169 12 best good ADJ bracis-33626 169 13 model model NOUN bracis-33626 169 14 is be AUX bracis-33626 169 15 used use VERB bracis-33626 169 16 in in ADP bracis-33626 169 17 the the DET bracis-33626 169 18 damage damage NOUN bracis-33626 169 19 identification identification NOUN bracis-33626 169 20 stage stage NOUN bracis-33626 169 21 , , PUNCT bracis-33626 169 22 as as SCONJ bracis-33626 169 23 illustrated illustrate VERB bracis-33626 169 24 in in ADP bracis-33626 169 25 fig fig NOUN bracis-33626 169 26 . . PUNCT bracis-33626 169 27     SPACE bracis-33626 170 1 4 4 NUM bracis-33626 170 2 . . PUNCT bracis-33626 171 1 the the DET bracis-33626 171 2 steps step NOUN bracis-33626 171 3 in in ADP bracis-33626 171 4 fig fig NOUN bracis-33626 171 5 . . PUNCT bracis-33626 171 6     SPACE bracis-33626 172 1 4a 4a NUM bracis-33626 172 2 – – PUNCT bracis-33626 173 1 d d NOUN bracis-33626 173 2 were be AUX bracis-33626 173 3 detailed detail VERB bracis-33626 173 4 in in ADP bracis-33626 173 5 the the DET bracis-33626 173 6 previous previous ADJ bracis-33626 173 7 sections section NOUN bracis-33626 173 8 , , PUNCT bracis-33626 173 9 while while SCONJ bracis-33626 173 10 fig fig NOUN bracis-33626 173 11 . . PUNCT bracis-33626 173 12     SPACE bracis-33626 174 1 4e 4e NOUN bracis-33626 174 2 – – PUNCT bracis-33626 174 3 g g PROPN bracis-33626 174 4 will will AUX bracis-33626 174 5 be be AUX bracis-33626 174 6 detailed detail VERB bracis-33626 174 7 in in ADP bracis-33626 174 8 the the DET bracis-33626 174 9 following follow VERB bracis-33626 174 10 sections section NOUN bracis-33626 174 11 . . PUNCT bracis-33626 175 1 fig fig NOUN bracis-33626 175 2 . . PUNCT bracis-33626 176 1 4 4 X bracis-33626 176 2 . . NUM bracis-33626 176 3 proposed propose VERB bracis-33626 176 4 method method NOUN bracis-33626 176 5 architecture architecture NOUN bracis-33626 176 6 damage damage NOUN bracis-33626 176 7 identification identification NOUN bracis-33626 176 8 stage stage NOUN bracis-33626 176 9 full full ADJ bracis-33626 176 10 size size NOUN bracis-33626 176 11 image image NOUN bracis-33626 176 12 classification classification NOUN bracis-33626 176 13 of of ADP bracis-33626 176 14 original original ADJ bracis-33626 176 15 images image NOUN bracis-33626 176 16 . . PUNCT bracis-33626 177 1 the the DET bracis-33626 177 2 classification classification NOUN bracis-33626 177 3 models model NOUN bracis-33626 177 4 are be AUX bracis-33626 177 5 trained train VERB bracis-33626 177 6 and and CCONJ bracis-33626 177 7 evaluated evaluate VERB bracis-33626 177 8 using use VERB bracis-33626 177 9 the the DET bracis-33626 177 10 various various ADJ bracis-33626 177 11 crops crop NOUN bracis-33626 177 12 generated generate VERB bracis-33626 177 13 from from ADP bracis-33626 177 14 the the DET bracis-33626 177 15 original original ADJ bracis-33626 177 16 images image NOUN bracis-33626 177 17 . . PUNCT bracis-33626 178 1 the the DET bracis-33626 178 2 crops crop NOUN bracis-33626 178 3 are be AUX bracis-33626 178 4 classified classify VERB bracis-33626 178 5 using use VERB bracis-33626 178 6 the the DET bracis-33626 178 7 model model NOUN bracis-33626 178 8 with with ADP bracis-33626 178 9 the the DET bracis-33626 178 10 best good ADJ bracis-33626 178 11 generalization generalization NOUN bracis-33626 178 12 and and CCONJ bracis-33626 178 13 , , PUNCT bracis-33626 178 14 finally finally ADV bracis-33626 178 15 , , PUNCT bracis-33626 178 16 a a DET bracis-33626 178 17 vote vote NOUN bracis-33626 178 18 is be AUX bracis-33626 178 19 applied apply VERB bracis-33626 178 20 on on ADP bracis-33626 178 21 the the DET bracis-33626 178 22 crops crop NOUN bracis-33626 178 23 results result NOUN bracis-33626 178 24 to to PART bracis-33626 178 25 define define VERB bracis-33626 178 26 a a DET bracis-33626 178 27 unique unique ADJ bracis-33626 178 28 class class NOUN bracis-33626 178 29 for for ADP bracis-33626 178 30 each each DET bracis-33626 178 31 original original ADJ bracis-33626 178 32 image image NOUN bracis-33626 178 33 where where SCONJ bracis-33626 178 34 they they PRON bracis-33626 178 35 belong belong VERB bracis-33626 178 36 . . PUNCT bracis-33626 179 1 in in ADP bracis-33626 179 2 this this DET bracis-33626 179 3 analysis analysis NOUN bracis-33626 179 4 , , PUNCT bracis-33626 179 5 damage damage NOUN bracis-33626 179 6 predictions prediction NOUN bracis-33626 179 7 have have VERB bracis-33626 179 8 priority priority NOUN bracis-33626 179 9 over over ADP bracis-33626 179 10 the the DET bracis-33626 179 11 normal normal ADJ bracis-33626 179 12 class class NOUN bracis-33626 179 13 prediction prediction NOUN bracis-33626 179 14 , , PUNCT bracis-33626 179 15 i.e. i.e. X bracis-33626 179 16 , , PUNCT bracis-33626 179 17 if if SCONJ bracis-33626 179 18 all all DET bracis-33626 179 19 crops crop NOUN bracis-33626 179 20 for for ADP bracis-33626 179 21 an an DET bracis-33626 179 22 original original ADJ bracis-33626 179 23 image image NOUN bracis-33626 179 24 have have VERB bracis-33626 179 25 the the DET bracis-33626 179 26 normal normal ADJ bracis-33626 179 27 prediction prediction NOUN bracis-33626 179 28 with with ADP bracis-33626 179 29 only only ADV bracis-33626 179 30 one one NUM bracis-33626 179 31 crop crop NOUN bracis-33626 179 32 predicted predict VERB bracis-33626 179 33 as as ADP bracis-33626 179 34 erosion erosion NOUN bracis-33626 179 35 ( ( PUNCT bracis-33626 179 36 for for ADP bracis-33626 179 37 example example NOUN bracis-33626 179 38 ) ) PUNCT bracis-33626 179 39 , , PUNCT bracis-33626 179 40 the the DET bracis-33626 179 41 original original ADJ bracis-33626 179 42 image image NOUN bracis-33626 179 43 is be AUX bracis-33626 179 44 classified classify VERB bracis-33626 179 45 as as ADP bracis-33626 179 46 erosion erosion NOUN bracis-33626 179 47 . . PUNCT bracis-33626 180 1 this this DET bracis-33626 180 2 process process NOUN bracis-33626 180 3 is be AUX bracis-33626 180 4 used use VERB bracis-33626 180 5 to to PART bracis-33626 180 6 quickly quickly ADV bracis-33626 180 7 screen screen VERB bracis-33626 180 8 images image NOUN bracis-33626 180 9 containing contain VERB bracis-33626 180 10 damage damage NOUN bracis-33626 180 11 . . PUNCT bracis-33626 181 1 locating locate VERB bracis-33626 181 2 image image NOUN bracis-33626 181 3 damage damage NOUN bracis-33626 181 4 . . PUNCT bracis-33626 182 1 the the DET bracis-33626 182 2 classification classification NOUN bracis-33626 182 3 of of ADP bracis-33626 182 4 the the DET bracis-33626 182 5 crops crop NOUN bracis-33626 182 6 also also ADV bracis-33626 182 7 allows allow VERB bracis-33626 182 8 mapping map VERB bracis-33626 182 9 the the DET bracis-33626 182 10 damage damage NOUN bracis-33626 182 11 in in ADP bracis-33626 182 12 the the DET bracis-33626 182 13 input input NOUN bracis-33626 182 14 blade blade NOUN bracis-33626 182 15 image image NOUN bracis-33626 182 16 . . PUNCT bracis-33626 183 1 in in ADP bracis-33626 183 2 the the DET bracis-33626 183 3 classification classification NOUN bracis-33626 183 4 process process NOUN bracis-33626 183 5 , , PUNCT bracis-33626 183 6 the the DET bracis-33626 183 7 output output NOUN bracis-33626 183 8 layer layer NOUN bracis-33626 183 9 of of ADP bracis-33626 183 10 the the DET bracis-33626 183 11 best good ADJ bracis-33626 183 12 model model NOUN bracis-33626 183 13 generates generate NOUN bracis-33626 183 14 normalized normalize VERB bracis-33626 183 15 values value NOUN bracis-33626 183 16 of of ADP bracis-33626 183 17 the the DET bracis-33626 183 18 neuron neuron NOUN bracis-33626 183 19 outputs output NOUN bracis-33626 183 20 . . PUNCT bracis-33626 184 1 as as ADP bracis-33626 184 2 a a DET bracis-33626 184 3 result result NOUN bracis-33626 184 4 , , PUNCT bracis-33626 184 5 the the DET bracis-33626 184 6 sum sum NOUN bracis-33626 184 7 of of ADP bracis-33626 184 8 outputs output NOUN bracis-33626 184 9 is be AUX bracis-33626 184 10 equal equal ADJ bracis-33626 184 11 to to ADP bracis-33626 184 12 1 1 NUM bracis-33626 184 13 . . PUNCT bracis-33626 185 1 this this DET bracis-33626 185 2 value value NOUN bracis-33626 185 3 is be AUX bracis-33626 185 4 used use VERB bracis-33626 185 5 as as ADP bracis-33626 185 6 a a DET bracis-33626 185 7 class class NOUN bracis-33626 185 8 intensity intensity NOUN bracis-33626 185 9 for for ADP bracis-33626 185 10 each each DET bracis-33626 185 11 crop crop NOUN bracis-33626 185 12 . . PUNCT bracis-33626 186 1 therefore therefore ADV bracis-33626 186 2 , , PUNCT bracis-33626 186 3 it it PRON bracis-33626 186 4 is be AUX bracis-33626 186 5 possible possible ADJ bracis-33626 186 6 to to PART bracis-33626 186 7 locate locate VERB bracis-33626 186 8 the the DET bracis-33626 186 9 damage damage NOUN bracis-33626 186 10 in in ADP bracis-33626 186 11 the the DET bracis-33626 186 12 original original ADJ bracis-33626 186 13 image image NOUN bracis-33626 186 14 using use VERB bracis-33626 186 15 a a DET bracis-33626 186 16 heat heat NOUN bracis-33626 186 17 map map NOUN bracis-33626 186 18 of of ADP bracis-33626 186 19 each each DET bracis-33626 186 20 class class NOUN bracis-33626 186 21 . . PUNCT bracis-33626 187 1 this this DET bracis-33626 187 2 damage damage NOUN bracis-33626 187 3 localization localization NOUN bracis-33626 187 4 process process NOUN bracis-33626 187 5 is be AUX bracis-33626 187 6 illustrated illustrate VERB bracis-33626 187 7 in in ADP bracis-33626 187 8 fig fig NOUN bracis-33626 187 9 . . PUNCT bracis-33626 187 10     SPACE bracis-33626 188 1 5 5 NUM bracis-33626 188 2 . . PUNCT bracis-33626 188 3 an an DET bracis-33626 188 4 image image NOUN bracis-33626 188 5 of of ADP bracis-33626 188 6 atmospheric atmospheric ADJ bracis-33626 188 7 discharge discharge NOUN bracis-33626 188 8 damage damage NOUN bracis-33626 188 9 is be AUX bracis-33626 188 10 shown show VERB bracis-33626 188 11 in in ADP bracis-33626 188 12 fig fig NOUN bracis-33626 188 13 . . PUNCT bracis-33626 188 14     SPACE bracis-33626 189 1 5a 5a NUM bracis-33626 189 2 . . PUNCT bracis-33626 190 1 the the DET bracis-33626 190 2 region region NOUN bracis-33626 190 3 is be AUX bracis-33626 190 4 highlighted highlight VERB bracis-33626 190 5 . . PUNCT bracis-33626 191 1 the the DET bracis-33626 191 2 cutting cut VERB bracis-33626 191 3 guide guide NOUN bracis-33626 191 4 grid grid NOUN bracis-33626 191 5 is be AUX bracis-33626 191 6 shown show VERB bracis-33626 191 7 in in ADP bracis-33626 191 8 blue blue ADJ bracis-33626 191 9 sky sky NOUN bracis-33626 191 10 color color NOUN bracis-33626 191 11 . . PUNCT bracis-33626 192 1 the the DET bracis-33626 192 2 region region NOUN bracis-33626 192 3 is be AUX bracis-33626 192 4 classified classify VERB bracis-33626 192 5 as as ADP bracis-33626 192 6 lighting light VERB bracis-33626 192 7 with with ADP bracis-33626 192 8 0.9938 0.9938 NUM bracis-33626 192 9 . . PUNCT bracis-33626 193 1 in in ADP bracis-33626 193 2 fig fig NOUN bracis-33626 193 3 . . PUNCT bracis-33626 193 4     SPACE bracis-33626 193 5 5b 5b VERB bracis-33626 193 6 a a DET bracis-33626 193 7 heat heat NOUN bracis-33626 193 8 map map NOUN bracis-33626 193 9 is be AUX bracis-33626 193 10 displayed display VERB bracis-33626 193 11 using use VERB bracis-33626 193 12 the the DET bracis-33626 193 13 intensity intensity NOUN bracis-33626 193 14 value value NOUN bracis-33626 193 15 of of ADP bracis-33626 193 16 each each DET bracis-33626 193 17 crop crop NOUN bracis-33626 193 18 for for ADP bracis-33626 193 19 the the DET bracis-33626 193 20 lightning lightning NOUN bracis-33626 193 21 class class NOUN bracis-33626 193 22 . . PUNCT bracis-33626 194 1 the the PRON bracis-33626 194 2 closer close ADV bracis-33626 194 3 to to ADP bracis-33626 194 4 1.00 1.00 NUM bracis-33626 194 5 , , PUNCT bracis-33626 194 6 the the DET bracis-33626 194 7 redder red ADJ bracis-33626 194 8 the the DET bracis-33626 194 9 crop crop NOUN bracis-33626 194 10 area area NOUN bracis-33626 194 11 becomes become VERB bracis-33626 194 12 . . PUNCT bracis-33626 195 1 the the PRON bracis-33626 195 2 closer close ADV bracis-33626 195 3 to to ADP bracis-33626 195 4 0.00 0.00 NUM bracis-33626 195 5 , , PUNCT bracis-33626 195 6 the the PRON bracis-33626 195 7 bluer blue ADJ bracis-33626 195 8 the the DET bracis-33626 195 9 crop crop NOUN bracis-33626 195 10 appears appear VERB bracis-33626 195 11 . . PUNCT bracis-33626 196 1 the the DET bracis-33626 196 2 final final ADJ bracis-33626 196 3 result result NOUN bracis-33626 196 4 of of ADP bracis-33626 196 5 the the DET bracis-33626 196 6 lightning lightning NOUN bracis-33626 196 7 damage damage NOUN bracis-33626 196 8 location location NOUN bracis-33626 196 9 is be AUX bracis-33626 196 10 presented present VERB bracis-33626 196 11 in in ADP bracis-33626 196 12 fig fig NOUN bracis-33626 196 13 . . PUNCT bracis-33626 196 14     SPACE bracis-33626 196 15 5c 5c NOUN bracis-33626 196 16 . . PUNCT bracis-33626 197 1 fig fig NOUN bracis-33626 197 2 . . PUNCT bracis-33626 198 1 5 5 X bracis-33626 198 2 . . X bracis-33626 198 3 damage damage NOUN bracis-33626 198 4 localization localization NOUN bracis-33626 198 5 . . PUNCT bracis-33626 199 1 a a DET bracis-33626 199 2 crops crop NOUN bracis-33626 199 3 classification classification NOUN bracis-33626 199 4 result result NOUN bracis-33626 199 5 ( ( PUNCT bracis-33626 199 6 values value NOUN bracis-33626 199 7 highlighted highlight VERB bracis-33626 199 8 for for ADP