{"id":"https://openalex.org/W4408352996","doi":"https://doi.org/10.1109/icassp49660.2025.10889282","title":"M <sup>2</sup> F <sup>2</sup> Net: Multi-stage Mixed Feature Fusion Network For Remote Sensing Change Detection","display_name":"M <sup>2</sup> F <sup>2</sup> Net: Multi-stage Mixed Feature Fusion Network For Remote Sensing Change Detection","publication_year":2025,"publication_date":"2025-03-12","ids":{"openalex":"https://openalex.org/W4408352996","doi":"https://doi.org/10.1109/icassp49660.2025.10889282"},"language":"en","primary_location":{"id":"doi:10.1109/icassp49660.2025.10889282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-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/A5103430141","display_name":"Baoxiang Gu","orcid":null},"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":true,"raw_author_name":"Binhao Gu","raw_affiliation_strings":["Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039286973","display_name":"Lei Song","orcid":"https://orcid.org/0000-0002-9190-1482"},"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":"Lei Song","raw_affiliation_strings":["Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008751186","display_name":"Youyong Kong","orcid":"https://orcid.org/0000-0003-2095-8470"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Youyong Kong","raw_affiliation_strings":["Jiangnan University,Wuxi,China"],"affiliations":[{"raw_affiliation_string":"Jiangnan University,Wuxi,China","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008298273","display_name":"Binjie Gu","orcid":"https://orcid.org/0000-0001-7534-8333"},"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":"Binjie Gu","raw_affiliation_strings":["Southeast University,Nanjing,China"],"affiliations":[{"raw_affiliation_string":"Southeast University,Nanjing,China","institution_ids":["https://openalex.org/I76569877"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5103430141"],"corresponding_institution_ids":["https://openalex.org/I76569877"],"apc_list":null,"apc_paid":null,"fwci":1.1392,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.77472362,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9839000105857849,"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":0.9839000105857849,"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":0.9714000225067139,"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/stage","display_name":"Stage (stratigraphy)","score":0.5875558257102966},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5242239236831665},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5075267553329468},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4221344590187073},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.3543909788131714},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.32072699069976807},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2534569501876831},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.078301340341568}],"concepts":[{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5875558257102966},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5242239236831665},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5075267553329468},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4221344590187073},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.3543909788131714},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.32072699069976807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2534569501876831},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.078301340341568},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp49660.2025.10889282","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp49660.2025.10889282","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2025 - 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320329878","display_name":"Central University Basic Research Fund of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2007447365","https://openalex.org/W2030257787","https://openalex.org/W2036841511","https://openalex.org/W2751993439","https://openalex.org/W2811044316","https://openalex.org/W2891248708","https://openalex.org/W2896365540","https://openalex.org/W2908320224","https://openalex.org/W3027225766","https://openalex.org/W3096609285","https://openalex.org/W3130754787","https://openalex.org/W3133438312","https://openalex.org/W3204166336","https://openalex.org/W3214821343","https://openalex.org/W4226305459","https://openalex.org/W4311849222","https://openalex.org/W4313350235","https://openalex.org/W4384393272","https://openalex.org/W4387917939","https://openalex.org/W6790275670","https://openalex.org/W6797399245"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2935759653","https://openalex.org/W3105167352","https://openalex.org/W54078636","https://openalex.org/W2954470139","https://openalex.org/W1501425562","https://openalex.org/W2902782467","https://openalex.org/W3084825885","https://openalex.org/W2298861036","https://openalex.org/W2271181815"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,21],"image":[2,25,144],"change":[3,169],"detection":[4,52,170],"(CD)":[5],"seeks":[6],"to":[7,44,103,115,139,166],"analyze":[8],"and":[9,39,53,122,132],"discern":[10],"changes":[11],"in":[12,33,49,55],"surface":[13],"objects":[14],"through":[15],"the":[16,90,117,141,150],"use":[17],"of":[18,120,143],"multi-temporal":[19],"remote":[20],"imagery.":[22],"However,":[23],"as":[24,89],"resolution":[26],"advances,":[27],"existing":[28,167],"methods":[29],"often":[30],"fall":[31],"short":[32],"capturing":[34],"comprehensive":[35],"visual":[36],"feature":[37,95],"representations,":[38],"their":[40],"networks":[41],"are":[42],"prone":[43],"spatial":[45],"degradation.":[46],"This":[47],"results":[48,147],"incomplete":[50],"boundary":[51],"difficulties":[54],"identifying":[56],"subtle":[57],"changes.":[58],"To":[59],"overcome":[60],"these":[61],"challenges,":[62],"this":[63],"paper":[64],"introduces":[65],"a":[66,84,99,110,128,133,162],"Siamese":[67],"U-Net":[68],"architecture":[69],"incorporating":[70],"Multistage":[71],"Mixed":[72],"Feature":[73,111],"Fusion":[74,112],"(M<sup":[75],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[76,78],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>F<sup":[77],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">2</sup>Net).":[79],"The":[80],"proposed":[81,151],"model":[82],"leverages":[83],"convolutional":[85,130],"neural":[86],"network":[87],"(CNN)":[88],"main":[91],"encoder":[92,102],"for":[93],"local":[94,121],"extraction,":[96],"while":[97,160],"employing":[98],"Transformer-based":[100],"auxiliary":[101],"capture":[104],"global":[105,123],"features.":[106,145],"Furthermore,":[107],"we":[108,126],"introduce":[109],"Module":[113,136],"(FFM)":[114],"facilitate":[116],"efficient":[118],"integration":[119],"information.":[124],"Additionally,":[125],"propose":[127],"novel":[129],"unit":[131],"Spatial":[134],"Attention":[135],"(SAM)":[137],"designed":[138],"enhance":[140],"extraction":[142],"Experimental":[146],"confirm":[148],"that":[149],"approach":[152],"delivers":[153],"substantial":[154],"improvements":[155],"across":[156],"multiple":[157],"evaluation":[158],"criteria,":[159],"offering":[161],"superior":[163],"accuracy":[164],"compared":[165],"state-of-the-art":[168],"methods.":[171]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-26T06:05:38.182114","created_date":"2025-10-10T00:00:00"}
