{"id":"https://openalex.org/W4404564143","doi":"https://doi.org/10.1109/uemcon62879.2024.10754666","title":"IYOLO-FAM: Improved YOLOv8 with Feature Attention Mechanism for Cow Behaviour Detection","display_name":"IYOLO-FAM: Improved YOLOv8 with Feature Attention Mechanism for Cow Behaviour Detection","publication_year":2024,"publication_date":"2024-10-17","ids":{"openalex":"https://openalex.org/W4404564143","doi":"https://doi.org/10.1109/uemcon62879.2024.10754666"},"language":"en","primary_location":{"id":"doi:10.1109/uemcon62879.2024.10754666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/uemcon62879.2024.10754666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 15th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","raw_type":"proceedings-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/A5089401670","display_name":"Misbah Ahmad","orcid":null},"institutions":[{"id":"https://openalex.org/I4210111655","display_name":"Hartpury University","ror":"https://ror.org/020jfw620","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277","https://openalex.org/I4210111655"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Misbah Ahmad","raw_affiliation_strings":["Hartpury University,Animal and Agriculture Department,Gloucester,UK"],"affiliations":[{"raw_affiliation_string":"Hartpury University,Animal and Agriculture Department,Gloucester,UK","institution_ids":["https://openalex.org/I4210111655"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100417571","display_name":"Wenhao Zhang","orcid":"https://orcid.org/0000-0001-6053-6454"},"institutions":[{"id":"https://openalex.org/I4210161128","display_name":"Bristol Robotics Laboratory","ror":"https://ror.org/056sbyc67","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210161128"]},{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Wenhao Zhang","raw_affiliation_strings":["University of the West of England,Centre for Machine Vision, Bristol Robotics Laboratory,Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of the West of England,Centre for Machine Vision, Bristol Robotics Laboratory,Bristol,UK","institution_ids":["https://openalex.org/I4210161128","https://openalex.org/I178535277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044151978","display_name":"Melvyn Smith","orcid":"https://orcid.org/0000-0002-5307-8288"},"institutions":[{"id":"https://openalex.org/I178535277","display_name":"University of the West of England","ror":"https://ror.org/02nwg5t34","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277"]},{"id":"https://openalex.org/I4210161128","display_name":"Bristol Robotics Laboratory","ror":"https://ror.org/056sbyc67","country_code":"GB","type":"facility","lineage":["https://openalex.org/I4210161128"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Melvyn Smith","raw_affiliation_strings":["University of the West of England,Centre for Machine Vision, Bristol Robotics Laboratory,Bristol,UK"],"affiliations":[{"raw_affiliation_string":"University of the West of England,Centre for Machine Vision, Bristol Robotics Laboratory,Bristol,UK","institution_ids":["https://openalex.org/I4210161128","https://openalex.org/I178535277"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091860002","display_name":"Ben Brilot","orcid":"https://orcid.org/0000-0002-2124-080X"},"institutions":[{"id":"https://openalex.org/I4210111655","display_name":"Hartpury University","ror":"https://ror.org/020jfw620","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277","https://openalex.org/I4210111655"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ben Brilot","raw_affiliation_strings":["Hartpury University,Animal and Agriculture Department,Gloucester,UK"],"affiliations":[{"raw_affiliation_string":"Hartpury University,Animal and Agriculture Department,Gloucester,UK","institution_ids":["https://openalex.org/I4210111655"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085591448","display_name":"Matthew Bell","orcid":"https://orcid.org/0000-0003-0675-4797"},"institutions":[{"id":"https://openalex.org/I4210111655","display_name":"Hartpury University","ror":"https://ror.org/020jfw620","country_code":"GB","type":"education","lineage":["https://openalex.org/I178535277","https://openalex.org/I4210111655"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Matt Bell","raw_affiliation_strings":["Hartpury University,Animal and Agriculture Department,Gloucester,UK"],"affiliations":[{"raw_affiliation_string":"Hartpury University,Animal and Agriculture Department,Gloucester,UK","institution_ids":["https://openalex.org/I4210111655"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5089401670"],"corresponding_institution_ids":["https://openalex.org/I4210111655"],"apc_list":null,"apc_paid":null,"fwci":2.1018,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.86365216,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"0210","last_page":"0219"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12486","display_name":"Food