bracis-33626 199 9 n n CCONJ bracis-33626 199 10 : : PUNCT bracis-33626 199 11 normal normal ADJ bracis-33626 199 12 , , PUNCT bracis-33626 199 13 d d NOUN bracis-33626 199 14 : : PUNCT bracis-33626 199 15 lightning lightning NOUN bracis-33626 199 16 , , PUNCT bracis-33626 199 17 e e NOUN bracis-33626 199 18 : : PUNCT bracis-33626 199 19 erosion erosion NOUN bracis-33626 199 20 , , PUNCT bracis-33626 199 21 p p X bracis-33626 199 22 : : PUNCT bracis-33626 199 23 cosmetic cosmetic PROPN bracis-33626 199 24 and and CCONJ bracis-33626 199 25 t t PROPN bracis-33626 199 26 : : PUNCT bracis-33626 199 27 crack crack NOUN bracis-33626 199 28 ) ) PUNCT bracis-33626 199 29 ; ; PUNCT bracis-33626 199 30 b b X bracis-33626 199 31 location location NOUN bracis-33626 199 32 based base VERB bracis-33626 199 33 on on ADP bracis-33626 199 34 crops crop NOUN bracis-33626 199 35 classification classification NOUN bracis-33626 199 36 result result NOUN bracis-33626 199 37 ; ; PUNCT bracis-33626 199 38 c c X bracis-33626 199 39 lightning lightning NOUN bracis-33626 199 40 damage damage NOUN bracis-33626 199 41 localization localization NOUN bracis-33626 199 42 . . PUNCT bracis-33626 200 1 full full ADJ bracis-33626 200 2 size size NOUN bracis-33626 200 3 image image NOUN bracis-33626 200 4 4 4 NUM bracis-33626 200 5 experimental experimental ADJ bracis-33626 200 6 results result NOUN bracis-33626 200 7 4.1 4.1 NUM bracis-33626 200 8 training training NOUN bracis-33626 200 9 models model NOUN bracis-33626 200 10 all all DET bracis-33626 200 11 trained train VERB bracis-33626 200 12 models model NOUN bracis-33626 200 13 use use VERB bracis-33626 200 14 the the DET bracis-33626 200 15 following follow VERB bracis-33626 200 16 parameters parameter NOUN bracis-33626 200 17 : : PUNCT bracis-33626 200 18 a a DET bracis-33626 200 19 learning learn VERB bracis-33626 200 20 rate rate NOUN bracis-33626 200 21 of of ADP bracis-33626 200 22 0.001 0.001 NUM bracis-33626 200 23 , , PUNCT bracis-33626 200 24 200 200 NUM bracis-33626 200 25 epochs epoch NOUN bracis-33626 200 26 , , PUNCT bracis-33626 200 27 the the DET bracis-33626 200 28 adam adam PROPN bracis-33626 200 29 optimizer optimizer NOUN bracis-33626 200 30 , , PUNCT bracis-33626 200 31 gpu gpu NOUN bracis-33626 200 32 parallelism parallelism NOUN bracis-33626 200 33 , , PUNCT bracis-33626 200 34 and and CCONJ bracis-33626 200 35 callbacks callback NOUN bracis-33626 200 36 . . PUNCT bracis-33626 201 1 the the DET bracis-33626 201 2 callbacks callback NOUN bracis-33626 201 3 used use VERB bracis-33626 201 4 are be AUX bracis-33626 201 5 as as SCONJ bracis-33626 201 6 follows follow VERB bracis-33626 201 7 : : PUNCT bracis-33626 201 8 a a DET bracis-33626 201 9 20 20 NUM bracis-33626 201 10 % % NOUN bracis-33626 201 11 reduction reduction NOUN bracis-33626 201 12 in in ADP bracis-33626 201 13 the the DET bracis-33626 201 14 learning learning NOUN bracis-33626 201 15 rate rate NOUN bracis-33626 201 16 when when SCONJ bracis-33626 201 17 a a DET bracis-33626 201 18 plateau plateau NOUN bracis-33626 201 19 is be AUX bracis-33626 201 20 reached reach VERB bracis-33626 201 21 in in ADP bracis-33626 201 22 the the DET bracis-33626 201 23 test test NOUN bracis-33626 201 24 set set VERB bracis-33626 201 25 loss loss NOUN bracis-33626 201 26 metric metric ADJ bracis-33626 201 27 for for ADP bracis-33626 201 28 5 5 NUM bracis-33626 201 29 epochs epoch NOUN bracis-33626 201 30 , , PUNCT bracis-33626 201 31 with with ADP bracis-33626 201 32 a a DET bracis-33626 201 33 minimum minimum ADJ bracis-33626 201 34 learning learning NOUN bracis-33626 201 35 rate rate NOUN bracis-33626 201 36 limit limit NOUN bracis-33626 201 37 of of ADP bracis-33626 201 38 0.0001 0.0001 NUM bracis-33626 201 39 ; ; PUNCT bracis-33626 201 40 and and CCONJ bracis-33626 201 41 early early ADJ bracis-33626 201 42 stopping stopping NOUN bracis-33626 201 43 of of ADP bracis-33626 201 44 training training NOUN bracis-33626 201 45 when when SCONJ bracis-33626 201 46 the the DET bracis-33626 201 47 test test NOUN bracis-33626 201 48 set set VERB bracis-33626 201 49 loss loss NOUN bracis-33626 201 50 metric metric NOUN bracis-33626 201 51 does do AUX bracis-33626 201 52 not not PART bracis-33626 201 53 decrease decrease VERB bracis-33626 201 54 after after ADP bracis-33626 201 55 20 20 NUM bracis-33626 201 56 epochs epoch NOUN bracis-33626 201 57 , , PUNCT bracis-33626 201 58 with with SCONJ bracis-33626 201 59 the the DET bracis-33626 201 60 best good ADJ bracis-33626 201 61 weights weight NOUN bracis-33626 201 62 found find VERB bracis-33626 201 63 being be AUX bracis-33626 201 64 restored restore VERB bracis-33626 201 65 . . PUNCT bracis-33626 202 1 the the DET bracis-33626 202 2 synchronous synchronous ADJ bracis-33626 202 3 distributed distribute VERB bracis-33626 202 4 training training NOUN bracis-33626 202 5 strategy strategy NOUN bracis-33626 202 6 is be AUX bracis-33626 202 7 used use VERB bracis-33626 202 8 on on ADP bracis-33626 202 9 two two NUM bracis-33626 202 10 gpus gpu NOUN bracis-33626 202 11 on on ADP bracis-33626 202 12 the the DET bracis-33626 202 13 same same ADJ bracis-33626 202 14 machine machine NOUN bracis-33626 202 15 . . PUNCT bracis-33626 203 1 the the DET bracis-33626 203 2 models model NOUN bracis-33626 203 3 were be AUX bracis-33626 203 4 trained train VERB bracis-33626 203 5 using use VERB bracis-33626 203 6 5 5 NUM bracis-33626 203 7 repetitions repetition NOUN bracis-33626 203 8 , , PUNCT bracis-33626 203 9 with with ADP bracis-33626 203 10 the the DET bracis-33626 203 11 training training NOUN bracis-33626 203 12 and and CCONJ bracis-33626 203 13 test test NOUN bracis-33626 203 14 sets set NOUN bracis-33626 203 15 being be AUX bracis-33626 203 16 regenerated regenerate VERB bracis-33626 203 17 with with ADP bracis-33626 203 18 new new ADJ bracis-33626 203 19 samples sample NOUN bracis-33626 203 20 each each DET bracis-33626 203 21 time time NOUN bracis-33626 203 22 to to PART bracis-33626 203 23 evaluate evaluate VERB bracis-33626 203 24 robustness robustness NOUN bracis-33626 203 25 . . PUNCT bracis-33626 204 1 the the DET bracis-33626 204 2 training training NOUN bracis-33626 204 3 metrics metric NOUN bracis-33626 204 4 , , PUNCT bracis-33626 204 5 evaluated evaluate VERB bracis-33626 204 6 on on ADP bracis-33626 204 7 the the DET bracis-33626 204 8 test test NOUN bracis-33626 204 9 set set NOUN bracis-33626 204 10 , , PUNCT bracis-33626 204 11 were be AUX bracis-33626 204 12 used use VERB bracis-33626 204 13 to to PART bracis-33626 204 14 determine determine VERB bracis-33626 204 15 the the DET bracis-33626 204 16 best good ADJ bracis-33626 204 17 model model NOUN bracis-33626 204 18 for for ADP bracis-33626 204 19 evaluation evaluation NOUN bracis-33626 204 20 on on ADP bracis-33626 204 21 the the DET bracis-33626 204 22 validation validation NOUN bracis-33626 204 23 set set NOUN bracis-33626 204 24 . . PUNCT bracis-33626 205 1 4.2 4.2 NUM bracis-33626 205 2 test test NOUN bracis-33626 205 3 dataset dataset NOUN bracis-33626 205 4 results result NOUN bracis-33626 205 5 results result NOUN bracis-33626 205 6 of of ADP bracis-33626 205 7 the the DET bracis-33626 205 8 models model NOUN bracis-33626 205 9 evaluated evaluate VERB bracis-33626 205 10 on on ADP bracis-33626 205 11 the the DET bracis-33626 205 12 test test NOUN bracis-33626 205 13 set set VERB bracis-33626 205 14 for for ADP bracis-33626 205 15 normal normal ADJ bracis-33626 205 16 and and CCONJ bracis-33626 205 17 damage damage NOUN bracis-33626 205 18 classes class NOUN bracis-33626 205 19 are be AUX bracis-33626 205 20 detailed detail VERB bracis-33626 205 21 in in ADP bracis-33626 205 22 table table NOUN bracis-33626 205 23     SPACE bracis-33626 205 24 3 3 NUM bracis-33626 205 25 . . PUNCT bracis-33626 206 1 the the DET bracis-33626 206 2 best good ADJ bracis-33626 206 3 average average ADJ bracis-33626 206 4 values value NOUN bracis-33626 206 5 are be AUX bracis-33626 206 6 highlighted highlight VERB bracis-33626 206 7 in in ADP bracis-33626 206 8 bold bold ADJ bracis-33626 206 9 . . PUNCT bracis-33626 207 1 the the DET bracis-33626 207 2 suffix suffix PROPN bracis-33626 207 3 ‘ ' PUNCT bracis-33626 207 4 de de NOUN bracis-33626 207 5 ’ ' PUNCT bracis-33626 207 6 indicates indicate VERB bracis-33626 207 7 that that SCONJ bracis-33626 207 8 the the DET bracis-33626 207 9 model model NOUN bracis-33626 207 10 is be AUX bracis-33626 207 11 trained train VERB bracis-33626 207 12 using use VERB bracis-33626 207 13 the the DET bracis-33626 207 14 unbalanced unbalanced ADJ bracis-33626 207 15 training training NOUN bracis-33626 207 16 set set NOUN bracis-33626 207 17 . . PUNCT bracis-33626 208 1 the the DET bracis-33626 208 2 suffix suffix PROPN bracis-33626 208 3 ‘ ' PUNCT bracis-33626 208 4 ba ba NOUN bracis-33626 208 5 ’ ' PUNCT bracis-33626 208 6 indicates indicate VERB bracis-33626 208 7 that that SCONJ bracis-33626 208 8 training training NOUN bracis-33626 208 9 is be AUX bracis-33626 208 10 carried carry VERB bracis-33626 208 11 out out ADP bracis-33626 208 12 on on ADP bracis-33626 208 13 the the DET bracis-33626 208 14 balanced balanced ADJ bracis-33626 208 15 training training NOUN bracis-33626 208 16 set set NOUN bracis-33626 208 17 , , PUNCT bracis-33626 208 18 with with ADP bracis-33626 208 19 the the DET bracis-33626 208 20 application application NOUN bracis-33626 208 21 of of ADP bracis-33626 208 22 data datum NOUN bracis-33626 208 23 augmentation augmentation NOUN bracis-33626 208 24 . . PUNCT bracis-33626 209 1 table table NOUN bracis-33626 209 2 3 3 NUM bracis-33626 209 3 . . PUNCT bracis-33626 209 4 model model NOUN bracis-33626 209 5 results result NOUN bracis-33626 209 6 in in ADP bracis-33626 209 7 the the DET bracis-33626 209 8 test test NOUN bracis-33626 209 9 set set VERB bracis-33626 209 10 for for ADP bracis-33626 209 11 classifying classify VERB bracis-33626 209 12 normal normal ADJ bracis-33626 209 13 or or CCONJ bracis-33626 209 14 damaged damage VERB bracis-33626 209 15 cropsfull cropsfull NOUN bracis-33626 209 16 size size NOUN bracis-33626 209 17 table table NOUN bracis-33626 209 18 the the DET bracis-33626 209 19 resnet50 resnet50 NOUN bracis-33626 209 20 - - PUNCT bracis-33626 209 21 de de X bracis-33626 209 22 model model NOUN bracis-33626 209 23 , , PUNCT bracis-33626 209 24 trained train VERB bracis-33626 209 25 with with ADP bracis-33626 209 26 the the DET bracis-33626 209 27 unbalanced unbalanced ADJ bracis-33626 209 28 dataset dataset NOUN bracis-33626 209 29 , , PUNCT bracis-33626 209 30 has have VERB bracis-33626 209 31 the the DET bracis-33626 209 32 highest high ADJ bracis-33626 209 33 average average ADJ bracis-33626 209 34 values value NOUN bracis-33626 209 35 in in ADP bracis-33626 209 36 the the DET bracis-33626 209 37 precision precision NOUN bracis-33626 209 38 ( ( PUNCT bracis-33626 209 39 0.990 0.990 NUM bracis-33626 209 40 ) ) PUNCT bracis-33626 209 41 and and CCONJ bracis-33626 209 42 accuracy accuracy NOUN bracis-33626 209 43 ( ( PUNCT bracis-33626 209 44 0.979 0.979 NUM bracis-33626 209 45 ) ) PUNCT bracis-33626 209 46 metrics metric NOUN bracis-33626 209 47 , , PUNCT bracis-33626 209 48 and and CCONJ bracis-33626 209 49 the the DET bracis-33626 209 50 efficientnetb2 efficientnetb2 X bracis-33626 209 51 - - PUNCT bracis-33626 209 52 de de X bracis-33626 209 53 model model NOUN bracis-33626 209 54 has have VERB bracis-33626 209 55 the the DET bracis-33626 209 56 best good ADJ bracis-33626 209 57 result result NOUN bracis-33626 209 58 in in ADP bracis-33626 209 59 recall recall NOUN bracis-33626 209 60 ( ( PUNCT bracis-33626 209 61 0.992 0.992 NUM bracis-33626 209 62 ) ) PUNCT bracis-33626 209 63 . . PUNCT bracis-33626 210 1 considering consider VERB bracis-33626 210 2 the the DET bracis-33626 210 3 standard standard ADJ bracis-33626 210 4 deviation deviation NOUN bracis-33626 210 5 for for ADP bracis-33626 210 6 the the DET bracis-33626 210 7 precision precision NOUN bracis-33626 210 8 metric metric NOUN bracis-33626 210 9 , , PUNCT bracis-33626 210 10 there there PRON bracis-33626 210 11 is be VERB bracis-33626 210 12 a a DET bracis-33626 210 13 tie tie NOUN bracis-33626 210 14 with with ADP bracis-33626 210 15 the the DET bracis-33626 210 16 models model NOUN bracis-33626 210 17 efficientnetb2 efficientnetb2 X bracis-33626 210 18 - - SYM bracis-33626 210 19 de de X bracis-33626 210 20 ( ( PUNCT bracis-33626 210 21 0.976±0.013 0.976±0.013 NUM bracis-33626 210 22 ) ) PUNCT bracis-33626 210 23 , , PUNCT bracis-33626 210 24 efficientnetb2 efficientnetb2 X bracis-33626 210 25 - - NOUN bracis-33626 210 26 ba ba PROPN bracis-33626 210 27 ( ( PUNCT bracis-33626 210 28 0.984±0.011 0.984±0.011 PROPN bracis-33626 210 29 ) ) PUNCT bracis-33626 210 30 , , PUNCT bracis-33626 210 31 and and CCONJ bracis-33626 210 32 vgg16 vgg16 PROPN bracis-33626 210 33 - - PUNCT bracis-33626 210 34 ba ba PROPN bracis-33626 210 35 ( ( PUNCT bracis-33626 210 36 0.981±0.013 0.981±0.013 NUM bracis-33626 210 37 ) ) PUNCT bracis-33626 210 38 . . PUNCT bracis-33626 211 1 comparing compare VERB bracis-33626 211 2 the the DET bracis-33626 211 3 balanced balanced ADJ bracis-33626 211 4 and and CCONJ bracis-33626 211 5 unbalanced unbalanced ADJ bracis-33626 211 6 data datum NOUN bracis-33626 211 7 for for ADP bracis-33626 211 8 each each DET bracis-33626 211 9 backbone backbone NOUN bracis-33626 211 10 , , PUNCT bracis-33626 211 11 we we PRON bracis-33626 211 12 observe observe VERB bracis-33626 211 13 that that SCONJ bracis-33626 211 14 the the DET bracis-33626 211 15 balanced balanced ADJ bracis-33626 211 16 data datum NOUN bracis-33626 211 17 perform perform VERB bracis-33626 211 18 better well ADV bracis-33626 211 19 in in ADP bracis-33626 211 20 the the DET bracis-33626 211 21 precision precision NOUN bracis-33626 211 22 metric metric ADJ bracis-33626 211 23 in in ADP bracis-33626 211 24 three three NUM bracis-33626 211 25 out out ADP bracis-33626 211 26 of of ADP bracis-33626 211 27 four four NUM bracis-33626 211 28 backbones backbone NOUN bracis-33626 211 29 ( ( PUNCT bracis-33626 211 30 efficientnetb2 efficientnetb2 X bracis-33626 211 31 - - PUNCT bracis-33626 211 32 ba ba PROPN bracis-33626 211 33 , , PUNCT bracis-33626 211 34 mobilenetv2 mobilenetv2 PROPN bracis-33626 211 35 - - PUNCT bracis-33626 211 36 ba ba PROPN bracis-33626 211 37 , , PUNCT bracis-33626 211 38 and and CCONJ bracis-33626 211 39 vgg16 vgg16 PROPN bracis-33626 211 40 - - PUNCT bracis-33626 211 41 ba ba NOUN bracis-33626 211 42 ) ) PUNCT bracis-33626 211 43 . . PUNCT bracis-33626 212 1 the the DET bracis-33626 212 2 behavior behavior NOUN bracis-33626 212 3 reverses reverse VERB bracis-33626 212 4 when when SCONJ bracis-33626 212 5 analyzing analyze VERB bracis-33626 212 6 the the DET bracis-33626 212 7 accuracy accuracy NOUN bracis-33626 212 8 and and CCONJ bracis-33626 212 9 recall recall NOUN bracis-33626 212 10 metrics metric NOUN bracis-33626 212 11 , , PUNCT bracis-33626 212 12 with with ADP bracis-33626 212 13 the the DET bracis-33626 212 14 unbalanced unbalanced ADJ bracis-33626 212 15 data datum NOUN bracis-33626 212 16 performing perform VERB bracis-33626 212 17 better well ADV bracis-33626 212 18 in in ADP bracis-33626 212 19 most most ADJ bracis-33626 212 20 cases case NOUN bracis-33626 212 21 . . PUNCT bracis-33626 213 1 4.3 4.3 NUM bracis-33626 213 2 validation validation NOUN bracis-33626 213 3 dataset dataset NOUN bracis-33626 213 4 results result VERB bracis-33626 213 5 the the DET bracis-33626 213 6 best good ADJ bracis-33626 213 7 result result NOUN bracis-33626 213 8 among among ADP bracis-33626 213 9 the the DET bracis-33626 213 10 repetitions repetition NOUN bracis-33626 213 11 for for ADP bracis-33626 213 12 each each DET bracis-33626 213 13 model model NOUN bracis-33626 213 14 is be AUX bracis-33626 213 15 selected select VERB bracis-33626 213 16 for for ADP bracis-33626 213 17 evaluation evaluation NOUN bracis-33626 213 18 on on ADP bracis-33626 213 19 the the DET bracis-33626 213 20 validation validation NOUN bracis-33626 213 21 set set NOUN bracis-33626 213 22 . . PUNCT bracis-33626 214 1 table table NOUN bracis-33626 214 2     SPACE bracis-33626 214 3 4 4 NUM bracis-33626 214 4 summarizes summarize NOUN bracis-33626 214 5 the the DET bracis-33626 214 6 results result NOUN bracis-33626 214 7 obtained obtain VERB bracis-33626 214 8 based base VERB bracis-33626 214 9 on on ADP bracis-33626 214 10 the the DET bracis-33626 214 11 classification classification NOUN bracis-33626 214 12 of of ADP bracis-33626 214 13 the the DET bracis-33626 214 14 normal normal ADJ bracis-33626 214 15 and and CCONJ bracis-33626 214 16 damage damage NOUN bracis-33626 214 17 classes class NOUN bracis-33626 214 18 evaluated evaluate VERB bracis-33626 214 19 on on ADP bracis-33626 214 20 the the DET bracis-33626 214 21 validation validation NOUN bracis-33626 214 22 set set NOUN bracis-33626 214 23 . . PUNCT bracis-33626 215 1 table table NOUN bracis-33626 215 2 4 4 NUM bracis-33626 215 3 . . PUNCT bracis-33626 216 1 results result NOUN bracis-33626 216 2 of of ADP bracis-33626 216 3 the the DET bracis-33626 216 4 best good ADJ bracis-33626 216 5 repetitions repetition NOUN bracis-33626 216 6 of of ADP bracis-33626 216 7 each each DET bracis-33626 216 8 model model NOUN bracis-33626 216 9 for for ADP bracis-33626 216 10 classifying classify VERB bracis-33626 216 11 normal normal ADJ bracis-33626 216 12 or or CCONJ bracis-33626 216 13 damaged damaged ADJ bracis-33626 216 14 crops crop NOUN bracis-33626 216 15 , , PUNCT bracis-33626 216 16 applied apply VERB bracis-33626 216 17 to to ADP bracis-33626 216 18 the the DET bracis-33626 216 19 validation validation NOUN bracis-33626 216 20 setfull setfull ADJ bracis-33626 216 21 size size NOUN bracis-33626 216 22 table table NOUN bracis-33626 216 23 the the DET bracis-33626 216 24 results result NOUN bracis-33626 216 25 show show VERB bracis-33626 216 26 that that SCONJ bracis-33626 216 27 the the DET bracis-33626 216 28 models model NOUN bracis-33626 216 29 achieving achieve VERB bracis-33626 216 30 the the DET bracis-33626 216 31 best good ADJ bracis-33626 216 32 generalizations generalization NOUN bracis-33626 216 33 are be AUX bracis-33626 216 34 efficientnetb2 efficientnetb2 X bracis-33626 216 35 - - PUNCT bracis-33626 216 36 ba ba PROPN bracis-33626 216 37 and and CCONJ bracis-33626 216 38 vgg16 vgg16 PROPN bracis-33626 216 39 - - PUNCT bracis-33626 216 40 ba ba PROPN bracis-33626 216 41 , , PUNCT bracis-33626 216 42 both both CCONJ bracis-33626 216 43 with with ADP bracis-33626 216 44 a a DET bracis-33626 216 45 precision precision NOUN bracis-33626 216 46 of of ADP bracis-33626 216 47 0.993 0.993 NUM bracis-33626 216 48 . . PUNCT bracis-33626 217 1 the the DET bracis-33626 217 2 best good ADJ bracis-33626 217 3 accuracy accuracy NOUN bracis-33626 217 4 ( ( PUNCT bracis-33626 217 5 0.982 0.982 NUM bracis-33626 217 6 ) ) PUNCT bracis-33626 217 7 and and CCONJ bracis-33626 217 8 recall recall NOUN bracis-33626 217 9 ( ( PUNCT bracis-33626 217 10 0.997 0.997 NUM bracis-33626 217 11 ) ) PUNCT bracis-33626 217 12 results result NOUN bracis-33626 217 13 are be AUX bracis-33626 217 14 achieved achieve VERB bracis-33626 217 15 by by ADP bracis-33626 217 16 the the DET bracis-33626 217 17 mobilenetv2 mobilenetv2 PROPN bracis-33626 217 18 - - PUNCT bracis-33626 217 19 de de X bracis-33626 217 20 model model NOUN bracis-33626 217 21 . . PUNCT bracis-33626 218 1 models model NOUN bracis-33626 218 2 based base VERB bracis-33626 218 3 on on ADP bracis-33626 218 4 balanced balanced ADJ bracis-33626 218 5 data datum NOUN bracis-33626 218 6 have have VERB bracis-33626 218 7 better well ADJ bracis-33626 218 8 precision precision NOUN bracis-33626 218 9 values value NOUN bracis-33626 218 10 in in ADP bracis-33626 218 11 three three NUM bracis-33626 218 12 cases case NOUN bracis-33626 218 13 ( ( PUNCT bracis-33626 218 14 efficientnetb2 efficientnetb2 X bracis-33626 218 15 - - NOUN bracis-33626 218 16 ba ba PROPN bracis-33626 218 17 , , PUNCT bracis-33626 218 18 mobilenetv2 mobilenetv2 PROPN bracis-33626 218 19 - - PUNCT bracis-33626 218 20 ba ba PROPN bracis-33626 218 21 , , PUNCT bracis-33626 218 22 and and CCONJ bracis-33626 218 23 vgg16 vgg16 PROPN bracis-33626 218 24 - - PUNCT bracis-33626 218 25 ba ba NOUN bracis-33626 218 26 ) ) PUNCT bracis-33626 218 27 and and CCONJ bracis-33626 218 28 a a DET bracis-33626 218 29 tie tie NOUN bracis-33626 218 30 ( ( PUNCT bracis-33626 218 31 resnet50 resnet50 NOUN bracis-33626 218 32 - - PUNCT bracis-33626 218 33 de de NOUN bracis-33626 218 34 and and CCONJ bracis-33626 218 35 resnet50 resnet50 NOUN bracis-33626 218 36 - - PUNCT bracis-33626 218 37 ba ba NOUN bracis-33626 218 38 ) ) PUNCT bracis-33626 218 39 . . PUNCT bracis-33626 219 1 according accord VERB bracis-33626 219 2 to to ADP bracis-33626 219 3 the the DET bracis-33626 219 4 tie tie NOUN bracis-33626 219 5 - - PUNCT bracis-33626 219 6 breaking break VERB bracis-33626 219 7 criterion criterion NOUN bracis-33626 219 8 indicated indicate VERB bracis-33626 219 9 in in ADP bracis-33626 219 10 sect sect NOUN bracis-33626 219 11 . . PUNCT bracis-33626 219 12     SPACE bracis-33626 219 13 3.1 3.1 NUM bracis-33626 219 14 , , PUNCT bracis-33626 219 15 the the DET bracis-33626 219 16 best good ADJ bracis-33626 219 17 model model NOUN bracis-33626 219 18 found find VERB bracis-33626 219 19 is be AUX bracis-33626 219 20 efficientnetb2 efficientnetb2 X bracis-33626 219 21 - - PUNCT bracis-33626 219 22 ba ba PROPN bracis-33626 219 23 . . PUNCT bracis-33626 220 1 4.4 4.4 NUM bracis-33626 220 2 input input NOUN bracis-33626 220 3 images image NOUN bracis-33626 220 4 result result VERB bracis-33626 220 5 the the DET bracis-33626 220 6 model model NOUN bracis-33626 220 7 with with ADP bracis-33626 220 8 the the DET bracis-33626 220 9 best good ADJ bracis-33626 220 10 generalization generalization NOUN bracis-33626 220 11 , , PUNCT bracis-33626 220 12 efficientnetb2 efficientnetb2 X bracis-33626 220 13 - - PUNCT bracis-33626 220 14 ba ba PROPN bracis-33626 220 15 , , PUNCT bracis-33626 220 16 is be AUX bracis-33626 220 17 used use VERB bracis-33626 220 18 to to PART bracis-33626 220 19 classify classify VERB bracis-33626 220 20 all all DET bracis-33626 220 21 generated generate VERB bracis-33626 220 22 crops crop NOUN bracis-33626 220 23 , , PUNCT bracis-33626 220 24 and and CCONJ bracis-33626 220 25 voting voting NOUN bracis-33626 220 26 is be AUX bracis-33626 220 27 applied apply VERB bracis-33626 220 28 , , PUNCT bracis-33626 220 29 as as SCONJ bracis-33626 220 30 described describe VERB bracis-33626 220 31 in in ADP bracis-33626 220 32 sect sect NOUN bracis-33626 220 33 . . PUNCT bracis-33626 220 34     SPACE bracis-33626 220 35 3.2 3.2 NUM bracis-33626 220 36 , , PUNCT bracis-33626 220 37 to to PART bracis-33626 220 38 determine determine VERB bracis-33626 220 39 a a DET bracis-33626 220 40 single single ADJ bracis-33626 220 41 class class NOUN bracis-33626 220 42 for for ADP bracis-33626 220 43 each each DET bracis-33626 220 44 original original ADJ bracis-33626 220 45 image image NOUN bracis-33626 220 46 . . PUNCT bracis-33626 221 1 figure figure NOUN bracis-33626 221 2     SPACE bracis-33626 221 3 6 6 NUM bracis-33626 221 4 illustrates illustrate VERB bracis-33626 221 5 the the DET bracis-33626 221 6 final final ADJ bracis-33626 221 7 classification classification NOUN bracis-33626 221 8 results result NOUN bracis-33626 221 9 of of ADP bracis-33626 221 10 the the DET bracis-33626 221 11 original original ADJ bracis-33626 221 12 images image NOUN bracis-33626 221 13 , , PUNCT bracis-33626 221 14 showing show VERB bracis-33626 221 15 an an DET bracis-33626 221 16 average average ADJ bracis-33626 221 17 precision precision NOUN bracis-33626 221 18 of of ADP bracis-33626 221 19 96.1 96.1 NUM bracis-33626 221 20 % % NOUN bracis-33626 221 21 , , PUNCT bracis-33626 221 22 an an DET bracis-33626 221 23 average average ADJ bracis-33626 221 24 recall recall NOUN bracis-33626 221 25 of of ADP bracis-33626 221 26 94.9 94.9 NUM bracis-33626 221 27 % % NOUN bracis-33626 221 28 , , PUNCT bracis-33626 221 29 and and CCONJ bracis-33626 221 30 an an DET bracis-33626 221 31 overall overall ADJ bracis-33626 221 32 accuracy accuracy NOUN bracis-33626 221 33 of of ADP bracis-33626 221 34 97.0 97.0 NUM bracis-33626 221 35 % % NOUN bracis-33626 221 36 . . PUNCT bracis-33626 222 1 the the DET bracis-33626 222 2 average average NOUN bracis-33626 222 3 is be AUX bracis-33626 222 4 calculated calculate VERB bracis-33626 222 5 by by ADP bracis-33626 222 6 applying apply VERB bracis-33626 222 7 the the DET bracis-33626 222 8 metrics metric NOUN bracis-33626 222 9 individually individually ADV bracis-33626 222 10 to to ADP bracis-33626 222 11 each each DET bracis-33626 222 12 class class NOUN bracis-33626 222 13 and and CCONJ bracis-33626 222 14 then then ADV bracis-33626 222 15 computing compute VERB bracis-33626 222 16 an an DET bracis-33626 222 17 unweighted unweighted ADJ bracis-33626 222 18 average average NOUN bracis-33626 222 19 of of ADP bracis-33626 222 20 these these DET bracis-33626 222 21 values value NOUN bracis-33626 222 22 . . PUNCT bracis-33626 223 1 fig fig NOUN bracis-33626 223 2 . . PUNCT bracis-33626 224 1 6 6 NUM bracis-33626 224 2 . . X bracis-33626 224 3 confusion confusion NOUN bracis-33626 224 4 matrix matrix NOUN bracis-33626 224 5 of of ADP bracis-33626 224 6 the the DET bracis-33626 224 7 input input NOUN bracis-33626 224 8 images image NOUN bracis-33626 224 9 full full ADJ bracis-33626 224 10 size size NOUN bracis-33626 224 11 image image NOUN bracis-33626 224 12 5 5 NUM bracis-33626 224 13 conclusions conclusion NOUN bracis-33626 224 14 in in ADP bracis-33626 224 15 this this DET bracis-33626 224 16 work work NOUN bracis-33626 224 17 , , PUNCT bracis-33626 224 18 we we PRON bracis-33626 224 19 present present VERB bracis-33626 224 20 a a DET bracis-33626 224 21 method method NOUN bracis-33626 224 22 to to PART bracis-33626 224 23 identify identify VERB bracis-33626 224 24 wind wind NOUN bracis-33626 224 25 turbine turbine NOUN bracis-33626 224 26 blade blade NOUN bracis-33626 224 27 damages damage NOUN bracis-33626 224 28 in in ADP bracis-33626 224 29 one one NUM bracis-33626 224 30 of of ADP bracis-33626 224 31 four four NUM bracis-33626 224 32 types type NOUN bracis-33626 224 33 : : PUNCT bracis-33626 224 34 lightning lightning NOUN bracis-33626 224 35 , , PUNCT bracis-33626 224 36 erosion erosion NOUN bracis-33626 224 37 , , PUNCT bracis-33626 224 38 cosmetics cosmetic NOUN bracis-33626 224 39 damage damage NOUN bracis-33626 224 40 , , PUNCT bracis-33626 224 41 or or CCONJ bracis-33626 224 42 crack crack VERB bracis-33626 224 43 . . PUNCT bracis-33626 225 1 the the DET bracis-33626 225 2 results