{"id":"https://openalex.org/W4389776662","doi":"https://doi.org/10.1109/access.2023.3343429","title":"An Automatic Detection and Counting Method for Fish Lateral Line Scales of Underwater Fish Based on Improved YOLOv5","display_name":"An Automatic Detection and Counting Method for Fish Lateral Line Scales of Underwater Fish Based on Improved YOLOv5","publication_year":2023,"publication_date":"2023-01-01","ids":{"openalex":"https://openalex.org/W4389776662","doi":"https://doi.org/10.1109/access.2023.3343429"},"language":"en","primary_location":{"id":"doi:10.1109/access.2023.3343429","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3343429","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10360813.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10360813.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5103255661","display_name":"Huihui Yu","orcid":"https://orcid.org/0000-0002-6113-5940"},"institutions":[{"id":"https://openalex.org/I31683504","display_name":"Beijing Forestry University","ror":"https://ror.org/04xv2pc41","country_code":"CN","type":"education","lineage":["https://openalex.org/I1327237609","https://openalex.org/I31683504","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I4210134523","display_name":"State Forestry and Grassland Administration","ror":"https://ror.org/03f2n3n81","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210134523"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Huihui Yu","raw_affiliation_strings":["School of Information Science and Technology, Beijing Forestry University, Beijing, China","National Forestry and Grassland Administration Engineering Research Center for Forestry-Oriented Intelligent Information Processing, Beijing, China","National Innovation Center for Digital Fishery, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6113-5940","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Forestry University, Beijing, China","institution_ids":["https://openalex.org/I31683504"]},{"raw_affiliation_string":"National Forestry and Grassland Administration Engineering Research Center for Forestry-Oriented Intelligent Information Processing, Beijing, China","institution_ids":["https://openalex.org/I4210134523"]},{"raw_affiliation_string":"National Innovation Center for Digital Fishery, Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zimao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zimao Wang","raw_affiliation_strings":["National Innovation Center for Digital Fishery, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087898315","display_name":"Hanxiang Qin","orcid":"https://orcid.org/0009-0009-2412-4343"},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanxiang Qin","raw_affiliation_strings":["National Innovation Center for Digital Fishery, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101523167","display_name":"Yingyi Chen","orcid":"https://orcid.org/0000-0002-9635-8044"},"institutions":[{"id":"https://openalex.org/I4210151987","display_name":"Ministry of Agriculture and Rural Affairs","ror":"https://ror.org/05ckt8b96","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210127390","https://openalex.org/I4210151987"]},{"id":"https://openalex.org/I4210156423","display_name":"National Engineering Research Center for Information Technology in Agriculture","ror":"https://ror.org/04c3j3t84","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210156423"]},{"id":"https://openalex.org/I52158045","display_name":"China Agricultural University","ror":"https://ror.org/04v3ywz14","country_code":"CN","type":"education","lineage":["https://openalex.org/I52158045"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingyi Chen","raw_affiliation_strings":["National Innovation Center for Digital Fishery, Beijing, China","College of Information and Electrical Engineering, China Agricultural University, Beijing, China","Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9635-8044","affiliations":[{"raw_affiliation_string":"National Innovation Center for Digital Fishery, Beijing, China","institution_ids":[]},{"raw_affiliation_string":"College of Information and Electrical Engineering, China Agricultural University, Beijing, China","institution_ids":["https://openalex.org/I52158045"]},{"raw_affiliation_string":"Key Laboratory of Smart Farming Technologies for Aquatic Animal and Livestock, Ministry of Agriculture and Rural Affairs, Beijing, China","institution_ids":["https://openalex.org/I4210151987"]},{"raw_affiliation_string":"Beijing Engineering and Technology Research Center for Internet of Things in Agriculture, Beijing, China","institution_ids":["https://openalex.org/I4210156423"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103255661"],"corresponding_institution_ids":["https://openalex.org/I31683504","https://openalex.org/I4210134523"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.441,"has_fulltext":true,"cited_by_count":22,"citation_normalized_percentile":{"value":0.88540717,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"11","issue":null,"first_page":"143616","last_page":"143627"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/fish-actinopterygii","display_name":"Fish <Actinopterygii>","score":0.7552604675292969},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.6904139518737793},{"id":"https://openalex.org/keywords/line","display_name":"Line (geometry)","score":0.5453793406486511},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48487481474876404},{"id":"https://openalex.org/keywords/fishery","display_name":"Fishery","score":0.2697892189025879},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.18336528539657593},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10780301690101624},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09386301040649414}],"concepts":[{"id":"https://openalex.org/C2909208804","wikidata":"https://www.wikidata.org/wiki/Q127282","display_name":"Fish <Actinopterygii>","level":2,"score":0.7552604675292969},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6904139518737793},{"id":"https://openalex.org/C198352243","wikidata":"https://www.wikidata.org/wiki/Q37105","display_name":"Line (geometry)","level":2,"score":0.5453793406486511},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48487481474876404},{"id":"https://openalex.org/C505870484","wikidata":"https://www.wikidata.org/wiki/Q180538","display_name":"Fishery","level":1,"score":0.2697892189025879},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.18336528539657593},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10780301690101624},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09386301040649414},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2023.3343429","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3343429","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10360813.