{"id":"https://openalex.org/W4409763103","doi":"https://doi.org/10.1109/mmul.2025.3563814","title":"SF-Mamba: A Semantic-Flow Foreground-Aware Mamba for Semantic Segmentation of Remote Sensing Images","display_name":"SF-Mamba: A Semantic-Flow Foreground-Aware Mamba for Semantic Segmentation of Remote Sensing Images","publication_year":2025,"publication_date":"2025-04-01","ids":{"openalex":"https://openalex.org/W4409763103","doi":"https://doi.org/10.1109/mmul.2025.3563814"},"language":"en","primary_location":{"id":"doi:10.1109/mmul.2025.3563814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmul.2025.3563814","pdf_url":null,"source":{"id":"https://openalex.org/S72873717","display_name":"IEEE Multimedia","issn_l":"1070-986X","issn":["1070-986X","1941-0166"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 MultiMedia","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":null,"display_name":"Mengxin Li","orcid":"https://orcid.org/0000-0002-8688-9589"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengxin Li","raw_affiliation_strings":["Shenyang Jianzhu University, Shenyang, Liaoning, China"],"raw_orcid":"https://orcid.org/0000-0002-8688-9589","affiliations":[{"raw_affiliation_string":"Shenyang Jianzhu University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102053899","display_name":"Z. Xing","orcid":null},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenghan Xing","raw_affiliation_strings":["Shenyang Jianzhu University, Shenyang, Liaoning, China"],"raw_orcid":"https://orcid.org/0009-0003-8829-6773","affiliations":[{"raw_affiliation_string":"Shenyang Jianzhu University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Hailong Wang","orcid":"https://orcid.org/0009-0004-2045-0292"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hailong Wang","raw_affiliation_strings":["Shenyang Jianzhu University, Shenyang, Liaoning, China"],"raw_orcid":"https://orcid.org/0009-0004-2045-0292","affiliations":[{"raw_affiliation_string":"Shenyang Jianzhu University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haoyu Jiang","orcid":"https://orcid.org/0009-0002-2256-8214"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyu Jiang","raw_affiliation_strings":["Shenyang Jianzhu University, Shenyang, Liaoning, China"],"raw_orcid":"https://orcid.org/0009-0002-2256-8214","affiliations":[{"raw_affiliation_string":"Shenyang Jianzhu University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]},{"author_position":"last","author":{"id":null,"display_name":"Qiaowen Xie","orcid":"https://orcid.org/0009-0006-1934-1763"},"institutions":[{"id":"https://openalex.org/I83714178","display_name":"Shenyang Jianzhu University","ror":"https://ror.org/01zr73v18","country_code":"CN","type":"education","lineage":["https://openalex.org/I83714178"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiaowen Xie","raw_affiliation_strings":["Shenyang Jianzhu University, Shenyang, Liaoning, China"],"raw_orcid":"https://orcid.org/0009-0006-1934-1763","affiliations":[{"raw_affiliation_string":"Shenyang Jianzhu University, Shenyang, Liaoning, China","institution_ids":["https://openalex.org/I83714178"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.8699,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.85026015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"32","issue":"2","first_page":"85","last_page":"95"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.8808000087738037,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.8808000087738037,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.8672000169754028,"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/T10757","display_name":"Geographic Information Systems Studies","score":0.8109999895095825,"subfield":{"id":"https://openalex.org/subfields/3305","display_name":"Geography, Planning and Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8078303337097168},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5548065900802612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4547029435634613},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4148719906806946},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3920722007751465},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.32665520906448364},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.32525426149368286}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8078303337097168},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5548065900802612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4547029435634613},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4148719906806946},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3920722007751465},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.32665520906448364},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.32525426149368286}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mmul.2025.3563814","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mmul.2025.3563814","pdf_url":null,"source":{"id":"https://openalex.org/S72873717","display_name":"IEEE