{"id":"https://openalex.org/W4407937912","doi":"https://doi.org/10.1109/tgrs.2025.3545012","title":"CDMamba: Incorporating Local Clues Into Mamba for Remote Sensing Image Binary Change Detection","display_name":"CDMamba: Incorporating Local Clues Into Mamba for Remote Sensing Image Binary Change Detection","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4407937912","doi":"https://doi.org/10.1109/tgrs.2025.3545012"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3545012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3545012","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5005661908","display_name":"Haotian Zhang","orcid":"https://orcid.org/0009-0005-1296-3984"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haotian Zhang","raw_affiliation_strings":["Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","School of Astronautics, Image Processing Center, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Astronautics, Image Processing Center, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101518544","display_name":"Keyan Chen","orcid":"https://orcid.org/0000-0003-0483-1306"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keyan Chen","raw_affiliation_strings":["Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","School of Astronautics, Image Processing Center, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Astronautics, Image Processing Center, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059677848","display_name":"Chenyang Liu","orcid":"https://orcid.org/0000-0003-3034-6646"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenyang Liu","raw_affiliation_strings":["Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","School of Astronautics, Image Processing Center, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Astronautics, Image Processing Center, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100353576","display_name":"Hao Chen","orcid":"https://orcid.org/0000-0002-6418-3761"},"institutions":[{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391012619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Chen","raw_affiliation_strings":["Shanghai Artificial Intelligence Laboratory, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Artificial Intelligence Laboratory, Shanghai, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4391012619"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088611151","display_name":"Zhengxia Zou","orcid":"https://orcid.org/0000-0003-1774-552X"},"institutions":[{"id":"https://openalex.org/I4210100255","display_name":"Beijing Academy of Artificial Intelligence","ror":"https://ror.org/016a74861","country_code":"CN","type":"other","lineage":["https://openalex.org/I4210100255"]},{"id":"https://openalex.org/I4391012619","display_name":"Shanghai Artificial Intelligence Laboratory","ror":"https://ror.org/03wkvpx79","country_code":null,"type":"facility","lineage":["https://openalex.org/I4391012619"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengxia Zou","raw_affiliation_strings":["Shanghai Artificial Intelligence Laboratory, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"Shanghai Artificial Intelligence Laboratory, Shanghai, China","institution_ids":["https://openalex.org/I4210100255","https://openalex.org/I4391012619"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5058849690","display_name":"Zhenwei Shi","orcid":"https://orcid.org/0000-0002-4772-3172"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenwei Shi","raw_affiliation_strings":["Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","School of Astronautics, Image Processing Center, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Image Processing Center, School of Astronautics, and the State Key Laboratory of Virtual Reality Technology and Systems, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]},{"raw_affiliation_string":"School of Astronautics, Image Processing Center, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5005661908"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":87.7015,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.99970547,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"16"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.921999990940094,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.921999990940094,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9205999970436096,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6498666405677795},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.5507208704948425},{"id":"https://openalex.org/keywords/binary-number","display_name":"Binary number","score":0.530808687210083},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5285835266113281},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4490710198879242},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38947558403015137},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3718246817588806},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.35973748564720154},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12128216028213501}],"concepts":[{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6498666405677795},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.5507208704948425},{"id":"https://openalex.org/C48372109","wikidata":"https://www.wikidata.org/wiki/Q3913","display_name":"Binary number","level":2,"score":0.530808687210083},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5285835266113281},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4490710198879242},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38947558403015137},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3718246817588806},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.35973748564720154},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12128216028213501},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3545012","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3545012","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Climate