{"id":"https://openalex.org/W4410592746","doi":"https://doi.org/10.1587/transinf.2024edp7316","title":"YOLO-MSD: A Ship Target Detection Algorithm for Maritime Surveillance Scenarios","display_name":"YOLO-MSD: A Ship Target Detection Algorithm for Maritime Surveillance Scenarios","publication_year":2025,"publication_date":"2025-05-22","ids":{"openalex":"https://openalex.org/W4410592746","doi":"https://doi.org/10.1587/transinf.2024edp7316"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2024edp7316","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7316","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2024EDP7316/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2024EDP7316/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102703632","display_name":"Qingxia YANG","orcid":"https://orcid.org/0000-0001-7305-6265"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qingxia YANG","raw_affiliation_strings":["School of Ocean Information Engineering, Jimei University","school of Ocean Information Engineering, Jimei University"],"affiliations":[{"raw_affiliation_string":"School of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]},{"raw_affiliation_string":"school of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100711366","display_name":"Deng Pan","orcid":"https://orcid.org/0009-0006-2829-3425"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Deng PAN","raw_affiliation_strings":["School of Ocean Information Engineering, Jimei University","school of Ocean Information Engineering, Jimei University"],"affiliations":[{"raw_affiliation_string":"School of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]},{"raw_affiliation_string":"school of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wanlin HUANG","orcid":null},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wanlin HUANG","raw_affiliation_strings":["College of Computer Engineering, Jimei University","school of Computer Science, Jimei University"],"affiliations":[{"raw_affiliation_string":"College of Computer Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]},{"raw_affiliation_string":"school of Computer Science, Jimei University","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081351856","display_name":"Erkang Chen","orcid":"https://orcid.org/0000-0003-1577-1732"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Erkang CHEN","raw_affiliation_strings":["School of Ocean Information Engineering, Jimei University","school of Ocean Information Engineering, Jimei University"],"affiliations":[{"raw_affiliation_string":"School of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]},{"raw_affiliation_string":"school of Ocean Information Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102992183","display_name":"Bin Huang","orcid":"https://orcid.org/0000-0002-5043-1445"},"institutions":[{"id":"https://openalex.org/I161346416","display_name":"Jimei University","ror":"https://ror.org/03hknyb50","country_code":"CN","type":"education","lineage":["https://openalex.org/I161346416"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin HUANG","raw_affiliation_strings":["College of Computer Engineering, Jimei University","school of Computer Science, Jimei University"],"affiliations":[{"raw_affiliation_string":"College of Computer Engineering, Jimei University","institution_ids":["https://openalex.org/I161346416"]},{"raw_affiliation_string":"school of Computer Science, Jimei University","institution_ids":["https://openalex.org/I161346416"]}]},{"author_position":"last","author":{"id":null,"display_name":"Sentao WANG","orcid":null},"institutions":[{"id":"https://openalex.org/I199305430","display_name":"Nantong University","ror":"https://ror.org/02afcvw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I199305430"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sentao WANG","raw_affiliation_strings":["School of Transportation and Civil Engineering, Nantong University"],"affiliations":[{"raw_affiliation_string":"School of Transportation and Civil Engineering, Nantong University","institution_ids":["https://openalex.org/I199305430"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102703632"],"corresponding_institution_ids":["https://openalex.org/I161346416"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.13494952,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"E108.D","issue":"11","first_page":"1373","last_page":"1380"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11622","display_name":"Maritime Navigation and Safety","score":0.9284999966621399,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T11622","display_name":"Maritime Navigation and