{"id":"https://openalex.org/W4408520298","doi":"https://doi.org/10.1109/access.2025.3552090","title":"YOLO-MES: An Effective Lightweight Underwater Garbage Detection Scheme for Marine Ecosystems","display_name":"YOLO-MES: An Effective Lightweight Underwater Garbage Detection Scheme for Marine Ecosystems","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408520298","doi":"https://doi.org/10.1109/access.2025.3552090"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3552090","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552090","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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://doi.org/10.1109/access.2025.3552090","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038777612","display_name":"Chengxu Huang","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chengxu Huang","raw_affiliation_strings":["School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051674275","display_name":"W. Zhang","orcid":"https://orcid.org/0000-0003-4357-4875"},"institutions":[{"id":"https://openalex.org/I76569877","display_name":"Southeast University","ror":"https://ror.org/04ct4d772","country_code":"CN","type":"education","lineage":["https://openalex.org/I76569877"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenyuan Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Southeast University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-4357-4875","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Southeast University, Nanjing, China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044078732","display_name":"Beitian Zheng","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Beitian Zheng","raw_affiliation_strings":["School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100328390","display_name":"Jiahao Li","orcid":"https://orcid.org/0000-0002-9881-2124"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiahao Li","raw_affiliation_strings":["School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Bochen Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bochen Xie","raw_affiliation_strings":["College of Engineering and Technology, Hubei University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Technology, Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5116657902","display_name":"Ruisi Nan","orcid":null},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruisi Nan","raw_affiliation_strings":["School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zongming Tan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210155796","display_name":"Shanghai Jinyuan Senior High School","ror":"https://ror.org/05g2egb88","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210155796"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zongming Tan","raw_affiliation_strings":["Cogdel Cranleigh High School, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cogdel Cranleigh High School, Wuhan, China","institution_ids":["https://openalex.org/I4210155796"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006651079","display_name":"Baohua Tan","orcid":"https://orcid.org/0000-0003-4730-5007"},"institutions":[{"id":"https://openalex.org/I74525822","display_name":"Hubei University of Technology","ror":"https://ror.org/02d3fj342","country_code":"CN","type":"education","lineage":["https://openalex.org/I74525822"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Baohua Tan","raw_affiliation_strings":["School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China"],"raw_orcid":"https://orcid.org/0000-0003-4730-5007","affiliations":[{"raw_affiliation_string":"School of Science (School of Chip Industry), Hubei University of Technology, Wuhan, China","institution_ids":["https://openalex.org/I74525822"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103216531","display_name":"Naixue Xiong","orcid":"https://orcid.org/0000-0002-0394-4635"},"institutions":[{"id":"https://openalex.org/I33308869","display_name":"Southern New Hampshire University","ror":"https://ror.org/04t718460","country_code":"US","type":"education","lineage":["https://openalex.org/I33308869"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Neal N. Xiong","raw_affiliation_strings":["Department of Computer Science, Southern New Hampshire University, Manchester, NH, USA"],"raw_orcid":"https://orcid.org/0000-0002-0394-4635","affiliations":[{"raw_affiliation_string":"Department of Computer Science, Southern New Hampshire University, Manchester, NH, USA","institution_ids":["https://openalex.org/I33308869"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.0141,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.93064599,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"13","issue":null,"first_page":"60440","last_page":"60454"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.9761999845504761,"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":0.9761999845504761,"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/underwater","display_name":"Underwater","score":0.6289423704147339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6098475456237793},{"id":"https://openalex.org/keywords/marine-ecosystem","display_name":"Marine ecosystem","score":0.5759075880050659},{"id":"https://openalex.org/keywords/scheme","display_name":"Scheme (mathematics)","score":0.5635548233985901},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.5435159206390381},{"id":"https://openalex.org/keywords/garbage","display_name":"Garbage","score":0.5298483371734619},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.4094979763031006},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.1748315393924713},{"id":"https://openalex.org/keywords/oceanography","display_name":"Oceanography","score":0.1726892590522766},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.10971274971961975},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.0665840208530426}],"concepts":[{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6289423704147339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6098475456237793},{"id":"https://openalex.org/C151152651","wikidata":"https://www.wikidata.org/wiki/Q3304561","display_name":"Marine