{"id":"https://openalex.org/W4408323584","doi":"https://doi.org/10.1109/tcsvt.2025.3549750","title":"M\u00b3amba: CLIP-Driven Mamba Model for Multi-Modal Remote Sensing Classification","display_name":"M\u00b3amba: CLIP-Driven Mamba Model for Multi-Modal Remote Sensing Classification","publication_year":2025,"publication_date":"2025-03-11","ids":{"openalex":"https://openalex.org/W4408323584","doi":"https://doi.org/10.1109/tcsvt.2025.3549750"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3549750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3549750","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Transactions on Circuits and Systems for Video Technology","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/A5041651389","display_name":"Mingxiang Cao","orcid":"https://orcid.org/0009-0000-1892-3645"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingxiang Cao","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0000-1892-3645","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052163069","display_name":"Weiying Xie","orcid":"https://orcid.org/0000-0001-8310-024X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiying Xie","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-8310-024X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056955447","display_name":"Xin Zhang","orcid":"https://orcid.org/0000-0002-6455-047X"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-6455-047X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090736129","display_name":"Jiaqing Zhang","orcid":"https://orcid.org/0009-0007-3111-1116"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqing Zhang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0009-0007-3111-1116","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101621262","display_name":"Kai Jiang","orcid":"https://orcid.org/0000-0001-9921-2043"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Jiang","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0001-9921-2043","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007285444","display_name":"Jie Lei","orcid":"https://orcid.org/0000-0003-0851-6565"},"institutions":[{"id":"https://openalex.org/I114017466","display_name":"University of Technology Sydney","ror":"https://ror.org/03f0f6041","country_code":"AU","type":"education","lineage":["https://openalex.org/I114017466"]},{"id":"https://openalex.org/I4210105551","display_name":"ATA Engineering (United States)","ror":"https://ror.org/01gp78072","country_code":"US","type":"company","lineage":["https://openalex.org/I4210105551"]}],"countries":["AU","US"],"is_corresponding":false,"raw_author_name":"Jie Lei","raw_affiliation_strings":["School of Electrical and Data Engineering, University of Technology Sydney, Sydney, NSW, Australia","School of Electrical and Data Engineering, University of Technology Sydney, USA"],"raw_orcid":"https://orcid.org/0000-0003-0851-6565","affiliations":[{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, Sydney, NSW, Australia","institution_ids":["https://openalex.org/I114017466"]},{"raw_affiliation_string":"School of Electrical and Data Engineering, University of Technology Sydney, USA","institution_ids":["https://openalex.org/I4210105551"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067798266","display_name":"Yunsong Li","orcid":"https://orcid.org/0000-0002-0234-6270"},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunsong Li","raw_affiliation_strings":["State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-0234-6270","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Integrated Services Networks, Xidian University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":68.7612,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.99862113,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"35","issue":"8","first_page":"7605","last_page":"7617"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9175000190734863,"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"}},"topics":[{"id":"https://openalex.org/T10757","display_name":"Geographic Information Systems Studies","score":0.9175000190734863,"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/modal","display_name":"Modal","score":0.7110442519187927},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5275806188583374},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.39047765731811523},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.15539535880088806},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14684370160102844}],"concepts":[{"id":"https://openalex.org/C71139939","wikidata":"https://www.wikidata.org/wiki/Q910194","display_name":"Modal","level":2,"score":0.7110442519187927},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5275806188583374},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.39047765731811523},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.15539535880088806},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14684370160102844},{"id":"https://openalex.org/C188027245","wikidata":"https://www.wikidata.org/wiki/Q750446","display_name":"Polymer chemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3549750","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3549750","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Transactions on Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4583694037","display_name":null,"funder_award_id":"U22B2014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G460295362","display_name":null,"funder_award_id":"No.2023YFE0208100","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5402131352","display_name":null,"funder_award_id":"62371365","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5457114622","display_name":null,"funder_award_id":"U24B20136","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5538951345","display_name":null,"funder_award_id":"62121001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5721138531","display_name":null,"funder_award_id":"62322117","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7051067770","display_name":null,"funder_award_id":"2023YFE0208100","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8508741111","display_name":"\u9762\u5411\u661f\u4e0a\u5b9e\u65f6\u5904\u7406\u7684\u9ad8\u5149\u8c31\u56fe\u50cf\u76ee\u6807\u68c0\u6d4b\u7b97\u6cd5\u7814\u7a76","funder_award_id":"62071360","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/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":51,"referenced_works":["https://openalex.org/W1965309615","https://openalex.org/W3098802639","https://openalex.org/W3151130473","https://openalex.org/W3168367808","https://openalex.org/W3172942063","https://openalex.org/W3191251640","https://openalex.org/W3201927751","https://openalex.org/W3209698263","https://openalex.org/W3213454282","https://openalex.org/W4283732315","https://openalex.org/W4285606530","https://openalex.org/W4294959213","https://openalex.org/W4312208437","https://openalex.org/W4312465065","https://openalex.org/W4312558481","https://openalex.org/W4312804044","https://openalex.org/W4313156423","https://openalex.org/W4313476697","https://openalex.org/W4313591171","https://openalex.org/W4366503951","https://openalex.org/W4376456352","https://openalex.org/W4379984088","https://openalex.org/W4380763457","https://openalex.org/W4384916907","https://openalex.org/W4386057806","https://openalex.org/W4386065402","https://openalex.org/W4386790226","https://openalex.org/W4387415336","https://openalex.org/W4390848649","https://openalex.org/W4392796571","https://openalex.org/W4393147855","https://openalex.org/W4394625732","https://openalex.org/W4399074152","https://openalex.org/W4399154557","https://openalex.org/W4400391064","https://openalex.org/W4404199657","https://openalex.org/W4405953164","https://openalex.org/W4406046828","https://openalex.org/W6755207826","https://openalex.org/W6790019176","https://openalex.org/W6791353385","https://openalex.org/W6796487566","https://openalex.org/W6809885388","https://openalex.org/W6841660130","https://openalex.org/W6849177959","https://openalex.org/W6855771293","https://openalex.org/W6859298233","https://openalex.org/W6861342692","https://openalex.org/W6863973777","https://openalex.org/W6865737902","https://openalex.org/W6868447922"],"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":{"Multi-modal":[0],"fusion":[1,23,44,77,90,143],"holds":[2],"great":[3],"promise":[4],"for":[5,18,75],"integrating":[6],"information":[7,37,62,161],"from":[8,63],"different":[9,124],"modalities.":[10],"However,":[11],"due":[12],"to":[13,78,92,117,163],"a":[14,69,119,140,149,205],"lack":[15],"of":[16,28,34,96,123,178],"consideration":[17],"modal":[19],"consistency,":[20],"existing":[21],"multi-modal":[22,76,141,188],"methods":[24,186],"in":[25,42,88,187,193,208],"the":[26,48,51,89,94,105,134,184,194],"field":[27],"remote":[29,195],"sensing":[30,196],"still":[31],"face":[32],"challenges":[33],"incomplete":[35],"semantic":[36,61,121],"and":[38,148,159,210],"low":[39],"computational":[40],"efficiency":[41],"their":[43],"designs.":[45],"Inspired":[46],"by":[47,101],"observation":[49],"that":[50,171],"visual":[52,64],"language":[53],"pre-training":[54],"model":[55,74],"CLIP":[56,107],"can":[57],"effectively":[58],"extract":[59],"strong":[60],"features,":[65],"we":[66,83],"propose":[67],"M3amba,":[68],"novel":[70],"end-to-end":[71],"CLIP-driven":[72,85],"Mamba":[73,142],"address":[79],"these":[80],"challenges.":[81],"Specifically,":[82],"introduce":[84],"modality-specific":[86,109],"adapters":[87],"architecture":[91,144],"avoid":[93],"bias":[95],"understanding":[97,122],"specific":[98],"domains":[99],"caused":[100],"direct":[102],"inference,":[103],"making":[104],"original":[106],"encoder":[108],"perception.":[110],"This":[111],"unified":[112],"framework":[113],"enables":[114],"minimal":[115],"training":[116,202],"achieve":[118,164],"comprehensive":[120],"modalities,":[125],"thereby":[126],"guiding":[127],"cross-modal":[128],"feature":[129],"fusion.":[130,166],"To":[131],"further":[132],"enhance":[133],"consistent":[135],"association":[136],"between":[137],"modality":[138],"mappings,":[139],"with":[145,183],"linear":[146],"complexity":[147],"cross-attention":[150],"module":[151],"Cross-SS2D":[152],"are":[153],"designed,":[154],"which":[155],"fully":[156],"considers":[157],"effective":[158],"efficient":[160],"interaction":[162],"complete":[165],"Extensive":[167],"experiments":[168],"have":[169],"shown":[170],"M3amba":[172],"has":[173],"an":[174],"average":[175],"performance":[176],"improvement":[177,207],"at":[179,216],"least":[180],"5.98%":[181],"compared":[182],"state-of-the-art":[185],"hyperspectral":[189],"image":[190],"classification":[191],"tasks":[192],"field,":[197],"while":[198],"also":[199],"demonstrating":[200],"excellent":[201],"efficiency,":[203],"achieving":[204],"double":[206],"accuracy":[209],"efficiency.":[211],"The":[212],"code":[213],"is":[214],"released":[215],"<uri":[217],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[218],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/kaka-Cao/M3amba</uri>.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":9}],"updated_date":"2026-06-13T07:54:00.901334","created_date":"2025-03-12T00:00:00"}