result NOUN bracis-33626 225 3 show show VERB bracis-33626 225 4 that that SCONJ bracis-33626 225 5 among among ADP bracis-33626 225 6 the the DET bracis-33626 225 7 eight eight NUM bracis-33626 225 8 trained train VERB bracis-33626 225 9 models model NOUN bracis-33626 225 10 , , PUNCT bracis-33626 225 11 the the DET bracis-33626 225 12 efficientnetb2 efficientnetb2 X bracis-33626 225 13 - - PUNCT bracis-33626 225 14 ba ba PROPN bracis-33626 225 15 model model NOUN bracis-33626 225 16 achieved achieve VERB bracis-33626 225 17 the the DET bracis-33626 225 18 best good ADJ bracis-33626 225 19 generalization generalization NOUN bracis-33626 225 20 performance performance NOUN bracis-33626 225 21 for for ADP bracis-33626 225 22 classifying classify VERB bracis-33626 225 23 crops crop NOUN bracis-33626 225 24 of of ADP bracis-33626 225 25 the the DET bracis-33626 225 26 original original ADJ bracis-33626 225 27 images image NOUN bracis-33626 225 28 into into ADP bracis-33626 225 29 normal normal ADJ bracis-33626 225 30 or or CCONJ bracis-33626 225 31 damaged damaged ADJ bracis-33626 225 32 classes class NOUN bracis-33626 225 33 , , PUNCT bracis-33626 225 34 with with ADP bracis-33626 225 35 a a DET bracis-33626 225 36 precision precision NOUN bracis-33626 225 37 of of ADP bracis-33626 225 38 99.3 99.3 NUM bracis-33626 225 39 % % NOUN bracis-33626 225 40 , , PUNCT bracis-33626 225 41 as as ADV bracis-33626 225 42 well well ADV bracis-33626 225 43 as as ADP bracis-33626 225 44 excellent excellent ADJ bracis-33626 225 45 performance performance NOUN bracis-33626 225 46 in in ADP bracis-33626 225 47 detailed detailed ADJ bracis-33626 225 48 classification classification NOUN bracis-33626 225 49 of of ADP bracis-33626 225 50 the the DET bracis-33626 225 51 classes class NOUN bracis-33626 225 52 ( ( PUNCT bracis-33626 225 53 lightning lightning NOUN bracis-33626 225 54 , , PUNCT bracis-33626 225 55 erosion erosion NOUN bracis-33626 225 56 , , PUNCT bracis-33626 225 57 normal normal ADJ bracis-33626 225 58 , , PUNCT bracis-33626 225 59 cosmetics cosmetic NOUN bracis-33626 225 60 , , PUNCT bracis-33626 225 61 and and CCONJ bracis-33626 225 62 cracks crack NOUN bracis-33626 225 63 ) ) PUNCT bracis-33626 225 64 . . PUNCT bracis-33626 226 1 when when SCONJ bracis-33626 226 2 applied apply VERB bracis-33626 226 3 to to ADP bracis-33626 226 4 the the DET bracis-33626 226 5 classification classification NOUN bracis-33626 226 6 of of ADP bracis-33626 226 7 the the DET bracis-33626 226 8 provided provide VERB bracis-33626 226 9 original original ADJ bracis-33626 226 10 images image NOUN bracis-33626 226 11 , , PUNCT bracis-33626 226 12 we we PRON bracis-33626 226 13 obtained obtain VERB bracis-33626 226 14 an an DET bracis-33626 226 15 overall overall ADJ bracis-33626 226 16 precision precision NOUN bracis-33626 226 17 of of ADP bracis-33626 226 18 96.1 96.1 NUM bracis-33626 226 19 % % NOUN bracis-33626 226 20 , , PUNCT bracis-33626 226 21 accuracy accuracy NOUN bracis-33626 226 22 of of ADP bracis-33626 226 23 97 97 NUM bracis-33626 226 24 % % NOUN bracis-33626 226 25 , , PUNCT bracis-33626 226 26 and and CCONJ bracis-33626 226 27 recall recall NOUN bracis-33626 226 28 of of ADP bracis-33626 226 29 94.5 94.5 NUM bracis-33626 226 30 % % NOUN bracis-33626 226 31 . . PUNCT bracis-33626 227 1 as as SCONJ bracis-33626 227 2 evidenced evidence VERB bracis-33626 227 3 by by ADP bracis-33626 227 4 the the DET bracis-33626 227 5 results result NOUN bracis-33626 227 6 , , PUNCT bracis-33626 227 7 the the DET bracis-33626 227 8 proposal proposal NOUN bracis-33626 227 9 can can AUX bracis-33626 227 10 assist assist VERB bracis-33626 227 11 in in ADP bracis-33626 227 12 image image NOUN bracis-33626 227 13 screening screening NOUN bracis-33626 227 14 and and CCONJ bracis-33626 227 15 analysis analysis NOUN bracis-33626 227 16 tasks task NOUN bracis-33626 227 17 , , PUNCT bracis-33626 227 18 providing provide VERB bracis-33626 227 19 a a DET bracis-33626 227 20 tool tool NOUN bracis-33626 227 21 for for SCONJ bracis-33626 227 22 the the DET bracis-33626 227 23 specialist specialist NOUN bracis-33626 227 24 to to PART bracis-33626 227 25 identify identify VERB bracis-33626 227 26 damage damage NOUN bracis-33626 227 27 in in ADP bracis-33626 227 28 wind wind NOUN bracis-33626 227 29 blades blade NOUN bracis-33626 227 30 . . PUNCT bracis-33626 228 1 in in ADP bracis-33626 228 2 future future ADJ bracis-33626 228 3 work work NOUN bracis-33626 228 4 , , PUNCT bracis-33626 228 5 we we PRON bracis-33626 228 6 aim aim VERB bracis-33626 228 7 to to PART bracis-33626 228 8 enhance enhance VERB bracis-33626 228 9 the the DET bracis-33626 228 10 precision precision NOUN bracis-33626 228 11 of of ADP bracis-33626 228 12 damage damage NOUN bracis-33626 228 13 localization localization NOUN bracis-33626 228 14 , , PUNCT bracis-33626 228 15 using use VERB bracis-33626 228 16 the the DET bracis-33626 228 17 quadtree quadtree ADJ bracis-33626 228 18 technique technique NOUN bracis-33626 228 19 . . PUNCT bracis-33626 229 1 with with ADP bracis-33626 229 2 this this DET bracis-33626 229 3 method method NOUN bracis-33626 229 4 , , PUNCT bracis-33626 229 5 we we PRON bracis-33626 229 6 anticipate anticipate VERB bracis-33626 229 7 achieving achieve VERB bracis-33626 229 8 more more ADV bracis-33626 229 9 precise precise ADJ bracis-33626 229 10 localization localization NOUN bracis-33626 229 11 of of ADP bracis-33626 229 12 damaged damage VERB bracis-33626 229 13 areas area NOUN bracis-33626 229 14 , , PUNCT bracis-33626 229 15 thereby thereby ADV bracis-33626 229 16 improving improve VERB bracis-33626 229 17 the the DET bracis-33626 229 18 computing computing NOUN bracis-33626 229 19 time time NOUN bracis-33626 229 20 and and CCONJ bracis-33626 229 21 overall overall ADJ bracis-33626 229 22 detection detection NOUN bracis-33626 229 23 process process NOUN bracis-33626 229 24 . . PUNCT bracis-33626 230 1 additionally additionally ADV bracis-33626 230 2 , , PUNCT bracis-33626 230 3 we we PRON bracis-33626 230 4 plan plan VERB bracis-33626 230 5 to to PART bracis-33626 230 6 enhance enhance VERB bracis-33626 230 7 the the DET bracis-33626 230 8 visualization visualization NOUN bracis-33626 230 9 of of ADP bracis-33626 230 10 the the DET bracis-33626 230 11 damage damage NOUN bracis-33626 230 12 location location NOUN bracis-33626 230 13 through through ADP bracis-33626 230 14 the the DET bracis-33626 230 15 implementation implementation NOUN bracis-33626 230 16 of of ADP bracis-33626 230 17 a a DET bracis-33626 230 18 salience salience NOUN bracis-33626 230 19 map map NOUN bracis-33626 230 20 . . PUNCT bracis-33626 231 1 this this PRON bracis-33626 231 2 will will AUX bracis-33626 231 3 provide provide VERB bracis-33626 231 4 a a DET bracis-33626 231 5 more more ADV bracis-33626 231 6 intuitive intuitive ADJ bracis-33626 231 7 and and CCONJ bracis-33626 231 8 detailed detailed ADJ bracis-33626 231 9 representation representation NOUN bracis-33626 231 10 of of ADP bracis-33626 231 11 the the DET bracis-33626 231 12 damage damage NOUN bracis-33626 231 13 , , PUNCT bracis-33626 231 14 facilitating facilitate VERB bracis-33626 231 15 better well ADJ bracis-33626 231 16 analysis analysis NOUN bracis-33626 231 17 and and CCONJ bracis-33626 231 18 interpretation interpretation NOUN bracis-33626 231 19 . . PUNCT bracis-33626 232 1 these these DET bracis-33626 232 2 advancements advancement NOUN bracis-33626 232 3 are be AUX bracis-33626 232 4 expected expect VERB bracis-33626 232 5 to to PART bracis-33626 232 6 contribute contribute VERB bracis-33626 232 7 to to ADP bracis-33626 232 8 the the DET bracis-33626 232 9 effectiveness effectiveness NOUN bracis-33626 232 10 of of ADP bracis-33626 232 11 image image NOUN bracis-33626 232 12 - - PUNCT bracis-33626 232 13 based base VERB bracis-33626 232 14 damage damage NOUN bracis-33626 232 15 assessment assessment NOUN bracis-33626 232 16 methodologies methodology NOUN bracis-33626 232 17 . . PUNCT bracis-33626 233 1 references reference NOUN bracis-33626 233 2 farias farias PROPN bracis-33626 233 3 , , PUNCT bracis-33626 233 4 l.m l.m PROPN bracis-33626 233 5 . . PROPN bracis-33626 233 6 , , PUNCT bracis-33626 233 7 sellitto sellitto PROPN bracis-33626 233 8 , , PUNCT bracis-33626 233 9 m.a m.a PROPN bracis-33626 233 10 . . PROPN bracis-33626 233 11 : : PUNCT bracis-33626 234 1 uso uso PROPN bracis-33626 234 2 da da PROPN bracis-33626 234 3 energia energia PROPN bracis-33626 234 4 ao ao PROPN bracis-33626 234 5 longo longo PROPN bracis-33626 234 6 da da PROPN bracis-33626 234 7 história história PROPN bracis-33626 234 8 : : PUNCT bracis-33626 234 9 evolução evolução PROPN bracis-33626 234 10 e e PROPN bracis-33626 234 11 perspectivas perspectivas PROPN bracis-33626 234 12 futuras futuras PROPN bracis-33626 234 13 . . PROPN bracis-33626 234 14 revista revista PROPN bracis-33626 234 15 liberato liberato PROPN bracis-33626 234 16 12(17 12(17 NUM bracis-33626 234 17 ) ) PUNCT bracis-33626 234 18 , , PUNCT bracis-33626 234 19 07–16 07–16 NUM bracis-33626 234 20 ( ( PUNCT bracis-33626 234 21 2011 2011 NUM bracis-33626 234 22 ) ) PUNCT bracis-33626 234 23 article article NOUN bracis-33626 234 24     SPACE bracis-33626 234 25 google google PROPN bracis-33626 234 26 scholar scholar NOUN bracis-33626 234 27     SPACE bracis-33626 234 28 lage lage NOUN bracis-33626 234 29 , , PUNCT bracis-33626 234 30 e.s e.s PROPN bracis-33626 234 31 . . PROPN bracis-33626 234 32 , , PUNCT bracis-33626 234 33 processi processi NOUN bracis-33626 234 34 , , PUNCT bracis-33626 234 35 l.d l.d PROPN bracis-33626 234 36 . . PUNCT bracis-33626 234 37 : : PUNCT bracis-33626 234 38 panorama panorama NOUN bracis-33626 234 39 do do VERB bracis-33626 234 40 setor setor PROPN bracis-33626 234 41 de de PROPN bracis-33626 234 42 energia energia PROPN bracis-33626 234 43 eólica eólica NOUN bracis-33626 234 44 . . PUNCT bracis-33626 235 1 banco banco PROPN bracis-33626 235 2 nacional nacional PROPN bracis-33626 235 3 de de X bracis-33626 235 4 desenvolvimento desenvolvimento PROPN bracis-33626 235 5 econômico econômico PROPN bracis-33626 235 6 e e PROPN bracis-33626 235 7 social social ADJ bracis-33626 235 8 ( ( PUNCT bracis-33626 235 9 2013 2013 NUM bracis-33626 235 10 ) ) PUNCT bracis-33626 235 11 google google PROPN bracis-33626 235 12 scholar scholar NOUN bracis-33626 235 13     SPACE bracis-33626 235 14 mishnaevsky mishnaevsky ADJ bracis-33626 235 15 , , PUNCT bracis-33626 235 16 l. l. PROPN bracis-33626 235 17 , , PUNCT bracis-33626 235 18 branner branner PROPN bracis-33626 235 19 , , PUNCT bracis-33626 235 20 k. k. PROPN bracis-33626 235 21 , , PUNCT bracis-33626 235 22 petersen petersen PROPN bracis-33626 235 23 , , PUNCT bracis-33626 235 24 h.n h.n PROPN bracis-33626 235 25 . . PROPN bracis-33626 235 26 , , PUNCT bracis-33626 235 27 beauson beauson PROPN bracis-33626 235 28 , , PUNCT bracis-33626 235 29 j. j. PROPN bracis-33626 235 30 , , PUNCT bracis-33626 235 31 mcgugan mcgugan PROPN bracis-33626 235 32 , , PUNCT bracis-33626 235 33 m. m. NOUN bracis-33626 235 34 , , PUNCT bracis-33626 235 35 sørensen sørensen NOUN bracis-33626 235 36 , , PUNCT bracis-33626 235 37 b.f b.f PROPN bracis-33626 235 38 . . PROPN bracis-33626 235 39 : : PUNCT bracis-33626 236 1 materials material NOUN bracis-33626 236 2 for for ADP bracis-33626 236 3 wind wind NOUN bracis-33626 236 4 turbine turbine NOUN bracis-33626 236 5 blades blade NOUN bracis-33626 236 6 : : PUNCT bracis-33626 236 7 an an DET bracis-33626 236 8 overview overview NOUN bracis-33626 236 9 . . PUNCT bracis-33626 237 1 materials material NOUN bracis-33626 237 2 10(11 10(11 NUM bracis-33626 237 3 ) ) PUNCT bracis-33626 237 4 , , PUNCT bracis-33626 237 5 1285 1285 NUM bracis-33626 237 6 ( ( PUNCT bracis-33626 237 7 2017 2017 NUM bracis-33626 237 8 ) ) PUNCT bracis-33626 237 9 google google PROPN bracis-33626 237 10 scholar scholar NOUN bracis-33626 237 11     SPACE bracis-33626 237 12 yang yang PROPN bracis-33626 237 13 , , PUNCT bracis-33626 237 14 z. z. PROPN bracis-33626 237 15 , , PUNCT bracis-33626 237 16 et et PROPN bracis-33626 237 17 al al PROPN bracis-33626 237 18 . . PUNCT bracis-33626 237 19 : : PUNCT bracis-33626 238 1 detection detection NOUN bracis-33626 238 2 of of ADP bracis-33626 238 3 wind wind NOUN bracis-33626 238 4 turbine turbine NOUN bracis-33626 238 5 blade blade NOUN bracis-33626 238 6 abnormalities abnormality NOUN bracis-33626 238 7 through through ADP bracis-33626 238 8 a a DET bracis-33626 238 9 deep deep ADJ bracis-33626 238 10 learning learning NOUN bracis-33626 238 11 model model NOUN bracis-33626 238 12 integrating integrate VERB bracis-33626 238 13 vae vae PROPN bracis-33626 238 14 and and CCONJ bracis-33626 238 15 neural neural ADJ bracis-33626 238 16 ode ode PROPN bracis-33626 238 17 . . PUNCT bracis-33626 238 18 ocean ocean PROPN bracis-33626 238 19 eng eng PROPN bracis-33626 238 20 . . PROPN bracis-33626 238 21 302 302 NUM bracis-33626 238 22 , , PUNCT bracis-33626 238 23 117689 117689 NUM bracis-33626 238 24 ( ( PUNCT bracis-33626 238 25 2024 2024 NUM bracis-33626 238 26 ) ) PUNCT bracis-33626 238 27 google google NOUN bracis-33626 238 28 scholar scholar NOUN bracis-33626 238 29     SPACE bracis-33626 238 30 mishnaevsky mishnaevsky ADJ bracis-33626 238 31 , , PUNCT bracis-33626 238 32 j.r.l j.r.l NOUN bracis-33626 238 33 . . PUNCT bracis-33626 238 34 : : PUNCT