{"id":"https://openalex.org/W4402742316","doi":"https://doi.org/10.1109/tii.2024.3452270","title":"Using YOLOv5-DSE for Egg Counting in Conventional Scale Layer Farms","display_name":"Using YOLOv5-DSE for Egg Counting in Conventional Scale Layer Farms","publication_year":2024,"publication_date":"2024-09-23","ids":{"openalex":"https://openalex.org/W4402742316","doi":"https://doi.org/10.1109/tii.2024.3452270"},"language":"en","primary_location":{"id":"doi:10.1109/tii.2024.3452270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3452270","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Industrial Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067343776","display_name":"D. Derek Wu","orcid":"https://orcid.org/0000-0003-1941-1152"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Dihua Wu","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1941-1152","affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059411979","display_name":"Di Cui","orcid":"https://orcid.org/0000-0002-8363-9568"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Di Cui","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061386768","display_name":"Mingchuan Zhou","orcid":"https://orcid.org/0000-0002-6944-1483"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingchuan Zhou","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6944-1483","affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yanan Wang","orcid":"https://orcid.org/0009-0003-3303-7440"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanan Wang","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0003-3303-7440","affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024739317","display_name":"Jinming Pan","orcid":"https://orcid.org/0000-0003-0228-4564"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinming Pan","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007548372","display_name":"Yibin Ying","orcid":"https://orcid.org/0000-0001-6604-360X"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibin Ying","raw_affiliation_strings":["College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6604-360X","affiliations":[{"raw_affiliation_string":"College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5067343776"],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":1.9821,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.85281378,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"21","issue":"1","first_page":"405","last_page":"414"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.7592999935150146,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.7592999935150146,"subfield":{"id":"https://openalex.org/subfields/1106","display_name":"Food Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5875879526138306},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.5556638836860657},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.37876737117767334},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.30633309483528137},{"id":"https://openalex.org/keywords/nanotechnology","display_name":"Nanotechnology","score":0.1516515016555786},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13585427403450012}],"concepts":[{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5875879526138306},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5556638836860657},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.37876737117767334},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.30633309483528137},{"id":"https://openalex.org/C171250308","wikidata":"https://www.wikidata.org/wiki/Q11468","display_name":"Nanotechnology","level":1,"score":0.1516515016555786},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13585427403450012},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tii.2024.3452270","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tii.2024.3452270","pdf_url":null,"source":{"id":"https://openalex.org/S184777250","display_name":"IEEE Transactions on Industrial Informatics","issn_l":"1551-3203","issn":["1551-3203","1941-0050"],"is_oa":false,"is_in_doaj":false,"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 Transactions on Industrial Informatics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.550000011920929,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W2085333643","https://openalex.org/W2795869583","https://openalex.org/W2887213393","https://openalex.org/W2898675454","https://openalex.org/W2950288321","https://openalex.org/W2950855258","https://openalex.org/W2963037989","https://openalex.org/W2963353662","https://openalex.org/W3019465543","https://openalex.org/W3090400081","https://openalex.org/W3092663126","https://openalex.org/W3095255469","https://openalex.org/W3156080032","https://openalex.org/W3158114921","https://openalex.org/W3172971895","https://openalex.org/W4210493353","https://openalex.org/W4282958531","https://openalex.org/W4286904999","https://openalex.org/W4313065291","https://openalex.org/W4378651495","https://openalex.org/W4385451726","https://openalex.org/W4386076325","https://openalex.org/W4403770406","https://openalex.org/W6763987926","https://openalex.org/W6798838024","https://openalex.org/W6839744764","https://openalex.org/W6843239693"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4402299999","https://openalex.org/W4246450666","https://openalex.org/W4388998267","https://openalex.org/W2898370298","https://openalex.org/W2137437058","https://openalex.org/W2884249467","https://openalex.org/W4390401159","https://openalex.org/W2744391499"],"abstract_inverted_index":{"Given":[0],"that":[1,30],"common":[2],"egg":[3,41,52,99,115,148,218,232],"counting":[4,24,42,70,100,179,219],"methods":[5,62],"in":[6,124],"conventional":[7],"layer":[8,222],"farms":[9],"are":[10,164],"inefficient":[11],"and":[12,28,51,97,150,183,194,204,216,240],"costly,":[13],"there":[14],"is":[15,90,133,157],"a":[16,73,93,170,178,184],"growing":[17],"demand":[18],"for":[19,68,95,220,237],"cost-effective":[20],"solutions":[21],"with":[22],"high":[23],"accuracy,":[25],"expandable":[26],"functionality,":[27],"flexibility":[29],"can":[31],"be":[32,227],"easily":[33],"shared":[34],"between":[35,141],"different":[36],"coops.":[37],"However,":[38],"accurate":[39],"real-time":[40,215],"faces":[43],"challenges":[44],"due":[45,71],"to":[46,72,101,121,135,159,230,234],"small":[47],"size,":[48],"density":[49],"variation,":[50],"similarity,":[53],"exacerbated":[54],"by":[55],"dynamic":[56],"poses.":[57],"Moreover,":[58],"current":[59],"animal":[60],"industry":[61],"emphasize":[63],"single-image":[64],"counting,":[65],"limiting":[66],"suitability":[67],"video-based":[69],"lack":[74],"of":[75,181,186,197],"frame-to-frame":[76],"target":[77],"association.":[78],"The":[79,105,211],"you":[80],"only":[81,191],"look":[82],"once":[83],"version":[84],"5-DeepSORT-spatial":[85],"encoding":[86,154],"(YOLO":[87],"v5-DSE)":[88],"algorithm":[89,106],"proposed":[91,174,212],"as":[92],"solution":[94],"efficient":[96],"reliable":[98,217],"tackle":[102],"these":[103],"issues.":[104],"contains":[107],"the":[108,114,118,129,144,152,192,231],"following":[109],"three":[110],"main":[111],"modules:":[112],"1)":[113],"detector":[116,145],"utilizes":[117],"improved":[119],"YOLOv5":[120],"locate":[122,235],"eggs":[123,168],"video":[125],"frames":[126],"automatically,":[127],"2)":[128],"DeepSORT-based":[130],"tracking":[131],"module":[132,156],"employed":[134],"continuously":[136],"track":[137],"each":[138],"egg's":[139],"position":[140],"frames,":[142],"preventing":[143],"from":[146],"losing":[147],"localization,":[149],"3)":[151],"spatial":[153],"(SE)":[155],"designed":[158],"count":[160],"eggs.":[161],"Extensive":[162],"experiments":[163],"conducted":[165],"on":[166,169],"4808":[167],"commercial":[171,221],"farm.":[172],"Our":[173],"egg-counting":[175,209],"approach":[176,225],"achieves":[177],"accuracy":[180],"99.52%":[182],"speed":[185],"22.57":[187],"fps,":[188],"surpassing":[189],"not":[190],"DeepSORT-SE":[193],"ByteTrack-SE":[195],"versions":[196],"eight":[198],"advanced":[199],"YOLO-series":[200],"object":[201],"detectors":[202],"(YOLOX,":[203],"YOLOv6-v9)":[205],"but":[206],"also":[207],"other":[208],"methods.":[210],"YOLOv5-DSE":[213],"provides":[214],"farms.":[223],"This":[224],"could":[226],"further":[228],"expanded":[229],"conveyor":[233],"cages":[236],"low-lying":[238],"hens":[239],"help":[241],"companies":[242],"cull":[243],"more":[244],"efficiently.":[245]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
