{"id":"https://openalex.org/W4283723951","doi":"https://doi.org/10.1145/3532342.3532344","title":"An Irregularly Dropped Garbage Detection Method Based on Improved YOLOv5s","display_name":"An Irregularly Dropped Garbage Detection Method Based on Improved YOLOv5s","publication_year":2022,"publication_date":"2022-03-25","ids":{"openalex":"https://openalex.org/W4283723951","doi":"https://doi.org/10.1145/3532342.3532344"},"language":"en","primary_location":{"id":"doi:10.1145/3532342.3532344","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3532342.3532344","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Symposium on Signal Processing Systems","raw_type":"proceedings-article"},"type":"conference-paper","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/A5014068742","display_name":"Yi Zhan","orcid":"https://orcid.org/0000-0002-6357-8091"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhan","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014140423","display_name":"Yuanping Xu","orcid":"https://orcid.org/0000-0002-4536-6220"},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanping Xu","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, China","institution_ids":["https://openalex.org/I24201400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101538636","display_name":"Chaolong Zhang","orcid":"https://orcid.org/0000-0003-4990-4636"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chaolong Zhang","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, UK","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100745405","display_name":"Zhijie Xu","orcid":"https://orcid.org/0000-0002-0524-5926"},"institutions":[{"id":"https://openalex.org/I133837150","display_name":"University of Huddersfield","ror":"https://ror.org/05t1h8f27","country_code":"GB","type":"education","lineage":["https://openalex.org/I133837150"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Zhijie Xu","raw_affiliation_strings":["School of Computing and Engineering, University of Huddersfield, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing and Engineering, University of Huddersfield, UK","institution_ids":["https://openalex.org/I133837150"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100928878","display_name":"Benjun Guo","orcid":null},"institutions":[{"id":"https://openalex.org/I24201400","display_name":"Chengdu University of Information Technology","ror":"https://ror.org/01yxwrh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I24201400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Benjun Guo","raw_affiliation_strings":["School of Software Engineering, Chengdu University of Information Technology, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Chengdu University of Information Technology, China","institution_ids":["https://openalex.org/I24201400"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9609000086784363,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/garbage","display_name":"Garbage","score":0.9434720277786255},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.7124983072280884},{"id":"https://openalex.org/keywords/sorting","display_name":"Sorting","score":0.6844401359558105},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6694967150688171},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.451379656791687},{"id":"https://openalex.org/keywords/garbage-collection","display_name":"Garbage collection","score":0.4350959360599518},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4133293628692627},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.1136859655380249},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10417869687080383},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.09935247898101807}],"concepts":[{"id":"https://openalex.org/C75403996","wikidata":"https://www.wikidata.org/wiki/Q5521979","display_name":"Garbage","level":2,"score":0.9434720277786255},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.7124983072280884},{"id":"https://openalex.org/C111696304","wikidata":"https://www.wikidata.org/wiki/Q2303697","display_name":"Sorting","level":2,"score":0.6844401359558105},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6694967150688171},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.451379656791687},{"id":"https://openalex.org/C105122174","wikidata":"https://www.wikidata.org/wiki/Q322202","display_name":"Garbage collection","level":3,"score":0.4350959360599518},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4133293628692627},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.1136859655380249},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10417869687080383},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.09935247898101807},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3532342.3532344","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3532342.3532344","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Symposium on Signal Processing Systems","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/5dfd6fab-d8fb-4268-9bae-cd17fe4bcbea","is_oa":false,"landing_page_url":"https://pure.hud.ac.uk/en/publications/5dfd6fab-d8fb-4268-9bae-cd17fe4bcbea","pdf_url":null,"source":{"id":"https://openalex.org/S4306402508","display_name":"Huddersfield Research Portal (University of Huddersfield)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I133837150","host_organization_name":"University of Huddersfield","host_organization_lineage":["https://openalex.org/I133837150"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Zhan, Y, Xu, Y, Zhang, C, Xu, Z & Guo, B 2022, An Irregularly Dropped Garbage Detection Method Based on Improved YOLOv5s. in SSPS 2022 : Proceedings of the 4th International Symposium on Signal Processing Systems. ACM International Conference Proceeding Series, vol. Par F180473, Association for Computing Machinery (ACM), pp. 7-13, 4th International Symposium on Signal Processing Systems, Virtual, Online, China, 25/03/22. https://doi.org/10.1145/3532342.3532344","raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W2565639579","https://openalex.org/W2752782242","https://openalex.org/W2884585870","https://openalex.org/W2886335102","https://openalex.org/W2962752334","https://openalex.org/W2963857746","https://openalex.org/W2997747012","https://openalex.org/W2998508940","https://openalex.org/W3035396860","https://openalex.org/W3042011474","https://openalex.org/W3122173535"],"related_works":["https://openalex.org/W2132258996","https://openalex.org/W2245694847","https://openalex.org/W2364068830","https://openalex.org/W4387773637","https://openalex.org/W4381304378","https://openalex.org/W2188602196","https://openalex.org/W3174776489","https://openalex.org/W1700460898","https://openalex.org/W4297378365","https://openalex.org/W2808342711"],"abstract_inverted_index":{"Waste":[0],"sorting":[1,17,77,122],"and":[2,11,38,96,142,156],"recycling":[3],"play":[4],"a":[5],"significant":[6],"role":[7],"in":[8,19,42,79],"carbon":[9],"neutrality,":[10],"the":[12,23,30,40,48,54,105,108,115,120,131,138,147,152,161],"government":[13],"has":[14],"promoted":[15],"waste":[16,43,76,121],"stations":[18,24,78],"various":[20],"cities":[21],"while":[22],"have":[25],"limited":[26],"efficiency":[27],"due":[28],"to":[29,36,46,74,86,103,113,145,150],"absence":[31],"of":[32,57,107,117],"intelligent":[33],"surveillance":[34],"systems":[35],"monitor":[37,75],"analyze":[39],"scene":[41],"stations,":[44,59],"especially":[45],"detect":[47,87],"irregularly":[49,153],"dropped":[50,154],"garbage.":[51],"To":[52],"take":[53],"most":[55],"advantage":[56],"these":[58],"this":[60],"study":[61,82,135],"proposes":[62],"an":[63],"improved":[64],"YOLO":[65],"(You":[66],"Only":[67],"Look":[68],"Once)":[69],"v5s":[70],"detector":[71],"named":[72],"YOLOv5s-Garbage":[73,118],"real-time.":[80],"This":[81,134],"enhances":[83],"its":[84],"ability":[85],"garbage":[88,149,155],"by":[89],"introducing":[90],"CBAM":[91],"(Convolutional":[92],"Block":[93],"Attention":[94],"Module)":[95],"using":[97],"EIoU":[98],"(Efficient":[99],"Intersection":[100],"over":[101],"Union)":[102],"accelerate":[104],"convergence":[106],"bonding":[109],"box":[110],"loss.":[111],"According":[112],"experiments,":[114],"mAP":[116],"on":[119],"dataset":[123],"reaches":[124],"89.7%,":[125],"which":[126,159],"is":[127],"3.3%":[128],"higher":[129],"than":[130],"classical":[132],"YOLOv5s.":[133],"then":[136],"combines":[137],"DeepSort":[139],"tracking":[140],"algorithm":[141],"re-filter":[143],"process":[144],"filter":[146],"target":[148],"distinguish":[151],"normal":[157],"one,":[158],"reduces":[160],"false":[162],"alarm":[163],"significantly.":[164]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