bracis-33626 239 1 root root NOUN bracis-33626 239 2 causes cause NOUN bracis-33626 239 3 and and CCONJ bracis-33626 239 4 mechanisms mechanism NOUN bracis-33626 239 5 of of ADP bracis-33626 239 6 failure failure NOUN bracis-33626 239 7 of of ADP bracis-33626 239 8 wind wind NOUN bracis-33626 239 9 turbine turbine NOUN bracis-33626 239 10 blades blade NOUN bracis-33626 239 11 : : PUNCT bracis-33626 239 12 overview overview NOUN bracis-33626 239 13 . . PUNCT bracis-33626 240 1 materials material NOUN bracis-33626 240 2 15(9 15(9 NUM bracis-33626 240 3 ) ) PUNCT bracis-33626 240 4 , , PUNCT bracis-33626 240 5 2959 2959 NUM bracis-33626 240 6 ( ( PUNCT bracis-33626 240 7 2022 2022 NUM bracis-33626 240 8 ) ) PUNCT bracis-33626 240 9 google google PROPN bracis-33626 240 10 scholar scholar NOUN bracis-33626 240 11     SPACE bracis-33626 240 12 du du X bracis-33626 240 13 , , PUNCT bracis-33626 240 14 y. y. PROPN bracis-33626 240 15 , , PUNCT bracis-33626 240 16 zhou zhou PROPN bracis-33626 240 17 , , PUNCT bracis-33626 240 18 s. s. PROPN bracis-33626 240 19 , , PUNCT bracis-33626 240 20 jing jing PROPN bracis-33626 240 21 , , PUNCT bracis-33626 240 22 x. x. PROPN bracis-33626 240 23 , , PUNCT bracis-33626 240 24 peng peng PROPN bracis-33626 240 25 , , PUNCT bracis-33626 240 26 y. y. PROPN bracis-33626 240 27 , , PUNCT bracis-33626 240 28 wu wu PROPN bracis-33626 240 29 , , PUNCT bracis-33626 240 30 h. h. PROPN bracis-33626 240 31 , , PUNCT bracis-33626 240 32 kwok kwok PROPN bracis-33626 240 33 , , PUNCT bracis-33626 240 34 n. n. NOUN bracis-33626 240 35 : : PUNCT bracis-33626 240 36 damage damage NOUN bracis-33626 240 37 detection detection NOUN bracis-33626 240 38 techniques technique NOUN bracis-33626 240 39 for for ADP bracis-33626 240 40 wind wind NOUN bracis-33626 240 41 turbine turbine NOUN bracis-33626 240 42 blades blade NOUN bracis-33626 240 43 : : PUNCT bracis-33626 240 44 a a DET bracis-33626 240 45 review review NOUN bracis-33626 240 46 . . PUNCT bracis-33626 241 1 mech mech PROPN bracis-33626 241 2 . . PUNCT bracis-33626 242 1 syst syst PROPN bracis-33626 242 2 . . PUNCT bracis-33626 242 3 signal signal PROPN bracis-33626 242 4 process process NOUN bracis-33626 242 5 . . PUNCT bracis-33626 243 1 141 141 NUM bracis-33626 243 2 , , PUNCT bracis-33626 243 3 106445 106445 NUM bracis-33626 243 4 ( ( PUNCT bracis-33626 243 5 2020 2020 NUM bracis-33626 243 6 ) ) PUNCT bracis-33626 243 7 article article NOUN bracis-33626 243 8     SPACE bracis-33626 243 9 math math NOUN bracis-33626 243 10     SPACE bracis-33626 243 11 google google PROPN bracis-33626 243 12 scholar scholar NOUN bracis-33626 243 13     SPACE bracis-33626 243 14 kaewniam kaewniam NOUN bracis-33626 243 15 , , PUNCT bracis-33626 243 16 p. p. PROPN bracis-33626 243 17 , , PUNCT bracis-33626 243 18 cao cao PROPN bracis-33626 243 19 , , PUNCT bracis-33626 243 20 m. m. NOUN bracis-33626 243 21 , , PUNCT bracis-33626 243 22 alkayem alkayem PROPN bracis-33626 243 23 , , PUNCT bracis-33626 243 24 n.f n.f PROPN bracis-33626 243 25 . . PROPN bracis-33626 243 26 , , PUNCT bracis-33626 243 27 li li PROPN bracis-33626 243 28 , , PUNCT bracis-33626 243 29 d.m.e d.m.e PROPN bracis-33626 243 30 . . PUNCT bracis-33626 243 31 : : PUNCT bracis-33626 244 1 recent recent ADJ bracis-33626 244 2 advances advance NOUN bracis-33626 244 3 in in ADP bracis-33626 244 4 damage damage NOUN bracis-33626 244 5 detection detection NOUN bracis-33626 244 6 of of ADP bracis-33626 244 7 wind wind NOUN bracis-33626 244 8 turbine turbine NOUN bracis-33626 244 9 blades blade NOUN bracis-33626 244 10 : : PUNCT bracis-33626 244 11 a a DET bracis-33626 244 12 state state NOUN bracis-33626 244 13 - - PUNCT bracis-33626 244 14 of of ADP bracis-33626 244 15 - - PUNCT bracis-33626 244 16 the the DET bracis-33626 244 17 - - PUNCT bracis-33626 244 18 art art NOUN bracis-33626 244 19 review review NOUN bracis-33626 244 20 . . PUNCT bracis-33626 245 1 renew renew VERB bracis-33626 245 2 . . PUNCT bracis-33626 246 1 sustain sustain VERB bracis-33626 246 2 . . PUNCT bracis-33626 247 1 energy energy NOUN bracis-33626 247 2 rev rev PROPN bracis-33626 247 3 . . PROPN bracis-33626 247 4 167 167 NUM bracis-33626 247 5 , , PUNCT bracis-33626 247 6 112723 112723 NUM bracis-33626 247 7 ( ( PUNCT bracis-33626 247 8 2022 2022 NUM bracis-33626 247 9 ) ) PUNCT bracis-33626 247 10 google google PROPN bracis-33626 247 11 scholar scholar NOUN bracis-33626 247 12     SPACE bracis-33626 247 13 wang wang PROPN bracis-33626 247 14 , , PUNCT bracis-33626 247 15 w. w. PROPN bracis-33626 247 16 , , PUNCT bracis-33626 247 17 xue xue PROPN bracis-33626 247 18 , , PUNCT bracis-33626 247 19 y. y. PROPN bracis-33626 247 20 , , PUNCT bracis-33626 247 21 he he PRON bracis-33626 247 22 , , PUNCT bracis-33626 247 23 c. c. PROPN bracis-33626 247 24 , , PUNCT bracis-33626 247 25 zhao zhao PROPN bracis-33626 247 26 , , PUNCT bracis-33626 247 27 y. y. NOUN bracis-33626 247 28 : : PUNCT bracis-33626 247 29 review review NOUN bracis-33626 247 30 of of ADP bracis-33626 247 31 the the DET bracis-33626 247 32 typical typical ADJ bracis-33626 247 33 damage damage NOUN bracis-33626 247 34 and and CCONJ bracis-33626 247 35 damage damage NOUN bracis-33626 247 36 - - PUNCT bracis-33626 247 37 detection detection NOUN bracis-33626 247 38 methods method NOUN bracis-33626 247 39 of of ADP bracis-33626 247 40 large large ADJ bracis-33626 247 41 wind wind NOUN bracis-33626 247 42 turbine turbine NOUN bracis-33626 247 43 blades blade NOUN bracis-33626 247 44 . . PUNCT bracis-33626 248 1 energies energy NOUN bracis-33626 248 2 15(15 15(15 NUM bracis-33626 248 3 ) ) PUNCT bracis-33626 248 4 , , PUNCT bracis-33626 248 5 5672 5672 NUM bracis-33626 248 6 ( ( PUNCT bracis-33626 248 7 2022 2022 NUM bracis-33626 248 8 ) ) PUNCT bracis-33626 248 9 article article NOUN bracis-33626 248 10     SPACE bracis-33626 248 11 math math NOUN bracis-33626 248 12     SPACE bracis-33626 248 13 google google PROPN bracis-33626 248 14 scholar scholar NOUN bracis-33626 248 15     SPACE bracis-33626 248 16 kaewniam kaewniam NOUN bracis-33626 248 17 , , PUNCT bracis-33626 248 18 p. p. PROPN bracis-33626 248 19 , , PUNCT bracis-33626 248 20 cao cao PROPN bracis-33626 248 21 , , PUNCT bracis-33626 248 22 m. m. NOUN bracis-33626 248 23 , , PUNCT bracis-33626 248 24 alkayem alkayem PROPN bracis-33626 248 25 , , PUNCT bracis-33626 248 26 n.f n.f PROPN bracis-33626 248 27 . . PROPN bracis-33626 248 28 , , PUNCT bracis-33626 248 29 li li PROPN bracis-33626 248 30 , , PUNCT bracis-33626 248 31 d.m.e d.m.e PROPN bracis-33626 248 32 . . PUNCT bracis-33626 248 33 : : PUNCT bracis-33626 249 1 recent recent ADJ bracis-33626 249 2 advances advance NOUN bracis-33626 249 3 in in ADP bracis-33626 249 4 damage damage NOUN bracis-33626 249 5 detection detection NOUN bracis-33626 249 6 of of ADP bracis-33626 249 7 wind wind NOUN bracis-33626 249 8 turbine turbine NOUN bracis-33626 249 9 blades blade NOUN bracis-33626 249 10 : : PUNCT bracis-33626 249 11 a a DET bracis-33626 249 12 state state NOUN bracis-33626 249 13 - - PUNCT bracis-33626 249 14 of of ADP bracis-33626 249 15 - - PUNCT bracis-33626 249 16 the the DET bracis-33626 249 17 - - PUNCT bracis-33626 249 18 art art NOUN bracis-33626 249 19 review review NOUN bracis-33626 249 20 . . PUNCT bracis-33626 250 1 renew renew VERB bracis-33626 250 2 . . PUNCT bracis-33626 251 1 sustain sustain VERB bracis-33626 251 2 . . PUNCT bracis-33626 252 1 energy energy NOUN bracis-33626 252 2 rev rev PROPN bracis-33626 252 3 . . PROPN bracis-33626 252 4 167 167 NUM bracis-33626 252 5 , , PUNCT bracis-33626 252 6 112723 112723 NUM bracis-33626 252 7 ( ( PUNCT bracis-33626 252 8 2022 2022 NUM bracis-33626 252 9 ) ) PUNCT bracis-33626 252 10 google google PROPN bracis-33626 252 11 scholar scholar NOUN bracis-33626 252 12     SPACE bracis-33626 252 13 moreno moreno PROPN bracis-33626 252 14 , , PUNCT bracis-33626 252 15 s. s. PROPN bracis-33626 252 16 , , PUNCT bracis-33626 252 17 peña peña PROPN bracis-33626 252 18 , , PUNCT bracis-33626 252 19 m. m. NOUN bracis-33626 252 20 , , PUNCT bracis-33626 252 21 toledo toledo PROPN bracis-33626 252 22 , , PUNCT bracis-33626 252 23 a. a. PROPN bracis-33626 252 24 , , PUNCT bracis-33626 252 25 treviño treviño PROPN bracis-33626 252 26 , , PUNCT bracis-33626 252 27 r. r. PROPN bracis-33626 252 28 , , PUNCT bracis-33626 252 29 ponce ponce PROPN bracis-33626 252 30 , , PUNCT bracis-33626 252 31 h. h. PROPN bracis-33626 252 32 : : PUNCT bracis-33626 252 33 a a DET bracis-33626 252 34 new new ADJ bracis-33626 252 35 vision vision NOUN bracis-33626 252 36 - - PUNCT bracis-33626 252 37 based base VERB bracis-33626 252 38 method method NOUN bracis-33626 252 39 using use VERB bracis-33626 252 40 deep deep ADJ bracis-33626 252 41 learning learning NOUN bracis-33626 252 42 for for ADP bracis-33626 252 43 damage damage NOUN bracis-33626 252 44 inspection inspection NOUN bracis-33626 252 45 in in ADP bracis-33626 252 46 wind wind NOUN bracis-33626 252 47 turbine turbine NOUN bracis-33626 252 48 blades blade NOUN bracis-33626 252 49 . . PUNCT bracis-33626 253 1 in in ADP bracis-33626 253 2 : : PUNCT bracis-33626 253 3 ieee ieee NOUN bracis-33626 253 4 2018 2018 NUM bracis-33626 253 5 15th 15th ADJ bracis-33626 253 6 international international ADJ bracis-33626 253 7 conference conference NOUN bracis-33626 253 8 on on ADP bracis-33626 253 9 electrical electrical ADJ bracis-33626 253 10 engineering engineering NOUN bracis-33626 253 11 , , PUNCT bracis-33626 253 12 computing compute VERB bracis-33626 253 13 science science NOUN bracis-33626 253 14 and and CCONJ bracis-33626 253 15 automatic automatic ADJ bracis-33626 253 16 control control NOUN bracis-33626 253 17 ( ( PUNCT bracis-33626 253 18 cce cce PROPN bracis-33626 253 19 ) ) PUNCT bracis-33626 253 20 , , PUNCT bracis-33626 253 21 pp pp ADP bracis-33626 253 22 . . PUNCT bracis-33626 254 1 1–5 1–5 X bracis-33626 254 2 . . X bracis-33626 254 3 ieee ieee PROPN bracis-33626 254 4 , , PUNCT bracis-33626 254 5 mexico mexico PROPN bracis-33626 254 6 city city NOUN bracis-33626 254 7 ( ( PUNCT bracis-33626 254 8 2018 2018 NUM bracis-33626 254 9 ) ) PUNCT bracis-33626 254 10 google google PROPN bracis-33626 254 11 scholar scholar NOUN bracis-33626 254 12     SPACE bracis-33626 254 13 yang yang PROPN bracis-33626 254 14 , , PUNCT bracis-33626 254 15 p. p. PROPN bracis-33626 254 16 , , PUNCT bracis-33626 254 17 dong dong PROPN bracis-33626 254 18 , , PUNCT bracis-33626 254 19 c. c. PROPN bracis-33626 254 20 , , PUNCT bracis-33626 254 21 zhao zhao PROPN bracis-33626 254 22 , , PUNCT bracis-33626 254 23 x. x. PROPN bracis-33626 254 24 , , PUNCT bracis-33626 254 25 chen chen PROPN bracis-33626 254 26 , , PUNCT bracis-33626 254 27 x. x. PROPN bracis-33626 254 28 : : PUNCT bracis-33626 254 29 the the DET bracis-33626 254 30 surface surface NOUN bracis-33626 254 31 damage damage NOUN bracis-33626 254 32 identifications identification NOUN bracis-33626 254 33 of of ADP bracis-33626 254 34 wind wind NOUN bracis-33626 254 35 turbine turbine NOUN bracis-33626 254 36 blades blade NOUN bracis-33626 254 37 based base VERB bracis-33626 254 38 on on ADP bracis-33626 254 39 resnet50 resnet50 NOUN bracis-33626 254 40 algorithm algorithm NOUN bracis-33626 254 41 . . PUNCT bracis-33626 255 1 in in ADP bracis-33626 255 2 : : PUNCT bracis-33626 255 3 ieee ieee NOUN bracis-33626 255 4 2020 2020 NUM bracis-33626 255 5 39th 39th ADJ bracis-33626 255 6 chinese chinese ADJ bracis-33626 255 7 control control PROPN bracis-33626 255 8 conference conference PROPN bracis-33626 255 9 ( ( PUNCT bracis-33626 255 10 ccc ccc PROPN bracis-33626 255 11 ) ) PUNCT bracis-33626 255 12 , , PUNCT bracis-33626 255 13 pp pp PROPN bracis-33626 255 14 . . PUNCT bracis-33626 255 15 6340–6344 6340–6344 NOUN bracis-33626 255 16 . . PUNCT bracis-33626 255 17 ieee ieee PROPN bracis-33626 255 18 , , PUNCT bracis-33626 255 19 shenyang shenyang PROPN bracis-33626 255 20 ( ( PUNCT bracis-33626 255 21 2020 2020 NUM bracis-33626 255 22 ) ) PUNCT bracis-33626 255 23 google google NOUN bracis-33626 255 24 scholar scholar NOUN bracis-33626 255 25     SPACE bracis-33626 255 26 he he PRON bracis-33626 255 27 , , PUNCT bracis-33626 255 28 k. k. PROPN bracis-33626 255 29 , , PUNCT bracis-33626 255 30 zhang zhang PROPN bracis-33626 255 31 , , PUNCT bracis-33626 255 32 x. x. PROPN bracis-33626 255 33 , , PUNCT bracis-33626 255 34 ren ren PROPN bracis-33626 255 35 , , PUNCT bracis-33626 255 36 s. s. PROPN bracis-33626 255 37 , , PUNCT bracis-33626 255 38 sun sun PROPN bracis-33626 255 39 , , PUNCT bracis-33626 255 40 j. j. PROPN bracis-33626 255 41 : : PUNCT bracis-33626 255 42 deep deep ADJ bracis-33626 255 43 residual residual ADJ bracis-33626 255 44 learning learning NOUN bracis-33626 255 45 for for ADP bracis-33626 255 46 image image NOUN bracis-33626 255 47 recognition recognition NOUN bracis-33626 255 48 . . PUNCT bracis-33626 256 1 in in ADP bracis-33626 256 2 : : PUNCT bracis-33626 256 3 proceedings proceeding NOUN bracis-33626 256 4 of of ADP bracis-33626 256 5 the the DET bracis-33626 256 6 ieee ieee NOUN bracis-33626 256 7 conference conference NOUN bracis-33626 256 8 on on ADP bracis-33626 256 9 computer computer NOUN bracis-33626 256 10 vision vision NOUN bracis-33626 256 11 and and CCONJ bracis-33626 256 12 pattern pattern NOUN bracis-33626 256 13 recognition recognition NOUN bracis-33626 256 14 ( ( PUNCT bracis-33626 256 15 