ecosystem","level":3,"score":0.5759075880050659},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.5635548233985901},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.5435159206390381},{"id":"https://openalex.org/C75403996","wikidata":"https://www.wikidata.org/wiki/Q5521979","display_name":"Garbage","level":2,"score":0.5298483371734619},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.4094979763031006},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.1748315393924713},{"id":"https://openalex.org/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"score":0.1726892590522766},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.10971274971961975},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0665840208530426},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3552090","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552090","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:834148d5e47b40379a6e93b4eabcb4f8","is_oa":true,"landing_page_url":"https://doaj.org/article/834148d5e47b40379a6e93b4eabcb4f8","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 13, Pp 60440-60454 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3552090","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3552090","pdf_url":null,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6499999761581421,"id":"https://metadata.un.org/sdg/14","display_name":"Life below water"}],"awards":[{"id":"https://openalex.org/G4099496721","display_name":null,"funder_award_id":"62177019","funder_id":"https://openalex.org/F4320336808","funder_display_name":"National Natural Science Foundation of China-Nuclear Technology Innovation Joint Fund"},{"id":"https://openalex.org/G5988650628","display_name":null,"funder_award_id":"F0701","funder_id":"https://openalex.org/F4320336808","funder_display_name":"National Natural Science Foundation of China-Nuclear Technology Innovation Joint Fund"}],"funders":[{"id":"https://openalex.org/F4320336808","display_name":"National Natural Science Foundation of China-Nuclear Technology Innovation Joint Fund","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":38,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1512338500","https://openalex.org/W1536680647","https://openalex.org/W1972529114","https://openalex.org/W2193145675","https://openalex.org/W2619280051","https://openalex.org/W2941442730","https://openalex.org/W2962858109","https://openalex.org/W2963150697","https://openalex.org/W2968177401","https://openalex.org/W2999158598","https://openalex.org/W3042011474","https://openalex.org/W3044641379","https://openalex.org/W3110902296","https://openalex.org/W3119346555","https://openalex.org/W3125889112","https://openalex.org/W3132473320","https://openalex.org/W3165286730","https://openalex.org/W3166036439","https://openalex.org/W3172759799","https://openalex.org/W3215249529","https://openalex.org/W4205097308","https://openalex.org/W4220836661","https://openalex.org/W4281790833","https://openalex.org/W4382059335","https://openalex.org/W4385301593","https://openalex.org/W4390102217","https://openalex.org/W4390196784","https://openalex.org/W4390827377","https://openalex.org/W4393148067","https://openalex.org/W4393308750","https://openalex.org/W4394850189","https://openalex.org/W4398249508","https://openalex.org/W4399377851","https://openalex.org/W4400933314","https://openalex.org/W4400975249","https://openalex.org/W4401537955","https://openalex.org/W4409249298"],"related_works":["https://openalex.org/W2365965116","https://openalex.org/W2115991773","https://openalex.org/W2359552762","https://openalex.org/W3026336268","https://openalex.org/W2791027254","https://openalex.org/W125718733","https://openalex.org/W2749018189","https://openalex.org/W2114435605","https://openalex.org/W1555179399","https://openalex.org/W4405367426"],"abstract_inverted_index":{"Marine":[0],"pollution":[1,23],"significantly":[2,108,142],"impacts":[3],"the":[4,11,93,99,105,116,122,129,134,144,165,170,188],"sustainable":[5],"development":[6],"of":[7,16,167],"marine":[8,12,17],"ecosystems":[9],"and":[10,45,67,97,101,112,149,194,199,215,221],"economy.":[13],"Accurate":[14],"detection":[15,28,60,206,227],"debris":[18,59],"is":[19],"essential":[20],"for":[21,224],"effective":[22],"control.":[24],"However,":[25],"existing":[26,204],"high-precision":[27],"algorithms":[29],"are":[30],"challenging":[31],"to":[32,40,72,132,203],"deploy":[33],"on":[34,187,228],"performance-constrained":[35],"IoT":[36],"underwater":[37,58,89,225],"devices":[38],"due":[39],"their":[41],"large":[42],"computational":[43,110,195,216],"complexity":[44,196],"model":[46,75,192],"size.":[47],"To":[48],"address":[49],"this":[50,52],"issue,":[51],"paper":[53,154],"introduces":[54],"YOLO-MES,":[55],"an":[56],"innovative":[57],"algorithm":[61],"that":[62,182],"integrates":[63],"a":[64,68,157,219],"lightweight":[65,213],"design":[66,160,214],"feature":[69,140,147,176],"enhancement":[70],"mechanism":[71],"enable":[73],"efficient":[74],"deployment":[76],"while":[77,173,190],"preserving":[78],"high":[79],"accuracy.":[80,178],"Unlike":[81],"traditional":[82],"YOLO":[83],"models,":[84],"YOLO-MES":[85,120,183,208],"incorporates":[86],"MobileNetV3":[87],"into":[88],"target":[90,150,226],"detection,":[91],"replacing":[92],"CSPDarknet":[94],"backbone":[95],"network,":[96],"optimizes":[98],"C3":[100],"Conv":[102],"layers":[103],"through":[104],"bneck":[106,130],"structure,":[107],"reducing":[109,191],"demands":[111],"parameter":[113],"scale":[114],"at":[115],"architectural":[117],"level.":[118],"Additionally,":[119],"embeds":[121],"Efficient":[123],"Channel":[124],"Attention":[125],"(ECA)":[126],"module":[127],"within":[128],"structure":[131],"form":[133],"MECAneck":[135],"module,":[136],"which":[137,162],"enhances":[138],"adaptive":[139],"extraction,":[141],"improving":[143],"network\u2019s":[145],"cross-channel":[146],"capture":[148],"recognition":[151],"capabilities.":[152],"This":[153],"also":[155],"proposes":[156],"streamlined":[158],"Slim-neck":[159],"strategy,":[161],"effectively":[163],"reduces":[164],"number":[166],"parameters":[168],"in":[169,212],"neck":[171],"network":[172],"maintaining":[174],"multi-scale":[175],"fusion":[177],"Experimental":[179],"results":[180],"indicate":[181],"achieves":[184],"95.8%":[185],"accuracy":[186],"dataset,":[189],"size":[193],"by":[197],"64%":[198],"67%,":[200],"respectively.":[201],"Compared":[202],"mainstream":[205],"algorithms,":[207],"offers":[209],"significant":[210],"advantages":[211],"efficiency,":[217],"providing":[218],"practical":[220],"deployable":[222],"solution":[223],"mobile":[229],"devices.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":6}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