Multimedia","issn_l":"1070-986X","issn":["1070-986X","1941-0166"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 MultiMedia","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.4099999964237213,"id":"https://metadata.un.org/sdg/10"}],"awards":[{"id":"https://openalex.org/G3069259316","display_name":null,"funder_award_id":"LJKZ0585","funder_id":"https://openalex.org/F4320324560","funder_display_name":"Department of Education of Liaoning Province"},{"id":"https://openalex.org/G3359096647","display_name":null,"funder_award_id":"62133014","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"},{"id":"https://openalex.org/F4320324560","display_name":"Department of Education of Liaoning Province","ror":"https://ror.org/0022v2454"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2560023338","https://openalex.org/W2563705555","https://openalex.org/W2787091153","https://openalex.org/W3014641072","https://openalex.org/W3138516171","https://openalex.org/W3168495321","https://openalex.org/W4205138939","https://openalex.org/W4290716516","https://openalex.org/W4384820298","https://openalex.org/W4387011067","https://openalex.org/W4389387905","https://openalex.org/W4399618753","https://openalex.org/W4400229979","https://openalex.org/W4400448280","https://openalex.org/W4402899258"],"related_works":["https://openalex.org/W4379231730","https://openalex.org/W4389858081","https://openalex.org/W2501551404","https://openalex.org/W4298131179","https://openalex.org/W2113201962","https://openalex.org/W4385583601","https://openalex.org/W4395685956","https://openalex.org/W3159516372","https://openalex.org/W4398146871","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Mamba-based":[0],"methods":[1],"are":[2],"used":[3],"in":[4,18,104,168,185],"the":[5,61,94,130,138,149,166,170],"semantic":[6,42,84,171],"segmentation":[7,43,107,172],"of":[8,47,97],"remote":[9,98,178],"sensing":[10,99,179],"images":[11],"(RSI)":[12],"due":[13],"to":[14,37,79,91,123],"their":[15],"advanced":[16],"capacity":[17,23,40,127],"long-range":[19],"modeling.":[20],"However,":[21],"its":[22],"for":[24,182],"foreground":[25,117,125],"object":[26,81],"awareness":[27,118],"is":[28,35,49,77,89,121,151,189],"underutilized.":[29],"A":[30,73,83],"Semantic-flow":[31],"Foreground-aware":[32,74],"Mamba":[33],"(SF-Mamba)":[34],"proposed":[36],"improve":[38,124],"this":[39],"and":[41,60,109,137,154,162,174],"performance.":[44],"The":[45,101,187],"encoder":[46],"SF-Mamba":[48,150],"a":[50,67],"dual-branch":[51],"architecture;":[52],"one":[53],"branch":[54],"extracts":[55],"features":[56],"through":[57,66],"local":[58],"modeling,":[59],"other":[62,157],"provides":[63],"global":[64,139],"information":[65],"visual":[68],"state":[69],"space":[70],"model":[71],"(VSSM).":[72],"decoder":[75],"(FAD)":[76],"designed":[78,122],"learn":[80],"information.":[82],"flow":[85],"aggregation":[86],"module":[87,119],"(SFAM)":[88],"presented":[90],"cope":[92],"with":[93,176],"complex":[95,177],"scenes":[96],"images.":[100],"feature":[102,135,140],"matcher":[103],"SFAM":[105],"enhances":[106],"performance":[108],"reduces":[110],"background":[111],"noise":[112],"while":[113],"maintaining":[114],"efficiency.":[115],"Global-guided":[116],"(GFAM)":[120],"modeling":[126],"by":[128],"calculating":[129],"similarity":[131],"between":[132],"each":[133],"layer":[134],"map":[136],"map.":[141],"Experiments":[142],"conducted":[143],"on":[144],"three":[145],"datasets":[146],"demonstrate":[147,165],"that":[148],"more":[152],"effective":[153],"efficient":[155],"than":[156],"mainstream":[158],"approaches.":[159],"Visualization":[160],"results":[161],"ablation":[163],"experiments":[164],"superiority":[167],"improving":[169],"ability":[173],"dealing":[175],"images,":[180],"especially":[181],"small":[183],"objects":[184],"RSI.":[186],"code":[188],"available":[190],"at":[191],"<ext-link":[192],"ext-link-type=\"uri\"":[193],"xlink:href=\"https://github.com/TiezhuXing01/SF-Mamba\"":[194],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[195],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/TiezhuXing01/SF-Mamba</ext-link>.":[196]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}