Safety","score":0.9284999966621399,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/computer-science","display_name":"Computer science","score":0.8158977031707764},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.39786553382873535},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.36958569288253784},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33976900577545166}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8158977031707764},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.39786553382873535},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.36958569288253784},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33976900577545166}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2024edp7316","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7316","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2024EDP7316/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2024edp7316","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2024edp7316","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/advpub/0/advpub_2024EDP7316/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410592746.pdf","grobid_xml":"https://content.openalex.org/works/W4410592746.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1861492603","https://openalex.org/W2017226600","https://openalex.org/W2064094295","https://openalex.org/W2193145675","https://openalex.org/W2532362286","https://openalex.org/W2552331162","https://openalex.org/W2884561390","https://openalex.org/W2885291434","https://openalex.org/W2912809890","https://openalex.org/W2961699889","https://openalex.org/W2963037989","https://openalex.org/W2963150697","https://openalex.org/W2964241181","https://openalex.org/W3035484794","https://openalex.org/W3125431596","https://openalex.org/W3194790201","https://openalex.org/W3208019692","https://openalex.org/W3210586215","https://openalex.org/W4377970100","https://openalex.org/W4386076325","https://openalex.org/W4396803258","https://openalex.org/W4398756379","https://openalex.org/W4401628489","https://openalex.org/W4402124817"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109"],"abstract_inverted_index":{"Ship":[0],"detection":[1,44,104,112,117],"in":[2,11,183],"maritime":[3,15,42,166],"monitoring":[4],"is":[5],"crucial":[6],"for":[7,107,124,165],"ensuring":[8],"public":[9,176],"safety":[10],"marine":[12],"environments.":[13],"However,":[14],"surveillance":[16,43],"faces":[17],"significant":[18],"challenges":[19],"due":[20],"to":[21,64,89,110,115],"weak":[22],"targets":[23],"(small,":[24],"low-contrast":[25],"objects)":[26],"caused":[27],"by":[28],"complex":[29],"environments":[30],"and":[31,68,133,141,150],"long":[32],"distances.":[33],"To":[34],"address":[35,116],"these":[36],"challenges,":[37],"we":[38,121],"propose":[39],"YOLO-MSD,":[40,50],"a":[41,102],"model":[45,137],"based":[46],"on":[47,153,174],"YOLOv8.":[48],"In":[49,75],"Receptive-Field":[51],"Attention":[52],"Convolution":[53,81],"(RFAConv)":[54],"replaces":[55],"standard":[56],"convolution,":[57],"learning":[58],"attention":[59],"maps":[60],"via":[61],"receptive-field":[62],"interaction":[63],"enhance":[65,111],"detail":[66],"extraction":[67],"reduce":[69],"information":[70],"loss.":[71],"The":[72,136],"C2f":[73],"module":[74],"the":[76,154,163,175],"neck":[77],"integrates":[78],"Omni-Dimensional":[79],"Dynamic":[80],"(ODConv),":[82],"which":[83],"dynamically":[84],"adjusts":[85],"convolution":[86],"kernel":[87],"parameters":[88],"effectively":[90,161],"capture":[91],"contextual":[92],"information,":[93],"thereby":[94],"achieving":[95],"superior":[96],"multi-scale":[97,130],"feature":[98],"fusion.":[99],"We":[100,169],"introduce":[101],"dedicated":[103],"head":[105],"specifically":[106],"small":[108],"objects":[109],"accuracy.":[113],"Furthermore,":[114],"box":[118,126],"quality":[119],"imbalance,":[120],"employ":[122],"Wise-IoU":[123],"bounding":[125],"regression":[127],"loss,":[128],"enhancing":[129],"target":[131,167],"localization":[132],"accelerating":[134],"convergence.":[135],"achieves":[138],"precision,":[139],"recall":[140],"mean":[142],"average":[143],"precision":[144],"(mAP50)":[145],"rates":[146],"of":[147],"93.0%,":[148],"90.05%":[149],"95.0%,":[151],"respectively,":[152],"self-constructed":[155],"Maritime":[156],"Vessel":[157],"Surveillance":[158],"Dataset":[159],"(MVSD),":[160],"meeting":[162],"requirements":[164],"detection.":[168,185],"further":[170],"conduct":[171],"comparative":[172],"experiments":[173],"McShips":[177],"dataset,":[178],"demonstrating":[179],"YOLO-MSD's":[180],"broad":[181],"applicability":[182],"ship":[184]},"counts_by_year":[],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