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:f51b08f02fe64bf1acf74f986777d39e","is_oa":true,"landing_page_url":"https://doaj.org/article/f51b08f02fe64bf1acf74f986777d39e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 11, Pp 143616-143627 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2023.3343429","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2023.3343429","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/10005208/10360813.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.7900000214576721,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G1046429521","display_name":null,"funder_award_id":"62206021","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8368535804","display_name":null,"funder_award_id":"62076244","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4389776662.pdf","grobid_xml":"https://content.openalex.org/works/W4389776662.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1797913079","https://openalex.org/W1997119261","https://openalex.org/W2030373515","https://openalex.org/W2054502848","https://openalex.org/W2057311667","https://openalex.org/W2071747803","https://openalex.org/W2131251535","https://openalex.org/W2728892381","https://openalex.org/W2951932246","https://openalex.org/W2954996726","https://openalex.org/W2990230185","https://openalex.org/W3018496810","https://openalex.org/W3083557050","https://openalex.org/W3165924482","https://openalex.org/W3180950895","https://openalex.org/W3209632691","https://openalex.org/W3210586215","https://openalex.org/W3215753146","https://openalex.org/W4205646723","https://openalex.org/W4212897815","https://openalex.org/W4213019189","https://openalex.org/W4223492090","https://openalex.org/W4224245094","https://openalex.org/W4280513439","https://openalex.org/W4280526090","https://openalex.org/W4291202051","https://openalex.org/W4293877372","https://openalex.org/W4295234371","https://openalex.org/W4295549179","https://openalex.org/W4315487056","https://openalex.org/W4315705142"],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4388412763","https://openalex.org/W1999583034","https://openalex.org/W2390279801","https://openalex.org/W3217214504","https://openalex.org/W3168963531","https://openalex.org/W2591930867","https://openalex.org/W2358668433","https://openalex.org/W2773822314","https://openalex.org/W2953138830"],"abstract_inverted_index":{"The":[0,75,248],"lateral":[1,24,51,98,140,261],"line":[2,25,52,99,141,262],"scales":[3,26,53,114],"of":[4,10,23,38,49,68,125,152,172,179,183],"fish":[5,11,42,50,97,113,139,153,191,256,260],"are":[6],"an":[7,14,28,86],"important":[8,15,29],"phenotype":[9],"species.":[12,43],"As":[13],"countable":[16],"feature,":[17],"the":[18,35,46,65,109,116,122,126,149,165,170,177,211,245],"accurate":[19],"and":[20,40,59,71,81,90,95,115,144,193,204,222,236,265,276],"effective":[21,178],"counting":[22,96],"is":[27,103,186,195,251],"reference":[30],"standard":[31],"for":[32,93,138,254,273],"breeding,":[33],"determining":[34],"growth":[36],"status":[37],"fish,":[39],"identifying":[41,94],"At":[44],"present,":[45],"statistical":[47],"work":[48],"mainly":[54],"depends":[55],"on":[56,78,148,188],"manual":[57],"statistics":[58],"semi-automatic":[60],"methods,":[61],"which":[62,146],"cannot":[63],"meet":[64],"current":[66],"needs":[67],"sustainable":[69,277],"development":[70],"precision":[72,275],"digital":[73],"fisheries.":[74],"method":[76,92,200],"based":[77],"computer":[79],"vision":[80,271],"deep":[82],"learning":[83],"can":[84,266],"provide":[85],"a":[87,105,131,159],"real-time,":[88],"efficient":[89],"non-contact":[91],"scales.":[100,154],"However,":[101],"it":[102,194],"still":[104],"challenge":[106,171],"due":[107],"to":[108,168,258],"high":[110,150],"similarity":[111,151],"between":[112],"variable":[117],"size":[118],"issues":[119],"caused":[120],"by":[121],"free":[123],"movement":[124],"fish.":[127,174],"Hence,":[128],"we":[129,157],"proposed":[130,184,212],"transformer":[132],"module":[133,163],"improved":[134],"YOLOv5":[135],"model":[136,185,213,234,250],"(TRH-YOLOv5)":[137],"scale":[142],"detection":[143,162,238],"counting,":[145],"focus":[147],"In":[155],"addition,":[156],"design":[158],"small":[160],"target":[161],"in":[164,263],"head":[166],"layer":[167],"address":[169],"multi-scale":[173],"To":[175],"evaluate":[176],"our":[180],"method,":[181],"performance":[182],"analyzed":[187],"different":[189],"type":[190],"dataset":[192],"also":[196,252],"compared":[197,243],"with":[198,227,244],"classical":[199],"including":[201],"SSD,":[202],"YOLOv4":[203],"YOLOv5.":[205],"Comprehensive":[206],"experimental":[207],"results":[208,216],"show":[209],"that":[210],"achieves":[214],"fine":[215],"(e.g.,":[217,232,240],"98.8%":[218],"precision,":[219],"96.7%":[220],"recall":[221],"99.0%":[223],"mean":[224],"average":[225],"precision)":[226],"relatively":[228],"lower":[229],"computational":[230],"coat":[231],"16.1M":[233],"size)":[235],"fast":[237],"speed":[239],"37":[241],"FPS)":[242],"benchmark":[246],"algorithm.":[247],"TRH-YOLOv5":[249],"used":[253],"swimming":[255],"video":[257],"detect":[259],"real-time":[264],"be":[267],"integrated":[268],"into":[269],"aquaculture":[270,274],"system":[272],"management.":[278]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":11},{"year":2024,"cited_by_count":7}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
