{"id":"https://openalex.org/W4409494211","doi":"https://doi.org/10.1109/access.2025.3561325","title":"FML-Swin: An Improved Swin Transformer Segmentor for Remote Sensing Images","display_name":"FML-Swin: An Improved Swin Transformer Segmentor for Remote Sensing Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4409494211","doi":"https://doi.org/10.1109/access.2025.3561325"},"language":"en","primary_location":{"id":"doi:10.1109/access.2025.3561325","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3561325","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":null,"license_id":null,"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.2025.3561325","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5113896656","display_name":"Tianren Wu","orcid":null},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianren Wu","raw_affiliation_strings":["School of Electrical Engineering, Guangxi University, Nanning, China"],"raw_orcid":"https://orcid.org/0009-0000-9718-8289","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101387395","display_name":"Wenqin Deng","orcid":"https://orcid.org/0009-0006-6643-2182"},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqin Deng","raw_affiliation_strings":["School of Electrical Engineering, Guangxi University, Nanning, China"],"raw_orcid":"https://orcid.org/0009-0006-6643-2182","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009470684","display_name":"Rui Lin","orcid":"https://orcid.org/0009-0002-3452-9757"},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rui Lin","raw_affiliation_strings":["School of Electrical Engineering, Guangxi University, Nanning, China"],"raw_orcid":"https://orcid.org/0009-0002-3452-9757","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110643879","display_name":"Jianjuan Jiang","orcid":"https://orcid.org/0009-0004-4686-7520"},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhe Jiang","raw_affiliation_strings":["School of Electrical Engineering, Guangxi University, Nanning, China"],"raw_orcid":"https://orcid.org/0009-0004-4686-7520","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055383830","display_name":"Xueyun Chen","orcid":"https://orcid.org/0000-0002-7452-0223"},"institutions":[{"id":"https://openalex.org/I150807315","display_name":"Guangxi University","ror":"https://ror.org/02c9qn167","country_code":"CN","type":"education","lineage":["https://openalex.org/I150807315"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueyun Chen","raw_affiliation_strings":["School of Electrical Engineering, Guangxi University, Nanning, China"],"raw_orcid":"https://orcid.org/0000-0002-7452-0223","affiliations":[{"raw_affiliation_string":"School of Electrical Engineering, Guangxi University, Nanning, China","institution_ids":["https://openalex.org/I150807315"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I150807315"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.5239,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.82830948,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"13","issue":null,"first_page":"66931","last_page":"66943"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9692999720573425,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"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/T13890","display_name":"Remote Sensing and Land Use","score":0.9503999948501587,"subfield":{"id":"https://openalex.org/subfields/1902","display_name":"Atmospheric Science"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6114102602005005},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.5097905993461609},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4758812487125397},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32868117094039917},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.2566525936126709},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1893349587917328},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.16074559092521667},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.11915203928947449}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6114102602005005},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.5097905993461609},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4758812487125397},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32868117094039917},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.2566525936126709},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1893349587917328},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.16074559092521667},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.11915203928947449}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2025.3561325","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3561325","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:9e0e723dd5ea4d13882df2d44b540f59","is_oa":true,"landing_page_url":"https://doaj.org/article/9e0e723dd5ea4d13882df2d44b540f59","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 