{"id":"https://openalex.org/W4412637419","doi":"https://doi.org/10.3390/sym17081185","title":"Cotton-YOLO: A Lightweight Detection Model for Falled Cotton Impurities Based on Yolov8","display_name":"Cotton-YOLO: A Lightweight Detection Model for Falled Cotton Impurities Based on Yolov8","publication_year":2025,"publication_date":"2025-07-24","ids":{"openalex":"https://openalex.org/W4412637419","doi":"https://doi.org/10.3390/sym17081185"},"language":"en","primary_location":{"id":"doi:10.3390/sym17081185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17081185","pdf_url":"https://www.mdpi.com/2073-8994/17/8/1185/pdf?version=1753351822","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2073-8994/17/8/1185/pdf?version=1753351822","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5025401873","display_name":"Jie Li","orcid":"https://orcid.org/0000-0003-0121-1291"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Li","raw_affiliation_strings":["College of Mechanical Engineering, DongHua University, Shanghai 201600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, DongHua University, Shanghai 201600, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhoufan Zhong","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhoufan Zhong","raw_affiliation_strings":["College of Mechanical Engineering, DongHua University, Shanghai 201600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, DongHua University, Shanghai 201600, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Youran Han","orcid":null},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youran Han","raw_affiliation_strings":["College of Mechanical Engineering, DongHua University, Shanghai 201600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, DongHua University, Shanghai 201600, China","institution_ids":["https://openalex.org/I181326427"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091428258","display_name":"Xinhou Wang","orcid":"https://orcid.org/0000-0001-9377-2883"},"institutions":[{"id":"https://openalex.org/I181326427","display_name":"Donghua University","ror":"https://ror.org/035psfh38","country_code":"CN","type":"education","lineage":["https://openalex.org/I181326427"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinhou Wang","raw_affiliation_strings":["College of Mechanical Engineering, DongHua University, Shanghai 201600, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Mechanical Engineering, DongHua University, Shanghai 201600, China","institution_ids":["https://openalex.org/I181326427"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I181326427"],"apc_list":{"value":2000,"currency":"CHF","value_usd":2165},"apc_paid":{"value":2000,"currency":"CHF","value_usd":2165},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2362187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"17","issue":"8","first_page":"1185","last_page":"1185"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9937999844551086,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11595","display_name":"Textile materials and evaluations","score":0.9168999791145325,"subfield":{"id":"https://openalex.org/subfields/2507","display_name":"Polymers and Plastics"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/impurity","display_name":"Impurity","score":0.4380023777484894},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.37854456901550293},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.20591801404953003}],"concepts":[{"id":"https://openalex.org/C71987851","wikidata":"https://www.wikidata.org/wiki/Q7216430","display_name":"Impurity","level":2,"score":0.4380023777484894},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.37854456901550293},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.20591801404953003},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3390/sym17081185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17081185","pdf_url":"https://www.mdpi.com/2073-8994/17/8/1185/pdf?version=1753351822","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.3390/sym17081185","is_oa":true,"landing_page_url":"https://doi.org/10.3390/sym17081185","pdf_url":"https://www.mdpi.com/2073-8994/17/8/1185/pdf?version=1753351822","source":{"id":"https://openalex.org/S190787756","display_name":"Symmetry","issn_l":"2073-8994","issn":["2073-8994"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Symmetry","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2377356520","display_name":null,"funder_award_id":"2232024G-05-3","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