cvpr cvpr NOUN bracis-33626 256 16 ) ) PUNCT bracis-33626 256 17 , , PUNCT bracis-33626 256 18 pp pp ADP bracis-33626 256 19 . . PUNCT bracis-33626 257 1 770–778 770–778 NUM bracis-33626 257 2 . . PUNCT bracis-33626 257 3 ieee ieee PROPN bracis-33626 257 4 , , PUNCT bracis-33626 257 5 las las PROPN bracis-33626 257 6 vegas vegas PROPN bracis-33626 257 7 ( ( PUNCT bracis-33626 257 8 2016 2016 NUM bracis-33626 257 9 ) ) PUNCT bracis-33626 257 10 google google PROPN bracis-33626 257 11 scholar scholar NOUN bracis-33626 257 12     SPACE bracis-33626 257 13 krizhevsky krizhevsky NOUN bracis-33626 257 14 , , PUNCT bracis-33626 257 15 a. a. NOUN bracis-33626 257 16 , , PUNCT bracis-33626 257 17 sutskever sutskever PROPN bracis-33626 257 18 , , PUNCT bracis-33626 257 19 i. i. PROPN bracis-33626 257 20 , , PUNCT bracis-33626 257 21 hinton hinton PROPN bracis-33626 257 22 , , PUNCT bracis-33626 257 23 g.e g.e PROPN bracis-33626 257 24 . . PUNCT bracis-33626 257 25 : : PUNCT bracis-33626 258 1 imagenet imagenet PROPN bracis-33626 258 2 classification classification NOUN bracis-33626 258 3 with with ADP bracis-33626 258 4 deep deep ADJ bracis-33626 258 5 convolutional convolutional ADJ bracis-33626 258 6 neural neural ADJ bracis-33626 258 7 networks network NOUN bracis-33626 258 8 . . PUNCT bracis-33626 259 1 in in ADP bracis-33626 259 2 : : PUNCT bracis-33626 259 3 advances advance NOUN bracis-33626 259 4 in in ADP bracis-33626 259 5 neural neural ADJ bracis-33626 259 6 information information NOUN bracis-33626 259 7 processing processing NOUN bracis-33626 259 8 systems system NOUN bracis-33626 259 9 , , PUNCT bracis-33626 259 10 vol vol NOUN bracis-33626 259 11 . . PROPN bracis-33626 259 12 25 25 NUM bracis-33626 259 13 ( ( PUNCT bracis-33626 259 14 2012 2012 NUM bracis-33626 259 15 ) ) PUNCT bracis-33626 259 16 google google PROPN bracis-33626 259 17 scholar scholar NOUN bracis-33626 259 18     SPACE bracis-33626 259 19 shihavuddin shihavuddin NOUN bracis-33626 259 20 , , PUNCT bracis-33626 259 21 a.s.m a.s.m PROPN bracis-33626 259 22 . . PROPN bracis-33626 259 23 , , PUNCT bracis-33626 259 24 et et PROPN bracis-33626 259 25 al al PROPN bracis-33626 259 26 . . PUNCT bracis-33626 259 27 : : PUNCT bracis-33626 260 1 wind wind NOUN bracis-33626 260 2 turbine turbine NOUN bracis-33626 260 3 surface surface NOUN bracis-33626 260 4 damage damage NOUN bracis-33626 260 5 detection detection NOUN bracis-33626 260 6 by by ADP bracis-33626 260 7 deep deep ADJ bracis-33626 260 8 learning learning NOUN bracis-33626 260 9 aided aid VERB bracis-33626 260 10 drone drone NOUN bracis-33626 260 11 inspection inspection NOUN bracis-33626 260 12 analysis analysis NOUN bracis-33626 260 13 . . PUNCT bracis-33626 261 1 energies energy NOUN bracis-33626 261 2 12(4 12(4 NUM bracis-33626 261 3 ) ) PUNCT bracis-33626 261 4 , , PUNCT bracis-33626 261 5 676 676 NUM bracis-33626 261 6 ( ( PUNCT bracis-33626 261 7 2019 2019 NUM bracis-33626 261 8 ) ) PUNCT bracis-33626 261 9 google google PROPN bracis-33626 261 10 scholar scholar NOUN bracis-33626 261 11     SPACE bracis-33626 261 12 ren ren PROPN bracis-33626 261 13 , , PUNCT bracis-33626 261 14 s. s. PROPN bracis-33626 261 15 , , PUNCT bracis-33626 261 16 he he PRON bracis-33626 261 17 , , PUNCT bracis-33626 261 18 k. k. PROPN bracis-33626 261 19 , , PUNCT bracis-33626 261 20 girshick girshick PROPN bracis-33626 261 21 , , PUNCT bracis-33626 261 22 r. r. PROPN bracis-33626 261 23 , , PUNCT bracis-33626 261 24 sun sun PROPN bracis-33626 261 25 , , PUNCT bracis-33626 261 26 j. j. PROPN bracis-33626 261 27 : : PUNCT bracis-33626 261 28 faster fast ADV bracis-33626 261 29 r r X bracis-33626 261 30 - - PUNCT bracis-33626 261 31 cnn cnn NOUN bracis-33626 261 32 : : PUNCT bracis-33626 261 33 towards towards ADP bracis-33626 261 34 real real ADJ bracis-33626 261 35 - - PUNCT bracis-33626 261 36 time time NOUN bracis-33626 261 37 object object NOUN bracis-33626 261 38 detection detection NOUN bracis-33626 261 39 with with ADP bracis-33626 261 40 region region NOUN bracis-33626 261 41 proposal proposal NOUN bracis-33626 261 42 networks network NOUN bracis-33626 261 43 . . PUNCT bracis-33626 262 1 adv adv PROPN bracis-33626 262 2 . . PUNCT bracis-33626 262 3 neural neural PROPN bracis-33626 262 4 inf inf PROPN bracis-33626 262 5 . . PUNCT bracis-33626 262 6 process process NOUN bracis-33626 262 7 . . PUNCT bracis-33626 263 1 syst syst PROPN bracis-33626 263 2 . . PUNCT bracis-33626 264 1 28 28 NUM bracis-33626 264 2 ( ( PUNCT bracis-33626 264 3 2015 2015 NUM bracis-33626 264 4 ) ) PUNCT bracis-33626 264 5 google google NOUN bracis-33626 264 6 scholar scholar NOUN bracis-33626 264 7     SPACE bracis-33626 264 8 shihavuddin shihavuddin NOUN bracis-33626 264 9 , , PUNCT bracis-33626 264 10 a.s.m a.s.m PROPN bracis-33626 264 11 . . PROPN bracis-33626 264 12 , , PUNCT bracis-33626 264 13 chen chen PROPN bracis-33626 264 14 , , PUNCT bracis-33626 264 15 x. x. PROPN bracis-33626 264 16 : : PUNCT bracis-33626 265 1 dtu dtu PROPN bracis-33626 265 2 drone drone NOUN bracis-33626 265 3 inspection inspection NOUN bracis-33626 265 4 images image NOUN bracis-33626 265 5 of of ADP bracis-33626 265 6 wind wind NOUN bracis-33626 265 7 turbine turbine NOUN bracis-33626 265 8 . . PUNCT bracis-33626 266 1 mendeley mendeley PROPN bracis-33626 266 2 data data PROPN bracis-33626 266 3 v2 v2 PROPN bracis-33626 266 4 ( ( PUNCT bracis-33626 266 5 2018 2018 NUM bracis-33626 266 6 ) ) PUNCT bracis-33626 266 7 . . PUNCT bracis-33626 267 1 https://doi.org/10.17632/hd96prn3nc.2 https://doi.org/10.17632/hd96prn3nc.2 PROPN bracis-33626 267 2 foster foster PROPN bracis-33626 267 3 , , PUNCT bracis-33626 267 4 a. a. NOUN bracis-33626 267 5 , , PUNCT bracis-33626 267 6 best good ADJ bracis-33626 267 7 , , PUNCT bracis-33626 267 8 o. o. PROPN bracis-33626 267 9 , , PUNCT bracis-33626 267 10 gianni gianni PROPN bracis-33626 267 11 , , PUNCT bracis-33626 267 12 m. m. NOUN bracis-33626 267 13 , , PUNCT bracis-33626 267 14 khan khan PROPN bracis-33626 267 15 , , PUNCT bracis-33626 267 16 a. a. PROPN bracis-33626 267 17 , , PUNCT bracis-33626 267 18 collins collins PROPN bracis-33626 267 19 , , PUNCT bracis-33626 267 20 k. k. PROPN bracis-33626 267 21 , , PUNCT bracis-33626 267 22 sharma sharma PROPN bracis-33626 267 23 , , PUNCT bracis-33626 267 24 s. s. PROPN bracis-33626 267 25 : : PUNCT bracis-33626 267 26 drone drone NOUN bracis-33626 267 27 footage footage NOUN bracis-33626 267 28 wind wind NOUN bracis-33626 267 29 turbine turbine NOUN bracis-33626 267 30 surface surface NOUN bracis-33626 267 31 damage damage NOUN bracis-33626 267 32 detection detection NOUN bracis-33626 267 33 . . PUNCT bracis-33626 268 1 in in ADP bracis-33626 268 2 : : PUNCT bracis-33626 268 3 2022 2022 NUM bracis-33626 268 4 ieee ieee NOUN bracis-33626 268 5 14th 14th ADJ bracis-33626 268 6 image image NOUN bracis-33626 268 7 , , PUNCT bracis-33626 268 8 video video NOUN bracis-33626 268 9 , , PUNCT bracis-33626 268 10 and and CCONJ bracis-33626 268 11 multidimensional multidimensional ADJ bracis-33626 268 12 signal signal NOUN bracis-33626 268 13 processing processing NOUN bracis-33626 268 14 workshop workshop NOUN bracis-33626 268 15 ( ( PUNCT bracis-33626 268 16 ivmsp ivmsp PROPN bracis-33626 268 17 ) ) PUNCT bracis-33626 268 18 , , PUNCT bracis-33626 268 19 pp pp ADP bracis-33626 268 20 . . PUNCT bracis-33626 269 1 1–5 1–5 X bracis-33626 269 2 . . X bracis-33626 269 3 ieee ieee PROPN bracis-33626 269 4 , , PUNCT bracis-33626 269 5 piscataway piscataway PROPN bracis-33626 269 6 ( ( PUNCT bracis-33626 269 7 2022 2022 NUM bracis-33626 269 8 ) ) PUNCT bracis-33626 269 9 google google PROPN bracis-33626 269 10 scholar scholar NOUN bracis-33626 269 11     SPACE bracis-33626 269 12 redmon redmon PROPN bracis-33626 269 13 , , PUNCT bracis-33626 269 14 j. j. PROPN bracis-33626 269 15 , , PUNCT bracis-33626 269 16 divvala divvala PROPN bracis-33626 269 17 , , PUNCT bracis-33626 269 18 s. s. PROPN bracis-33626 269 19 , , PUNCT bracis-33626 269 20 girshick girshick PROPN bracis-33626 269 21 , , PUNCT bracis-33626 269 22 r. r. PROPN bracis-33626 269 23 , , PUNCT bracis-33626 269 24 farhadi farhadi NOUN bracis-33626 269 25 , , PUNCT bracis-33626 269 26 a. a. NOUN bracis-33626 269 27 : : PUNCT bracis-33626 269 28 you you PRON bracis-33626 269 29 only only ADV bracis-33626 269 30 look look VERB bracis-33626 269 31 once once ADV bracis-33626 269 32 : : PUNCT bracis-33626 269 33 unified unified ADJ bracis-33626 269 34 , , PUNCT bracis-33626 269 35 real real ADJ bracis-33626 269 36 - - PUNCT bracis-33626 269 37 time time NOUN bracis-33626 269 38 object object NOUN bracis-33626 269 39 detection detection NOUN bracis-33626 269 40 . . PUNCT bracis-33626 270 1 in in ADP bracis-33626 270 2 : : PUNCT bracis-33626 270 3 proceedings proceeding NOUN bracis-33626 270 4 of of ADP bracis-33626 270 5 the the DET bracis-33626 270 6 ieee ieee NOUN bracis-33626 270 7 conference conference NOUN bracis-33626 270 8 on on ADP bracis-33626 270 9 computer computer NOUN bracis-33626 270 10 vision vision NOUN bracis-33626 270 11 and and CCONJ bracis-33626 270 12 pattern pattern NOUN bracis-33626 270 13 recognition recognition NOUN bracis-33626 270 14 ( ( PUNCT bracis-33626 270 15 cvpr cvpr NOUN bracis-33626 270 16 ) ) PUNCT bracis-33626 270 17 , , PUNCT bracis-33626 270 18 pp pp ADP bracis-33626 270 19 . . PUNCT bracis-33626 271 1 779–788 779–788 NUM bracis-33626 271 2 . . X bracis-33626 271 3 ieee ieee PROPN bracis-33626 271 4 , , PUNCT bracis-33626 271 5 las las PROPN bracis-33626 271 6 vegas vegas PROPN bracis-33626 271 7 ( ( PUNCT bracis-33626 271 8 2016 2016 NUM bracis-33626 271 9 ) ) PUNCT bracis-33626 271 10 google google PROPN bracis-33626 271 11 scholar scholar NOUN bracis-33626 271 12     SPACE bracis-33626 271 13 garolera garolera NOUN bracis-33626 271 14 , , PUNCT bracis-33626 271 15 a.c a.c PROPN bracis-33626 271 16 . . PROPN bracis-33626 271 17 , , PUNCT bracis-33626 271 18 madsen madsen PROPN bracis-33626 271 19 , , PUNCT bracis-33626 271 20 s.f s.f PROPN bracis-33626 271 21 . . PROPN bracis-33626 271 22 , , PUNCT bracis-33626 271 23 nissim nissim PROPN bracis-33626 271 24 , , PUNCT bracis-33626 271 25 m. m. NOUN bracis-33626 271 26 , , PUNCT bracis-33626 271 27 myers myers PROPN bracis-33626 271 28 , , PUNCT bracis-33626 271 29 j.d j.d PROPN bracis-33626 271 30 . . PROPN bracis-33626 271 31 , , PUNCT bracis-33626 271 32 holboell holboell PROPN bracis-33626 271 33 , , PUNCT bracis-33626 271 34 j. j. PROPN bracis-33626 271 35 : : PUNCT bracis-33626 271 36 lightning lightning NOUN bracis-33626 271 37 damage damage NOUN bracis-33626 271 38 to to ADP bracis-33626 271 39 wind wind NOUN bracis-33626 271 40 turbine turbine NOUN bracis-33626 271 41 blades blade NOUN bracis-33626 271 42 from from ADP bracis-33626 271 43 wind wind NOUN bracis-33626 271 44 farms farm NOUN bracis-33626 271 45 in in ADP bracis-33626 271 46 the the DET bracis-33626 271 47 us us PROPN bracis-33626 271 48 . . PUNCT bracis-33626 272 1 ieee ieee PROPN bracis-33626 272 2 trans trans PROPN bracis-33626 272 3 . . PUNCT bracis-33626 273 1 power power NOUN bracis-33626 273 2 deliv deliv NOUN bracis-33626 273 3 . . PUNCT bracis-33626 274 1 31(3 31(3 NUM bracis-33626 274 2 ) ) PUNCT bracis-33626 274 3 , , PUNCT bracis-33626 274 4 1043–1049 1043–1049 NUM bracis-33626 274 5 ( ( PUNCT bracis-33626 274 6 2014 2014 NUM bracis-33626 274 7 ) ) PUNCT bracis-33626 274 8 article article NOUN bracis-33626 274 9     SPACE bracis-33626 274 10 google google PROPN bracis-33626 274 11 scholar scholar NOUN bracis-33626 274 12     SPACE bracis-33626 274 13 buda buda NOUN bracis-33626 274 14 , , PUNCT bracis-33626 274 15 m. m. NOUN bracis-33626 274 16 , , PUNCT bracis-33626 274 17 maki maki PROPN bracis-33626 274 18 , , PUNCT bracis-33626 274 19 a. a. NOUN bracis-33626 274 20 , , PUNCT bracis-33626 274 21 mazurowski mazurowski VERB bracis-33626 274 22 , , PUNCT bracis-33626 274 23 m.a m.a PROPN bracis-33626 274 24 . . PROPN bracis-33626 274 25 : : PUNCT bracis-33626 275 1 a a DET bracis-33626 275 2 systematic systematic ADJ bracis-33626 275 3 study study NOUN bracis-33626 275 4 of of ADP bracis-33626 275 5 the the DET bracis-33626 275 6 class class NOUN bracis-33626 275 7 imbalance imbalance NOUN bracis-33626 275 8 problem problem NOUN bracis-33626 275 9 in in ADP bracis-33626 275 10 convolutional convolutional ADJ bracis-33626 275 11 neural neural ADJ bracis-33626 275 12 networks network NOUN bracis-33626 275 13 . . PUNCT bracis-33626 276 1 neural neural ADJ bracis-33626 276 2 netw netw NOUN bracis-33626 276 3 . . PUNCT bracis-33626 277 1 106 106 NUM bracis-33626 277 2 , , PUNCT bracis-33626 277 3 249–259 249–259 NUM bracis-33626 277 4 ( ( PUNCT bracis-33626 277 5 2018 2018 NUM bracis-33626 277 6 ) ) PUNCT bracis-33626 277 7 article article NOUN bracis-33626 277 8     SPACE bracis-33626 277 9 math math NOUN bracis-33626 277 10     SPACE bracis-33626 277 11 google google PROPN bracis-33626 277 12 scholar scholar NOUN bracis-33626 277 13     SPACE bracis-33626 277 14 xu xu PROPN bracis-33626 277 15 , , PUNCT bracis-33626 277 16 m. m. NOUN bracis-33626 277 17 , , PUNCT bracis-33626 277 18 yoon yoon PROPN bracis-33626 277 19 , , PUNCT bracis-33626 277 20 s. s. PROPN bracis-33626 277 21 , , PUNCT bracis-33626 277 22 fuentes fuentes PROPN bracis-33626 277 23 , , PUNCT bracis-33626 277 24 a. a. NOUN bracis-33626 277 25 , , PUNCT bracis-33626 