Supply Chain Traceability","score":0.9243000149726868,"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":0.9243000149726868,"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/computer-science","display_name":"Computer science","score":0.6558159589767456},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.642433762550354},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5376070737838745},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4605923891067505},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4375566244125366},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.05558624863624573}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6558159589767456},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.642433762550354},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5376070737838745},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4605923891067505},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4375566244125366},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.05558624863624573},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"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/uemcon62879.2024.10754666","is_oa":false,"landing_page_url":"https://doi.org/10.1109/uemcon62879.2024.10754666","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 15th Annual Ubiquitous Computing, Electronics & Mobile Communication Conference (UEMCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.6399999856948853}],"awards":[{"id":"https://openalex.org/G1281209674","display_name":null,"funder_award_id":"BB/S002294/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"},{"id":"https://openalex.org/G6053242198","display_name":null,"funder_award_id":"BB/L017407/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"},{"id":"https://openalex.org/G8729322013","display_name":null,"funder_award_id":"BB/S002138/1","funder_id":"https://openalex.org/F4320334629","funder_display_name":"Biotechnology and Biological Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320334629","display_name":"Biotechnology and Biological Sciences Research Council","ror":"https://ror.org/00cwqg982"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2033914206","https://openalex.org/W2042327336"],"abstract_inverted_index":{"We":[0],"introduced":[1],"IYOLO-FAM":[2,56],"(Improved":[3],"YOLOv8":[4,17,118],"with":[5,20,139,167],"Feature":[6,21],"Attention":[7,22],"Mechanism)":[8],"for":[9],"detecting":[10,98],"cow":[11,100],"behaviours.":[12],"By":[13],"leveraging":[14],"the":[15,34,37,117,131,146,158,180],"robust":[16,140],"architecture":[18],"improved":[19],"Mechanisms":[23],"(FAM),":[24],"Squeeze-and-Excitation":[25],"(SE)":[26],"blocks":[27,113],"and":[28,44,78,107,114,126,183],"data":[29,141],"augmentation":[30,142],"techniques,":[31],"we":[32],"enhanced":[33],"ability":[35],"of":[36,69,76,111,133],"model":[38],"to":[39,86,144,160],"focus":[40],"on":[41,171],"salient":[42],"features":[43,125],"generalize":[45],"across":[46,81],"a":[47,62,150,186],"diverse":[48],"farm":[49,152,188],"environment.":[50,153,189],"The":[51,109,154],"experimental":[52],"results":[53,89],"demonstrated":[54],"that":[55],"outperforms":[57],"baseline":[58],"YOLO":[59],"models,":[60],"achieving":[61],"mean":[63],"Average":[64],"Precision":[65],"($\\mathbf{m":[66],"A":[67],"P}$)":[68],"$88":[70],"\\%$":[71,80],"at":[72],"an":[73],"IoU":[74,82],"threshold":[75],"0.5":[77,85],"$70":[79],"thresholds":[83],"from":[84],"0.95.":[87],"These":[88],"highlighted":[90],"substantial":[91],"improvements":[92],"over":[93],"previous":[94],"versions,":[95],"particularly":[96],"in":[97,122,164,185],"specific":[99],"behaviours":[101],"such":[102],"as":[103],"eating,":[104],"lying,":[105],"standing,":[106],"walking.":[108],"integration":[110],"SE":[112],"FAM":[115],"within":[116],"framework":[119],"proved":[120],"effective":[121],"highlighting":[123],"relevant":[124],"enhancing":[127],"detection":[128],"accuracy,":[129],"underscoring":[130],"significance":[132],"integrating":[134,172],"advanced":[135],"deep":[136],"learning":[137],"techniques":[138,143],"tackle":[145],"challenges":[147],"posed":[148],"by":[149],"real-world":[151,165,176],"proposed":[155],"approach":[156],"has":[157],"potential":[159],"benefit":[161],"animal":[162],"welfare":[163],"applications,":[166],"future":[168],"research":[169],"focusing":[170],"multimodal":[173],"data.":[174],"Additionally,":[175],"trials":[177],"will":[178],"validate":[179],"model\u2019s":[181],"robustness":[182],"effectiveness":[184],"practical":[187]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-03-27T14:29:43.386196","created_date":"2025-10-10T00:00:00"}