{"id":"https://openalex.org/W4405632063","doi":"https://doi.org/10.1109/lgrs.2024.3520955","title":"Despeckling Representation for Data-Efficient SAR Ship Detection","display_name":"Despeckling Representation for Data-Efficient SAR Ship Detection","publication_year":2024,"publication_date":"2024-12-20","ids":{"openalex":"https://openalex.org/W4405632063","doi":"https://doi.org/10.1109/lgrs.2024.3520955"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2024.3520955","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3520955","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-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/A5081610928","display_name":"Ruikang Hu","orcid":"https://orcid.org/0000-0002-7126-4076"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruikang Hu","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","College of Electronic Science and Technology, National University of Defense Technology, Changsha, china"],"raw_orcid":"https://orcid.org/0009-0003-0955-988X","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, china","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101797790","display_name":"Huangxing Lin","orcid":"https://orcid.org/0000-0001-6247-586X"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huangxing Lin","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","College of Electronic Science and Technology, National University of Defense Technology, Changsha, china"],"raw_orcid":"https://orcid.org/0000-0001-6247-586X","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, china","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041100499","display_name":"Zhejun Lu","orcid":"https://orcid.org/0000-0001-5101-8989"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhejun Lu","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","College of Electronic Science and Technology, National University of Defense Technology, Changsha, china"],"raw_orcid":"https://orcid.org/0000-0001-5101-8989","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, china","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078507701","display_name":"Jingyuan Xia","orcid":"https://orcid.org/0000-0003-4329-0354"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingyuan Xia","raw_affiliation_strings":["College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","College of Electronic Science and Technology, National University of Defense Technology, Changsha, china"],"raw_orcid":"https://orcid.org/0000-0003-4329-0354","affiliations":[{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, China","institution_ids":["https://openalex.org/I170215575"]},{"raw_affiliation_string":"College of Electronic Science and Technology, National University of Defense Technology, Changsha, china","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":12.655,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.98170417,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"22","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T10801","display_name":"Synthetic Aperture Radar (SAR) Applications and Techniques","score":0.9753999710083008,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T11038","display_name":"Advanced SAR Imaging Techniques","score":0.9476000070571899,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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":0.7273551821708679},{"id":"https://openalex.org/keywords/synthetic-aperture-radar","display_name":"Synthetic aperture radar","score":0.6642247438430786},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5294138193130493},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4680801331996918},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46512269973754883},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.42252209782600403},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3470541834831238},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1218724250793457}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7273551821708679},{"id":"https://openalex.org/C87360688","wikidata":"https://www.wikidata.org/wiki/Q740686","display_name":"Synthetic aperture radar","level":2,"score":0.6642247438430786},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5294138193130493},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4680801331996918},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46512269973754883},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.42252209782600403},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3470541834831238},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1218724250793457},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2024.3520955","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3520955","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G161544892","display_name":null,"funder_award_id":"230101","funder_id":"https://openalex.org/F4320328373","funder_display_name":"National Key Laboratory Foundation of China"},{"id":"https://openalex.org/G5957616243","display_name":null,"funder_award_id":"GZC20233543","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320328373","display_name":"National Key Laboratory Foundation of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2004376198","https://openalex.org/W2946589087","https://openalex.org/W2954537798","https://openalex.org/W2981864880","https://openalex.org/W3042011474","https://openalex.org/W3044680161","https://openalex.org/W3089780760","https://openalex.org/W3101476123","https://openalex.org/W3127345355","https://openalex.org/W3200733355","https://openalex.org/W3201945250","https://openalex.org/W3205156060","https://openalex.org/W3206873062","https://openalex.org/W4285029564","https://openalex.org/W4385295971","https://openalex.org/W4386952070","https://openalex.org/W4391164104","https://openalex.org/W4397000461","https://openalex.org/W4402497193","https://openalex.org/W4402660116","https://openalex.org/W6857350235"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W2062195135","https://openalex.org/W782553550","https://openalex.org/W2355001665","https://openalex.org/W2158111730","https://openalex.org/W1987967678","https://openalex.org/W2633218168","https://openalex.org/W4235897794","https://openalex.org/W2059707233","https://openalex.org/W4252699458"],"abstract_inverted_index":{"Deep":[0],"learning":[1,51,102],"techniques":[2],"are":[3,144,149],"extensively":[4],"applied":[5],"to":[6,27],"synthetic":[7],"aperture":[8],"radar":[9],"(SAR)":[10],"ship":[11,36,55,59,87,117],"detection":[12,60,72,104,118,136],"tasks.":[13],"Nonetheless,":[14],"the":[15,23,40,79,93,131,134],"limited":[16],"availability":[17],"of":[18,82,103,133],"labeled":[19,142],"SAR":[20,35,54,83,116],"images":[21],"impedes":[22],"neural":[24,96],"network\u2019s":[25],"ability":[26],"learn":[28],"and":[29,74,86,105],"extract":[30],"robust":[31],"object":[32],"features":[33],"from":[34],"images.":[37],"To":[38],"alleviate":[39],"dependence":[41],"on":[42],"large":[43],"datasets,":[44],"this":[45],"letter":[46],"introduces":[47],"a":[48,67,71,75,109],"despeckle-based":[49],"representation":[50],"approach":[52],"for":[53,95,115],"detection,":[56],"named":[57],"despeckling":[58,76,85,106],"YOLO":[61],"(DS-YOLO).":[62],"The":[63,89],"DS-YOLO":[64,111,128],"model":[65,90],"integrates":[66],"shared":[68],"feature":[69],"extractor,":[70],"head,":[73,77],"facilitating":[78],"concurrent":[80],"performance":[81,132],"image":[84],"detection.":[88],"effectively":[91],"reduces":[92],"potential":[94],"network":[97],"overfitting":[98],"by":[99],"conducting":[100],"joint":[101],"processes.":[107],"As":[108],"result,":[110],"is":[112],"particularly":[113,138],"well-suited":[114],"tasks":[119],"with":[120],"constrained":[121],"training":[122],"data.":[123],"Comprehensive":[124],"experiments":[125],"indicate":[126],"that":[127],"substantially":[129],"surpasses":[130],"conventional":[135],"model,":[137],"in":[139],"scenarios":[140],"where":[141],"data":[143],"severely":[145],"restricted.":[146],"Source":[147],"codes":[148],"available":[150],"at":[151],"<uri":[152],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[153],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/Cthanta/DS-YOLO</uri>.":[154]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":6}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}