277 26 park park NOUN bracis-33626 277 27 , , PUNCT bracis-33626 277 28 d.s d.s PROPN bracis-33626 277 29 . . PROPN bracis-33626 277 30 : : PUNCT bracis-33626 278 1 a a DET bracis-33626 278 2 comprehensive comprehensive ADJ bracis-33626 278 3 survey survey NOUN bracis-33626 278 4 of of ADP bracis-33626 278 5 image image NOUN bracis-33626 278 6 augmentation augmentation NOUN bracis-33626 278 7 techniques technique NOUN bracis-33626 278 8 for for ADP bracis-33626 278 9 deep deep ADJ bracis-33626 278 10 learning learning NOUN bracis-33626 278 11 . . PUNCT bracis-33626 279 1 pattern pattern NOUN bracis-33626 279 2 recogn recogn VERB bracis-33626 279 3 . . PUNCT bracis-33626 280 1 2023 2023 NUM bracis-33626 280 2 , , PUNCT bracis-33626 280 3 109347 109347 NUM bracis-33626 280 4 ( ( PUNCT bracis-33626 280 5 2023 2023 NUM bracis-33626 280 6 ) ) PUNCT bracis-33626 280 7 google google NOUN bracis-33626 280 8 scholar scholar NOUN bracis-33626 280 9     SPACE bracis-33626 280 10 iman iman NOUN bracis-33626 280 11 , , PUNCT bracis-33626 280 12 m. m. NOUN bracis-33626 280 13 , , PUNCT bracis-33626 280 14 arabnia arabnia PROPN bracis-33626 280 15 , , PUNCT bracis-33626 280 16 h.r h.r PROPN bracis-33626 280 17 . . PROPN bracis-33626 280 18 , , PUNCT bracis-33626 280 19 rasheed rasheed PROPN bracis-33626 280 20 , , PUNCT bracis-33626 280 21 k. k. PROPN bracis-33626 280 22 : : PUNCT bracis-33626 280 23 a a DET bracis-33626 280 24 review review NOUN bracis-33626 280 25 of of ADP bracis-33626 280 26 deep deep ADJ bracis-33626 280 27 transfer transfer NOUN bracis-33626 280 28 learning learning NOUN bracis-33626 280 29 and and CCONJ bracis-33626 280 30 recent recent ADJ bracis-33626 280 31 advancements advancement NOUN bracis-33626 280 32 . . PUNCT bracis-33626 281 1 technol technol NOUN bracis-33626 281 2 . . PUNCT bracis-33626 282 1 mdpi mdpi PROPN bracis-33626 282 2 11(2 11(2 PROPN bracis-33626 282 3 ) ) PUNCT bracis-33626 282 4 , , PUNCT bracis-33626 282 5 40 40 NUM bracis-33626 282 6 ( ( PUNCT bracis-33626 282 7 2023 2023 NUM bracis-33626 282 8 ) ) PUNCT bracis-33626 282 9 math math NOUN bracis-33626 282 10     SPACE bracis-33626 282 11 google google PROPN bracis-33626 282 12 scholar scholar NOUN bracis-33626 282 13     SPACE bracis-33626 282 14 russakovsky russakovsky NOUN bracis-33626 282 15 , , PUNCT bracis-33626 282 16 o. o. PROPN bracis-33626 282 17 , , PUNCT bracis-33626 282 18 et et PROPN bracis-33626 282 19 al al PROPN bracis-33626 282 20 . . PUNCT bracis-33626 282 21 : : PUNCT bracis-33626 282 22 imagenet imagenet PROPN bracis-33626 282 23 large large ADJ bracis-33626 282 24 scale scale NOUN bracis-33626 282 25 visual visual ADJ bracis-33626 282 26 recognition recognition NOUN bracis-33626 282 27 challenge challenge NOUN bracis-33626 282 28 . . PUNCT bracis-33626 283 1 int int NOUN bracis-33626 283 2 . . PUNCT bracis-33626 284 1 j. j. PROPN bracis-33626 284 2 comput comput PROPN bracis-33626 284 3 . . PUNCT bracis-33626 285 1 vision vision NOUN bracis-33626 285 2 115 115 NUM bracis-33626 285 3 , , PUNCT bracis-33626 285 4 211–252 211–252 NUM bracis-33626 285 5 ( ( PUNCT bracis-33626 285 6 2015 2015 NUM bracis-33626 285 7 ) ) PUNCT bracis-33626 285 8 google google PROPN bracis-33626 285 9 scholar scholar NOUN bracis-33626 285 10     SPACE bracis-33626 285 11 tan tan PROPN bracis-33626 285 12 , , PUNCT bracis-33626 285 13 m. m. NOUN bracis-33626 285 14 , , PUNCT bracis-33626 285 15 le le X bracis-33626 285 16 , , PUNCT bracis-33626 285 17 q. q. PROPN bracis-33626 285 18 : : PUNCT bracis-33626 285 19 efficientnet efficientnet PROPN bracis-33626 285 20 : : PUNCT bracis-33626 285 21 rethinking rethink VERB bracis-33626 285 22 model model NOUN bracis-33626 285 23 scaling scale VERB bracis-33626 285 24 for for ADP bracis-33626 285 25 convolutional convolutional ADJ bracis-33626 285 26 neural neural ADJ bracis-33626 285 27 networks network NOUN bracis-33626 285 28 . . PUNCT bracis-33626 286 1 in in ADP bracis-33626 286 2 : : PUNCT bracis-33626 286 3 pmlr pmlr VERB bracis-33626 286 4 international international ADJ bracis-33626 286 5 conference conference NOUN bracis-33626 286 6 on on ADP bracis-33626 286 7 machine machine NOUN bracis-33626 286 8 learning learning NOUN bracis-33626 286 9 , , PUNCT bracis-33626 286 10 pp pp ADP bracis-33626 286 11 . . PUNCT bracis-33626 286 12 6105–6114 6105–6114 NOUN bracis-33626 286 13 . . PUNCT bracis-33626 287 1 long long ADJ bracis-33626 287 2 beach beach PROPN bracis-33626 287 3 , , PUNCT bracis-33626 287 4 california california PROPN bracis-33626 287 5 ( ( PUNCT bracis-33626 287 6 2019 2019 NUM bracis-33626 287 7 ) ) PUNCT bracis-33626 287 8 google google PROPN bracis-33626 287 9 scholar scholar NOUN bracis-33626 287 10     SPACE bracis-33626 287 11 sandler sandler NOUN bracis-33626 287 12 , , PUNCT bracis-33626 287 13 m. m. NOUN bracis-33626 287 14 , , PUNCT bracis-33626 287 15 howard howard PROPN bracis-33626 287 16 , , PUNCT bracis-33626 287 17 a. a. PROPN bracis-33626 287 18 , , PUNCT bracis-33626 287 19 zhu zhu PROPN bracis-33626 287 20 , , PUNCT bracis-33626 287 21 m. m. NOUN bracis-33626 287 22 , , PUNCT bracis-33626 287 23 zhmoginov zhmoginov PROPN bracis-33626 287 24 , , PUNCT bracis-33626 287 25 a. a. PROPN bracis-33626 287 26 , , PUNCT bracis-33626 287 27 chen chen PROPN bracis-33626 287 28 , , PUNCT bracis-33626 287 29 l. l. PROPN bracis-33626 287 30 c. c. PROPN bracis-33626 287 31 : : PUNCT bracis-33626 287 32 mobilenetv2 mobilenetv2 NOUN bracis-33626 287 33 : : PUNCT bracis-33626 287 34 inverted inverted ADJ bracis-33626 287 35 residuals residual NOUN bracis-33626 287 36 and and CCONJ bracis-33626 287 37 linear linear ADJ bracis-33626 287 38 bottlenecks bottleneck NOUN bracis-33626 287 39 . . PUNCT bracis-33626 288 1 in in ADP bracis-33626 288 2 : : PUNCT bracis-33626 288 3 proceedings proceeding NOUN bracis-33626 288 4 of of ADP bracis-33626 288 5 the the DET bracis-33626 288 6 ieee ieee NOUN bracis-33626 288 7 conference conference NOUN bracis-33626 288 8 on on ADP bracis-33626 288 9 computer computer NOUN bracis-33626 288 10 vision vision NOUN bracis-33626 288 11 and and CCONJ bracis-33626 288 12 pattern pattern NOUN bracis-33626 288 13 recognition recognition NOUN bracis-33626 288 14 , , PUNCT bracis-33626 288 15 pp pp ADJ bracis-33626 288 16 . . PUNCT bracis-33626 289 1 4510–4520 4510–4520 NUM bracis-33626 289 2 . . PUNCT bracis-33626 290 1 ieee ieee NOUN bracis-33626 290 2 , , PUNCT bracis-33626 290 3 salt salt NOUN bracis-33626 290 4 lake lake PROPN bracis-33626 290 5 city city PROPN bracis-33626 290 6 ( ( PUNCT bracis-33626 290 7 2018 2018 NUM bracis-33626 290 8 ) ) PUNCT bracis-33626 290 9 google google PROPN bracis-33626 290 10 scholar scholar NOUN bracis-33626 290 11     SPACE bracis-33626 290 12 simonyan simonyan ADJ bracis-33626 290 13 , , PUNCT bracis-33626 290 14 k. k. PROPN bracis-33626 290 15 , , PUNCT bracis-33626 290 16 zisserman zisserman PROPN bracis-33626 290 17 , , PUNCT bracis-33626 290 18 a. a. NOUN bracis-33626 290 19 : : PUNCT bracis-33626 290 20 very very ADV bracis-33626 290 21 deep deep ADJ bracis-33626 290 22 convolutional convolutional ADJ bracis-33626 290 23 networks network NOUN bracis-33626 290 24 for for ADP bracis-33626 290 25 large large ADJ bracis-33626 290 26 - - PUNCT bracis-33626 290 27 scale scale NOUN bracis-33626 290 28 image image NOUN bracis-33626 290 29 recognition recognition NOUN bracis-33626 290 30 . . PUNCT bracis-33626 291 1 arxiv arxiv PROPN bracis-33626 291 2 preprint preprint PROPN bracis-33626 291 3 arxiv:1409.1556 arxiv:1409.1556 NOUN bracis-33626 291 4 ( ( PUNCT bracis-33626 291 5 2014 2014 NUM bracis-33626 291 6 ) ) PUNCT bracis-33626 291 7 download download NOUN bracis-33626 291 8 references reference NOUN bracis-33626 291 9 acknowledgments acknowledgment NOUN bracis-33626 291 10 the the DET bracis-33626 291 11 authors author NOUN bracis-33626 291 12 are be AUX bracis-33626 291 13 grateful grateful ADJ bracis-33626 291 14 to to ADP bracis-33626 291 15 talisson talisson PROPN bracis-33626 291 16 araujo araujo PROPN bracis-33626 291 17 figueiredo figueiredo PROPN bracis-33626 291 18 for for ADP bracis-33626 291 19 supporting support VERB bracis-33626 291 20 with with ADP bracis-33626 291 21 data datum NOUN bracis-33626 291 22 labeling labeling NOUN bracis-33626 291 23 process process NOUN bracis-33626 291 24 . . PUNCT bracis-33626 292 1 their their PRON bracis-33626 292 2 expertise expertise NOUN bracis-33626 292 3 significantly significantly ADV bracis-33626 292 4 contributed contribute VERB bracis-33626 292 5 to to ADP bracis-33626 292 6 the the DET bracis-33626 292 7 quality quality NOUN bracis-33626 292 8 and and CCONJ bracis-33626 292 9 rigor rigor NOUN bracis-33626 292 10 of of ADP bracis-33626 292 11 this this DET bracis-33626 292 12 research research NOUN bracis-33626 292 13 . . PUNCT bracis-33626 293 1 without without ADP bracis-33626 293 2 their their PRON bracis-33626 293 3 support support NOUN bracis-33626 293 4 , , PUNCT bracis-33626 293 5 this this DET bracis-33626 293 6 work work NOUN bracis-33626 293 7 would would AUX bracis-33626 293 8 not not PART bracis-33626 293 9 have have AUX bracis-33626 293 10 been be AUX bracis-33626 293 11 possible possible ADJ bracis-33626 293 12 . . PUNCT bracis-33626 294 1 author author NOUN bracis-33626 294 2 information information NOUN bracis-33626 294 3 authors author NOUN bracis-33626 294 4 and and CCONJ bracis-33626 294 5 affiliations affiliation NOUN bracis-33626 294 6 instituto instituto PROPN bracis-33626 294 7 federal federal PROPN bracis-33626 294 8 de de PROPN bracis-33626 294 9 educação educação PROPN bracis-33626 294 10 ciência ciência PROPN bracis-33626 294 11 e e PROPN bracis-33626 294 12 tecnologia tecnologia NOUN bracis-33626 294 13 do do VERB bracis-33626 294 14 ceará ceará NOUN bracis-33626 294 15 ( ( PUNCT bracis-33626 294 16 ifce ifce NOUN bracis-33626 294 17 ) ) PUNCT bracis-33626 294 18 , , PUNCT bracis-33626 294 19 ceará ceará NOUN bracis-33626 294 20 , , PUNCT bracis-33626 294 21 brazil brazil PROPN bracis-33626 294 22 alberto alberto PROPN bracis-33626 294 23 régio régio PROPN bracis-33626 294 24 alves alves PROPN bracis-33626 294 25 de de PROPN bracis-33626 294 26 oliveira oliveira PROPN bracis-33626 294 27 , , PUNCT bracis-33626 294 28     SPACE bracis-33626 294 29 cláudio cláudio NOUN bracis-33626 294 30 marques marques PROPN bracis-33626 294 31 de de PROPN bracis-33626 294 32 sá sá PROPN bracis-33626 294 33 medeiros medeiros PROPN bracis-33626 294 34     SPACE bracis-33626 294 35 & & CCONJ bracis-33626 294 36     SPACE bracis-33626 294 37 geraldo geraldo PROPN bracis-33626 294 38 luis luis PROPN bracis-33626 294 39 bezerra bezerra PROPN bracis-33626 294 40 ramalho ramalho PROPN bracis-33626 294 41 authors author NOUN bracis-33626 294 42 alberto alberto PROPN bracis-33626 294 43 régio régio PROPN bracis-33626 294 44 alves alves PROPN bracis-33626 294 45 de de X bracis-33626 294 46 oliveiraview oliveiraview PROPN bracis-33626 294 47 author author NOUN bracis-33626 294 48 publications publication NOUN bracis-33626 294 49 search search NOUN bracis-33626 294 50 author author NOUN bracis-33626 294 51 on on ADP bracis-33626 294 52 : : PUNCT bracis-33626 294 53 pubmed pubmed PROPN bracis-33626 294 54     SPACE bracis-33626 294 55 google google PROPN bracis-33626 294 56 scholar scholar PROPN bracis-33626 294 57 cláudio cláudio PROPN bracis-33626 294 58 marques marques PROPN bracis-33626 294 59 de de PROPN bracis-33626 294 60 sá sá PROPN bracis-33626 294 61 medeirosview medeirosview PROPN bracis-33626 294 62 author author NOUN bracis-33626 294 63 publications publication NOUN bracis-33626 294 64 search search NOUN bracis-33626 294 65 author author NOUN bracis-33626 294 66 on on ADP bracis-33626 294 67 : : PUNCT bracis-33626 294 68 pubmed pubmed PROPN bracis-33626 294 69     SPACE bracis-33626 294 70 google google PROPN bracis-33626 294 71 scholar scholar PROPN bracis-33626 294 72 geraldo geraldo PROPN bracis-33626 294 73 luis luis PROPN bracis-33626 294 74 bezerra bezerra PROPN bracis-33626 294 75 ramalhoview ramalhoview PROPN bracis-33626 294 76 author author NOUN bracis-33626 294 77 publications publication NOUN bracis-33626 294 78 search search NOUN bracis-33626 294 79 author author NOUN bracis-33626 294 80 on on ADP bracis-33626 294 81 : : PUNCT bracis-33626 294 82 pubmed pubmed PROPN bracis-33626 294 83     SPACE bracis-33626 294 84 google google PROPN bracis-33626 294 85 scholar scholar NOUN bracis-33626 294 86 corresponding correspond VERB bracis-33626 294 87 author author NOUN bracis-33626 294 88 correspondence correspondence NOUN bracis-33626 294 89 to to ADP bracis-33626 294 90 alberto alberto PROPN bracis-33626 294 91 régio régio PROPN bracis-33626 294 92 alves alves PROPN bracis-33626 294 93 de de PROPN bracis-33626 294 94 oliveira oliveira PROPN bracis-33626 294 95 . . PUNCT bracis-33626 295 1 editor editor NOUN bracis-33626 295 2 information information NOUN bracis-33626 295 3 editors editor NOUN bracis-33626 295 4 and and CCONJ bracis-33626 295 5 affiliations affiliation NOUN bracis-33626 295 6 universidade universidade VERB bracis-33626 295 7 federal federal PROPN bracis-33626 295 8 fluminense fluminense PROPN bracis-33626 295 9 , , PUNCT bracis-33626 295 10 niterói niterói PROPN bracis-33626 295 11 , , PUNCT bracis-33626 295 12 brazil brazil PROPN bracis-33626 295 13 aline aline PROPN bracis-33626 295 14 paes paes