66931-66943 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2025.3561325","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2025.3561325","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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.6600000262260437,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G4825135832","display_name":"\u57ce\u5e02\u9065\u611f\u56fe\u50cf\u4e2d\u673a\u52a8\u76ee\u6807\u53ca\u5176\u5468\u8fb9\u73af\u5883\u5c5e\u6027\u7684\u89e3\u8026\u68c0\u6d4b\u7814\u7a76","funder_award_id":"62061002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W2108597246","https://openalex.org/W2592939477","https://openalex.org/W2886934227","https://openalex.org/W2962782553","https://openalex.org/W2969640942","https://openalex.org/W2981537605","https://openalex.org/W2981689412","https://openalex.org/W3015788359","https://openalex.org/W3016889634","https://openalex.org/W3033331029","https://openalex.org/W3034421924","https://openalex.org/W3035665735","https://openalex.org/W3112503277","https://openalex.org/W3121816961","https://openalex.org/W3138516171","https://openalex.org/W3140854437","https://openalex.org/W3148302677","https://openalex.org/W3164400104","https://openalex.org/W3217153199","https://openalex.org/W4200452081","https://openalex.org/W4205485472","https://openalex.org/W4213019189","https://openalex.org/W4223589960","https://openalex.org/W4283450732","https://openalex.org/W4312349930","https://openalex.org/W4312443924","https://openalex.org/W4313007769","https://openalex.org/W4381429805","https://openalex.org/W4382240924","https://openalex.org/W4386076493","https://openalex.org/W4386083007","https://openalex.org/W4390873076","https://openalex.org/W4390873795","https://openalex.org/W4391791552","https://openalex.org/W4400611185","https://openalex.org/W4400846057","https://openalex.org/W4400976898","https://openalex.org/W4402667905","https://openalex.org/W4402726980","https://openalex.org/W4402727260","https://openalex.org/W4402904022","https://openalex.org/W6703049675","https://openalex.org/W6714138976","https://openalex.org/W6789654255","https://openalex.org/W6842806116","https://openalex.org/W6857279128"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Semantic":[0],"segmentation":[1,30,146,161],"of":[2,23,140,148,163,170,186],"urban":[3,24],"remote":[4,25,104],"sensing":[5,26,60,91,105],"images":[6],"is":[7,66,173,176],"a":[8,54,127,137],"very":[9],"challenging":[10],"task.":[11],"Due":[12],"to":[13,96],"the":[14,28,51,82,116,122,134,143,149,158,164,167,171,184,187],"complex":[15],"background,":[16],"occlusion":[17],"overlap":[18],"and":[19,39,44,57,101,107],"small":[20,45,98],"scale":[21,46,99],"target":[22,37,41,47],"image,":[27],"semantic":[29,117,145,160],"results":[31,182],"have":[32],"some":[33],"defects":[34],"such":[35],"as":[36],"confusion":[38],"similarity,":[40],"boundary":[42],"ambiguity,":[43],"omission.":[48],"To":[49],"solve":[50],"above":[52],"problems,":[53],"feature-interactive":[55],"fusion":[56,76],"multi-scale":[58,89],"detail":[59,90],"lightweight":[61,108,128],"enhanced":[62,109],"Swin":[63],"Transformer":[64],"(FML-Swin)":[65],"proposed.":[67],"The":[68],"model":[69,135,172],"includes":[70],"several":[71],"key":[72],"components:":[73],"feature":[74,118],"interactive":[75],"transformer":[77],"(FIFT)":[78],"module,":[79,93,113],"which":[80,114,175],"enhances":[81],"model\u2019s":[83],"focus":[84],"on":[85,142,157],"current":[86],"channel":[87],"features;":[88],"(MSDS)":[92],"specifically":[94],"designed":[95],"capture":[97],"features":[100],"details":[102],"in":[103,121],"images;":[106],"squeeze":[110],"excitation":[111],"(LESE)":[112],"enriches":[115],"information":[119],"contained":[120],"input":[123],"image":[124],"while":[125],"maintaining":[126],"design.":[129],"With":[130],"limited":[131],"training":[132],"rounds,":[133],"achieves":[136],"mIoU":[138,168],"accuracy":[139,169],"78.58":[141],"multi-class":[144,159],"task":[147,162],"Potsdam":[150],"dataset,":[151,166],"exceeding":[152],"SegNeXt":[153,179],"0.49.":[154],"In":[155],"addition,":[156],"Vaihingen":[165],"74.75,":[174],"higher":[177],"than":[178],"0.17.":[180],"These":[181],"demonstrate":[183],"validity":[185],"model.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}