action","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G6529542766","display_name":null,"funder_award_id":"62471014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6733412380","display_name":null,"funder_award_id":"2022ZD0160401","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7398995703","display_name":null,"funder_award_id":"U24B20177","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8320858330","display_name":null,"funder_award_id":"62125102","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":73,"referenced_works":["https://openalex.org/W1974234045","https://openalex.org/W2036479590","https://openalex.org/W2108598243","https://openalex.org/W2144552105","https://openalex.org/W2314745469","https://openalex.org/W2332105609","https://openalex.org/W2734349601","https://openalex.org/W2805152403","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2910587630","https://openalex.org/W2951991161","https://openalex.org/W3004369358","https://openalex.org/W3027225766","https://openalex.org/W3036453075","https://openalex.org/W3081684346","https://openalex.org/W3120467244","https://openalex.org/W3130754787","https://openalex.org/W3131500599","https://openalex.org/W3133726918","https://openalex.org/W3138516171","https://openalex.org/W3176330035","https://openalex.org/W3178882511","https://openalex.org/W3180045188","https://openalex.org/W3182257909","https://openalex.org/W3195032332","https://openalex.org/W3206795908","https://openalex.org/W3211329537","https://openalex.org/W3214719104","https://openalex.org/W4206591456","https://openalex.org/W4206903870","https://openalex.org/W4225648150","https://openalex.org/W4226228401","https://openalex.org/W4226305459","https://openalex.org/W4285298122","https://openalex.org/W4292258945","https://openalex.org/W4292348075","https://openalex.org/W4308235961","https://openalex.org/W4311187275","https://openalex.org/W4312282219","https://openalex.org/W4312349930","https://openalex.org/W4312549298","https://openalex.org/W4312820606","https://openalex.org/W4312956782","https://openalex.org/W4313007769","https://openalex.org/W4318767292","https://openalex.org/W4320930577","https://openalex.org/W4321232185","https://openalex.org/W4377079808","https://openalex.org/W4391021462","https://openalex.org/W4392909631","https://openalex.org/W4394007483","https://openalex.org/W4398249074","https://openalex.org/W4399154429","https://openalex.org/W4400448280","https://openalex.org/W4403152483","https://openalex.org/W4403977303","https://openalex.org/W6697991780","https://openalex.org/W6761628794","https://openalex.org/W6769242847","https://openalex.org/W6789317445","https://openalex.org/W6797399245","https://openalex.org/W6803444062","https://openalex.org/W6859298233","https://openalex.org/W6860915106","https://openalex.org/W6861213978","https://openalex.org/W6861342692","https://openalex.org/W6861387779","https://openalex.org/W6862087182","https://openalex.org/W6862334011","https://openalex.org/W6862363860","https://openalex.org/W6862384183","https://openalex.org/W6863218821"],"related_works":["https://openalex.org/W2568858292","https://openalex.org/W1515964938","https://openalex.org/W2389381914","https://openalex.org/W2376528221","https://openalex.org/W196800607","https://openalex.org/W2359428812","https://openalex.org/W3181296946","https://openalex.org/W2015705630","https://openalex.org/W2355368334","https://openalex.org/W2073313993"],"abstract_inverted_index":{"Recently,":[0],"the":[1,36,43,49,85,95,107,112,134,143,155,176,195,200],"Mamba":[2,98],"architecture":[3],"based":[4],"on":[5,184,211],"state-space":[6],"models":[7],"has":[8,21],"demonstrated":[9],"remarkable":[10],"performance":[11],"in":[12,56,128],"a":[13,68],"series":[14],"of":[15,46,97,136,178],"natural":[16],"language":[17],"processing":[18],"tasks":[19,59],"and":[20,76,103,121,213],"been":[22],"rapidly":[23],"applied":[24],"to":[25,93,99,105,110,124,152,194],"remote":[26],"sensing":[27],"change":[28,170],"detection":[29,127],"(CD)":[30],"tasks.":[31,83,131],"However,":[32],"most":[33],"methods":[34,117,197],"enhance":[35,106],"global":[37,75,101],"receptive":[38],"field":[39],"by":[40,159,208],"directly":[41],"modifying":[42],"scanning":[44],"mode":[45],"Mamba,":[47],"neglecting":[48],"crucial":[50],"role":[51],"that":[52,114,167,188],"local":[53,77,108],"information":[54],"plays":[55],"dense":[57,129],"prediction":[58,130],"(e.g.,":[60],"binary":[61,81],"CD).":[62],"In":[63],"this":[64],"article,":[65],"we":[66],"propose":[67],"model":[69],"called":[70],"CDMamba,":[71],"which":[72],"effectively":[73],"combines":[74],"features":[78,102,171],"for":[79,141],"handling":[80],"CD":[82],"Specifically,":[84],"scaled":[86],"residual":[87],"ConvMamba":[88],"(SRCM)":[89],"block":[90,149],"is":[91,150,166,192,218],"proposed":[92,151,190],"utilize":[94],"ability":[96],"extract":[100],"convolution":[104],"details,":[109],"alleviate":[111],"issue":[113],"current":[115,196],"Mamba-based":[116],"lack":[118],"detailed":[119],"clues":[120],"are":[122,206],"difficult":[123],"achieve":[125],"fine":[126],"Furthermore,":[132],"considering":[133],"characteristics":[135],"bi-temporal":[137,156],"feature":[138],"interaction":[139,157],"required":[140],"CD,":[142],"adaptive":[144],"global\u2013local":[145],"guided":[146,158],"fusion":[147],"(AGLGF)":[148],"dynamically":[153],"facilitate":[154],"other":[160,179],"temporal":[161,180],"global/local":[162],"features.":[163,181],"Our":[164,216],"intuition":[165],"more":[168],"discriminative":[169],"can":[172],"be":[173],"acquired":[174],"with":[175],"guidance":[177],"Extensive":[182],"experiments":[183],"five":[185],"datasets":[186],"demonstrate":[187],"our":[189],"CDMamba":[191],"comparable":[193],"(such":[198],"as":[199],"F1/intersection":[201],"over":[202],"union":[203],"(IoU)":[204],"scores":[205],"improved":[207],"2.10%/3.00%,":[209],"2.44%/2.91%,":[210],"LEVIR+CD":[212],"CLCD,":[214],"respectively).":[215],"code":[217],"open-sourced":[219],"at":[220],"<uri":[221],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[222],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/zmoka-zht/CDMamba</uri>.":[223]},"counts_by_year":[{"year":2026,"cited_by_count":20},{"year":2025,"cited_by_count":52}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