PROPN bracis-33626 295 15 instituto instituto PROPN bracis-33626 295 16 tecnológico tecnológico PROPN bracis-33626 295 17 de de PROPN bracis-33626 295 18 aeronáutica aeronáutica PROPN bracis-33626 295 19 , , PUNCT bracis-33626 295 20 são são PROPN bracis-33626 295 21 josé josé PROPN bracis-33626 295 22 dos dos PROPN bracis-33626 295 23 campos campos PROPN bracis-33626 295 24 , , PUNCT bracis-33626 295 25 brazil brazil PROPN bracis-33626 295 26 filipe filipe PROPN bracis-33626 295 27 a. a. PROPN bracis-33626 295 28 n. n. PROPN bracis-33626 295 29 verri verri PROPN bracis-33626 295 30 ethics ethic NOUN bracis-33626 295 31 declarations declaration VERB bracis-33626 295 32 disclosure disclosure NOUN bracis-33626 295 33 of of ADP bracis-33626 295 34 interests interest NOUN bracis-33626 295 35 the the DET bracis-33626 295 36 authors author NOUN bracis-33626 295 37 have have VERB bracis-33626 295 38 no no DET bracis-33626 295 39 competing compete VERB bracis-33626 295 40 interests interest NOUN bracis-33626 295 41 to to PART bracis-33626 295 42 declare declare VERB bracis-33626 295 43 that that PRON bracis-33626 295 44 are be AUX bracis-33626 295 45 relevant relevant ADJ bracis-33626 295 46 to to ADP bracis-33626 295 47 the the DET bracis-33626 295 48 content content NOUN bracis-33626 295 49 of of ADP bracis-33626 295 50 this this DET bracis-33626 295 51 article article NOUN bracis-33626 295 52 . . PUNCT bracis-33626 296 1 rights right NOUN bracis-33626 296 2 and and CCONJ bracis-33626 296 3 permissions permission NOUN bracis-33626 296 4 reprints reprint NOUN bracis-33626 296 5 and and CCONJ bracis-33626 296 6 permissions permission VERB bracis-33626 296 7 copyright copyright NOUN bracis-33626 296 8 information information NOUN bracis-33626 296 9 © © ADP bracis-33626 296 10 2025 2025 NUM bracis-33626 296 11 the the DET bracis-33626 296 12 author(s author(s NOUN bracis-33626 296 13 ) ) PUNCT bracis-33626 296 14 , , PUNCT bracis-33626 296 15 under under ADP bracis-33626 296 16 exclusive exclusive ADJ bracis-33626 296 17 license license NOUN bracis-33626 296 18 to to ADP bracis-33626 296 19 springer springer NOUN bracis-33626 296 20 nature nature PROPN bracis-33626 296 21 switzerland switzerland PROPN bracis-33626 296 22 ag ag PROPN bracis-33626 296 23 about about ADP bracis-33626 296 24 this this DET bracis-33626 296 25 paper paper NOUN bracis-33626 296 26 cite cite VERB bracis-33626 296 27 this this DET bracis-33626 296 28 paper paper NOUN bracis-33626 296 29 de de PROPN bracis-33626 296 30 oliveira oliveira PROPN bracis-33626 296 31 , , PUNCT bracis-33626 296 32 a.r.a a.r.a PROPN bracis-33626 296 33 . . PROPN bracis-33626 296 34 , , PUNCT bracis-33626 296 35 de de PROPN bracis-33626 296 36 sá sá PROPN bracis-33626 296 37 medeiros medeiros PROPN bracis-33626 296 38 , , PUNCT bracis-33626 296 39 c.m c.m PROPN bracis-33626 296 40 . . PROPN bracis-33626 296 41 , , PUNCT bracis-33626 296 42 ramalho ramalho PROPN bracis-33626 296 43 , , PUNCT bracis-33626 296 44 g.l.b g.l.b NOUN bracis-33626 296 45 . . PUNCT bracis-33626 297 1 ( ( PUNCT bracis-33626 297 2 2025 2025 NUM bracis-33626 297 3 ) ) PUNCT bracis-33626 297 4 . . PUNCT bracis-33626 298 1 damage damage NOUN bracis-33626 298 2 identification identification NOUN bracis-33626 298 3 of of ADP bracis-33626 298 4     SPACE bracis-33626 298 5 wind wind NOUN bracis-33626 298 6 turbine turbine NOUN bracis-33626 298 7 blades blade NOUN bracis-33626 298 8 . . PUNCT bracis-33626 299 1 in in ADP bracis-33626 299 2 : : PUNCT bracis-33626 299 3 paes paes PROPN bracis-33626 299 4 , , PUNCT bracis-33626 299 5 a. a. PROPN bracis-33626 299 6 , , PUNCT bracis-33626 299 7 verri verri NOUN bracis-33626 299 8 , , PUNCT bracis-33626 299 9 f.a.n f.a.n ADJ bracis-33626 299 10 . . PUNCT bracis-33626 299 11 ( ( PUNCT bracis-33626 299 12 eds ed NOUN bracis-33626 299 13 ) ) PUNCT bracis-33626 299 14 intelligent intelligent ADJ bracis-33626 299 15 systems system NOUN bracis-33626 299 16 . . PUNCT bracis-33626 299 17 bracis bracis PROPN bracis-33626 299 18 2024 2024 NUM bracis-33626 299 19 . . PUNCT bracis-33626 300 1 lecture lecture NOUN bracis-33626 300 2 notes note NOUN bracis-33626 300 3 in in ADP bracis-33626 300 4 computer computer NOUN bracis-33626 300 5 science science NOUN bracis-33626 300 6 ( ( PUNCT bracis-33626 300 7 ) ) PUNCT bracis-33626 300 8 , , PUNCT bracis-33626 300 9 vol vol NOUN bracis-33626 300 10 15414 15414 NUM bracis-33626 300 11 . . PUNCT bracis-33626 301 1 springer springer NOUN bracis-33626 301 2 , , PUNCT bracis-33626 301 3 cham cham PROPN bracis-33626 301 4 . . PUNCT bracis-33626 302 1 https://doi.org/10.1007/978-3-031-79035-5_13 https://doi.org/10.1007/978-3-031-79035-5_13 PROPN bracis-33626 302 2 download download NOUN bracis-33626 302 3 citation citation NOUN bracis-33626 302 4 .ris .ris PUNCT bracis-33626 303 1 .enw .enw PROPN bracis-33626 303 2 .bib .bib PUNCT bracis-33626 304 1 doi doi PROPN bracis-33626 304 2 : : PUNCT bracis-33626 304 3 https://doi.org/10.1007/978-3-031-79035-5_13 https://doi.org/10.1007/978-3-031-79035-5_13 NUM bracis-33626 304 4 published publish VERB bracis-33626 304 5 : : PUNCT bracis-33626 304 6 30 30 NUM bracis-33626 304 7 january january PROPN bracis-33626 304 8 2025 2025 NUM bracis-33626 304 9 publisher publisher NOUN bracis-33626 304 10 name name NOUN bracis-33626 304 11 : : PUNCT bracis-33626 304 12 springer springer NOUN bracis-33626 304 13 , , PUNCT bracis-33626 304 14 cham cham PROPN bracis-33626 304 15 print print PROPN bracis-33626 304 16 isbn isbn PROPN bracis-33626 304 17 : : PUNCT bracis-33626 304 18 978 978 NUM bracis-33626 304 19 - - SYM bracis-33626 304 20 3 3 NUM bracis-33626 304 21 - - PUNCT bracis-33626 304 22 031 031 NUM bracis-33626 304 23 - - PUNCT bracis-33626 304 24 79034 79034 NUM bracis-33626 304 25 - - SYM bracis-33626 304 26 8 8 NUM bracis-33626 304 27 online online ADJ bracis-33626 304 28 isbn isbn NOUN bracis-33626 304 29 : : PUNCT bracis-33626 304 30 978 978 NUM bracis-33626 304 31 - - SYM bracis-33626 304 32 3 3 NUM bracis-33626 304 33 - - PUNCT bracis-33626 304 34 031 031 NUM bracis-33626 304 35 - - PUNCT bracis-33626 304 36 79035 79035 NUM bracis-33626 304 37 - - PUNCT bracis-33626 304 38 5 5 NUM bracis-33626 304 39 ebook ebook NOUN bracis-33626 304 40 packages package NOUN bracis-33626 304 41 : : PUNCT bracis-33626 304 42 computer computer NOUN bracis-33626 304 43 sciencecomputer sciencecomputer NOUN bracis-33626 304 44 science science NOUN bracis-33626 304 45 ( ( PUNCT bracis-33626 304 46 r0 r0 NOUN bracis-33626 304 47 ) ) PUNCT bracis-33626 304 48 share share VERB bracis-33626 304 49 this this DET bracis-33626 304 50 paper paper NOUN bracis-33626 304 51 anyone anyone PRON bracis-33626 304 52 you you PRON bracis-33626 304 53 share share VERB bracis-33626 304 54 the the DET bracis-33626 304 55 following follow VERB bracis-33626 304 56 link link NOUN bracis-33626 304 57 with with ADP bracis-33626 304 58 will will AUX bracis-33626 304 59 be be AUX bracis-33626 304 60 able able ADJ bracis-33626 304 61 to to PART bracis-33626 304 62 read read VERB bracis-33626 304 63 this this DET bracis-33626 304 64 content content NOUN bracis-33626 304 65 : : PUNCT bracis-33626 304 66 get get VERB bracis-33626 304 67 shareable shareable ADJ bracis-33626 304 68 linksorry linksorry NOUN bracis-33626 304 69 , , PUNCT bracis-33626 304 70 a a DET bracis-33626 304 71 shareable shareable ADJ bracis-33626 304 72 link link NOUN bracis-33626 304 73 is be AUX bracis-33626 304 74 not not PART bracis-33626 304 75 currently currently ADV bracis-33626 304 76 available available ADJ bracis-33626 304 77 for for ADP bracis-33626 304 78 this this DET bracis-33626 304 79 article article NOUN bracis-33626 304 80 . . PUNCT bracis-33626 305 1 copy copy VERB bracis-33626 305 2 shareable shareable ADJ bracis-33626 305 3 link link NOUN bracis-33626 305 4 to to PART bracis-33626 305 5 clipboard clipboard NOUN bracis-33626 305 6 provided provide VERB bracis-33626 305 7 by by ADP bracis-33626 305 8 the the DET bracis-33626 305 9 springer springer NOUN bracis-33626 305 10 nature nature PROPN bracis-33626 305 11 sharedit sharedit PROPN bracis-33626 305 12 content content NOUN bracis-33626 305 13 - - PUNCT bracis-33626 305 14 sharing share VERB bracis-33626 305 15 initiative initiative NOUN bracis-33626 305 16 keywords keyword NOUN bracis-33626 305 17 computer computer NOUN bracis-33626 305 18 vision vision NOUN bracis-33626 305 19 deep deep ADJ bracis-33626 305 20 learning learn VERB bracis-33626 305 21 wind wind NOUN bracis-33626 305 22 blade blade NOUN bracis-33626 305 23 damages damage NOUN bracis-33626 305 24 publish publish VERB bracis-33626 305 25 with with ADP bracis-33626 305 26 us us PROPN bracis-33626 305 27 policies policy NOUN bracis-33626 305 28 and and CCONJ bracis-33626 305 29 ethics ethic NOUN bracis-33626 305 30 search search NOUN bracis-33626 305 31 search search NOUN bracis-33626 305 32 by by ADP bracis-33626 305 33 keyword keyword NOUN bracis-33626 305 34 or or CCONJ bracis-33626 305 35 author author NOUN bracis-33626 305 36 search search NOUN bracis-33626 305 37 navigation navigation NOUN bracis-33626 305 38 find find VERB bracis-33626 305 39 a a DET bracis-33626 305 40 journal journal NOUN bracis-33626 305 41 publish publish VERB bracis-33626 305 42 with with ADP bracis-33626 305 43 us we PRON bracis-33626 305 44 track track VERB bracis-33626 305 45 your your PRON bracis-33626 305 46 research research NOUN bracis-33626 305 47 discover discover VERB bracis-33626 305 48 content content NOUN bracis-33626 305 49 journals journal NOUN bracis-33626 305 50 a a DET bracis-33626 305 51 - - PUNCT bracis-33626 305 52 z z NOUN bracis-33626 305 53 books book NOUN bracis-33626 305 54 a a DET bracis-33626 305 55 - - PUNCT bracis-33626 305 56 z z NOUN bracis-33626 305 57 publish publish NOUN bracis-33626 305 58 with with ADP bracis-33626 305 59 us us PROPN bracis-33626 305 60 journal journal PROPN bracis-33626 305 61 finder finder PROPN bracis-33626 305 62 publish publish VERB bracis-33626 305 63 your your PRON bracis-33626 305 64 research research NOUN bracis-33626 305 65 language language NOUN bracis-33626 305 66 editing edit VERB bracis-33626 305 67 open open ADJ bracis-33626 305 68 access access NOUN bracis-33626 305 69 publishing publishing NOUN bracis-33626 305 70 products product NOUN bracis-33626 305 71 and and CCONJ bracis-33626 305 72 services service NOUN bracis-33626 305 73 our our PRON bracis-33626 305 74 products product NOUN bracis-33626 305 75 librarians librarian VERB bracis-33626 305 76 societies society NOUN bracis-33626 305 77 partners partner NOUN bracis-33626 305 78 and and CCONJ bracis-33626 305 79 advertisers advertiser NOUN bracis-33626 305 80 our our PRON bracis-33626 305 81 brands brand NOUN bracis-33626 305 82 springer springer NOUN bracis-33626 305 83 nature nature PROPN bracis-33626 305 84 portfolio portfolio PROPN bracis-33626 305 85 bmc bmc PROPN bracis-33626 305 86 palgrave palgrave PROPN bracis-33626 305 87 macmillan macmillan PROPN bracis-33626 305 88 apress apress PROPN bracis-33626 305 89 discover discover VERB bracis-33626 305 90 your your PRON bracis-33626 305 91 privacy privacy NOUN bracis-33626 305 92 choices choice NOUN bracis-33626 305 93 / / SYM bracis-33626 305 94 manage manage NOUN bracis-33626 305 95 cookies cookie NOUN bracis-33626 305 96 your your PRON bracis-33626 305 97 us us PROPN bracis-33626 306 1 state state NOUN bracis-33626 306 2 privacy privacy NOUN bracis-33626 306 3 rights right NOUN bracis-33626 306 4 accessibility accessibility NOUN bracis-33626 306 5 statement statement NOUN bracis-33626 306 6 terms term NOUN bracis-33626 306 7 and and CCONJ bracis-33626 306 8 conditions condition NOUN bracis-33626 306 9 privacy privacy NOUN bracis-33626 306 10 policy policy NOUN bracis-33626 306 11 help help NOUN bracis-33626 306 12 and and CCONJ bracis-33626 306 13 support support VERB bracis-33626 306 14 legal legal ADJ bracis-33626 306 15 notice notice NOUN bracis-33626 306 16 cancel cancel VERB bracis-33626 306 17 contracts contract NOUN bracis-33626 306 18 here here ADV bracis-33626 306 19 129.74.145.123 129.74.145.123 NUM bracis-33626 306 20 hesburgh hesburgh PROPN bracis-33626 306 21 library library PROPN bracis-33626 306 22 er er INTJ bracis-33626 306 23 unit unit NOUN bracis-33626 306 24 ( ( PUNCT bracis-33626 306 25 3005732405 3005732405 NUM bracis-33626 306 26 ) ) PUNCT bracis-33626 306 27 northeast northeast ADJ bracis-33626 306 28 research research NOUN bracis-33626 306 29 libraries library NOUN bracis-33626 306 30 ( ( PUNCT bracis-33626 306 31 nerl nerl PROPN bracis-33626 306 32 ) ) PUNCT bracis-33626 306 33 ( ( PUNCT bracis-33626 306 34 8200828607 8200828607 NUM bracis-33626 306 35 ) ) PUNCT bracis-33626 306 36 nerl nerl VERB bracis-33626 306 37 ta ta X bracis-33626 306 38 account account NOUN bracis-33626 306 39 ( ( PUNCT bracis-33626 306 40 3006206169 3006206169 NUM bracis-33626 306 41 ) ) PUNCT bracis-33626 306 42 university university NOUN bracis-33626 306 43 of of ADP bracis-33626 306 44 notre notre PROPN bracis-33626 306 45 dame dame PROPN bracis-33626 306 46 hesburgh hesburgh PROPN bracis-33626 306 47 library library NOUN bracis-33626 306 48 ( ( PUNCT bracis-33626 306 49 3000184373 3000184373 NUM bracis-33626 306 50 ) ) PUNCT bracis-33626 307 1 © © ADP bracis-33626 307 2 2025 2025 NUM bracis-33626 307 3 springer springer NOUN bracis-33626 307 4 nature nature NOUN