G6003924921","display_name":null,"funder_award_id":"2023YFB3210900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412637419.pdf","grobid_xml":"https://content.openalex.org/works/W4412637419.grobid-xml"},"referenced_works_count":20,"referenced_works":["https://openalex.org/W1986503254","https://openalex.org/W2035687979","https://openalex.org/W2884585870","https://openalex.org/W2988887648","https://openalex.org/W3097776100","https://openalex.org/W4200272371","https://openalex.org/W4214916874","https://openalex.org/W4220734548","https://openalex.org/W4327983501","https://openalex.org/W4388633821","https://openalex.org/W4390822695","https://openalex.org/W4391228275","https://openalex.org/W4392130037","https://openalex.org/W4392255648","https://openalex.org/W4392811632","https://openalex.org/W4402135526","https://openalex.org/W4408237337","https://openalex.org/W4409173118","https://openalex.org/W6647212101","https://openalex.org/W6809650040"],"related_works":["https://openalex.org/W2370849218","https://openalex.org/W2083585972","https://openalex.org/W2382449171","https://openalex.org/W2062485242","https://openalex.org/W2054480599","https://openalex.org/W2463215714","https://openalex.org/W2040527247","https://openalex.org/W2019408183","https://openalex.org/W4248541169","https://openalex.org/W2024181508"],"abstract_inverted_index":{"As":[0],"an":[1,78],"important":[2],"pillar":[3],"of":[4,85,196],"the":[5,9,93,96,149,187,193],"global":[6],"economic":[7],"system,":[8],"cotton":[10,230],"industry":[11],"faces":[12],"critical":[13],"challenges":[14],"from":[15,38],"non-fibrous":[16],"impurities":[17,110],"(e.g.,":[18],"leaves":[19],"and":[20,31,41,90,111,126,143,176,202,213,224],"debris)":[21],"during":[22],"processing,":[23],"which":[24],"severely":[25],"degrade":[26],"product":[27],"quality,":[28],"inflate":[29],"costs,":[30],"reduce":[32],"efficiency.":[33],"Traditional":[34],"detection":[35,179,223],"methods":[36],"suffer":[37],"insufficient":[39,113],"accuracy":[40],"low":[42],"efficiency,":[43,215],"failing":[44],"to":[45,154,205],"meet":[46],"practical":[47,218],"production":[48],"needs.":[49],"While":[50],"deep":[51],"learning":[52],"models":[53],"excel":[54],"in":[55,87,146],"general":[56],"object":[57],"detection,":[58],"their":[59],"massive":[60],"parameter":[61],"counts":[62],"render":[63],"them":[64],"ill-suited":[65],"for":[66,108,156,220,228],"real-time":[67],"industrial":[68,221],"applications.":[69],"To":[70],"address":[71],"these":[72],"issues,":[73],"this":[74],"study":[75,94],"proposes":[76],"Cotton-YOLO,":[77],"optimized":[79],"yolov8":[80],"model.":[81],"By":[82],"leveraging":[83],"principles":[84],"symmetry":[86,197],"model":[88,130,208],"design":[89,212],"system":[91],"setup,":[92],"integrates":[95],"CBAM":[97],"attention":[98],"module\u2014with":[99],"its":[100],"inherent":[101],"dual-path":[102],"(channel-spatial)":[103],"symmetry\u2014to":[104],"enhance":[105],"feature":[106],"capture":[107],"tiny":[109],"mitigate":[112],"focus":[114],"on":[115],"key":[116,225],"areas.":[117],"The":[118],"C2f_DSConv":[119],"module,":[120],"exploiting":[121],"functional":[122],"equivalence":[123],"via":[124],"quantization":[125],"shift":[127],"operations,":[128],"reduces":[129],"complexity":[131],"by":[132],"12%":[133],"(to":[134],"2.71":[135],"million":[136],"parameters)":[137],"without":[138],"sacrificing":[139],"accuracy.":[140],"Considering":[141],"angle":[142],"shape":[144],"variations":[145],"complex":[147],"scenarios,":[148],"loss":[150],"function":[151],"is":[152],"upgraded":[153],"Wise-IoU":[155],"more":[157],"accurate":[158],"boundary":[159],"box":[160],"regression.":[161],"Experimental":[162],"results":[163],"show":[164],"that":[165,209],"Cotton-YOLO":[166],"achieves":[167],"86.5%":[168],"precision,":[169],"80.7%":[170],"recall,":[171],"89.6%":[172],"mAP50,":[173],"50.1%":[174],"mAP50\u201395,":[175],"50.51":[177],"fps":[178],"speed,":[180],"representing":[181],"a":[182,207,217],"3.5%":[183],"speed":[184],"increase":[185],"over":[186],"original":[188],"yolov8.":[189],"This":[190],"work":[191],"demonstrates":[192],"effective":[194],"application":[195],"concepts":[198],"(in":[199],"algorithmic":[200],"structure":[201],"performance":[203],"balance)":[204],"create":[206],"balances":[210],"lightweight":[211],"high":[214],"providing":[216],"solution":[219],"impurity":[222],"technical":[226],"support":[227],"automated":[229],"sorting":[231],"systems.":[232]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
