{"id":"https://openalex.org/W4411019916","doi":"https://doi.org/10.1109/jstars.2025.3576433","title":"Bitemporal Remote Sensing Change Detection With State-Space Models","display_name":"Bitemporal Remote Sensing Change Detection With State-Space Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411019916","doi":"https://doi.org/10.1109/jstars.2025.3576433"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3576433","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3576433","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","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/jstars.2025.3576433","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101572893","display_name":"Lukun Wang","orcid":"https://orcid.org/0000-0001-9207-7424"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lukun Wang","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, Taian, China"],"raw_orcid":"https://orcid.org/0000-0001-9207-7424","affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, Taian, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064366019","display_name":"Qingling Sun","orcid":"https://orcid.org/0009-0005-5810-1191"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qihang Sun","raw_affiliation_strings":["College of Intelligent Equipment, Shandong University of Science and Technology, Taian, China"],"raw_orcid":"https://orcid.org/0009-0005-5810-1191","affiliations":[{"raw_affiliation_string":"College of Intelligent Equipment, Shandong University of Science and Technology, Taian, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029365003","display_name":"Jiaming Pei","orcid":"https://orcid.org/0000-0003-2774-0511"},"institutions":[{"id":"https://openalex.org/I129604602","display_name":"The University of Sydney","ror":"https://ror.org/0384j8v12","country_code":"AU","type":"education","lineage":["https://openalex.org/I129604602"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jiaming Pei","raw_affiliation_strings":["University of Sydney, Camperdown, NSW, Australia"],"raw_orcid":"https://orcid.org/0000-0003-2774-0511","affiliations":[{"raw_affiliation_string":"University of Sydney, Camperdown, NSW, Australia","institution_ids":["https://openalex.org/I129604602"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100732302","display_name":"Muhammad Attique Khan","orcid":"https://orcid.org/0000-0001-5723-3858"},"institutions":[{"id":"https://openalex.org/I138564716","display_name":"Prince Mohammad bin Fahd University","ror":"https://ror.org/03d64na34","country_code":"SA","type":"education","lineage":["https://openalex.org/I138564716"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Muhammad Attique Khan","raw_affiliation_strings":["Center of AI, Prince Mohammad bin Fahd University, Al Khobar, Saudi Arabia","Center of AI, Prince Mohammad bin Fahd University, KSA, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0001-5723-3858","affiliations":[{"raw_affiliation_string":"Center of AI, Prince Mohammad bin Fahd University, Al Khobar, Saudi Arabia","institution_ids":["https://openalex.org/I138564716"]},{"raw_affiliation_string":"Center of AI, Prince Mohammad bin Fahd University, KSA, Saudi Arabia","institution_ids":["https://openalex.org/I138564716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015487601","display_name":"Maryam M. Al Dabel","orcid":"https://orcid.org/0000-0003-4371-8939"},"institutions":[{"id":"https://openalex.org/I4210112337","display_name":"University of Hafr Al-Batin","ror":"https://ror.org/021jt1927","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210112337"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Maryam M. Al Dabel","raw_affiliation_strings":["Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Hafar Al Batin, Saudi Arabia","Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0003-4371-8939","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Hafar Al Batin, Saudi Arabia","institution_ids":["https://openalex.org/I4210112337"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, College of Computer Science and Engineering, University of Hafr Al Batin, Saudi Arabia","institution_ids":["https://openalex.org/I4210112337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076931295","display_name":"Yasser D. Al\u2010Otaibi","orcid":"https://orcid.org/0000-0002-1464-8401"},"institutions":[{"id":"https://openalex.org/I185163786","display_name":"King Abdulaziz University","ror":"https://ror.org/02ma4wv74","country_code":"SA","type":"education","lineage":["https://openalex.org/I185163786"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Yasser D. Al-Otaibi","raw_affiliation_strings":["Department of Information Systems, Faculty of Computing and Information Technology in Rabigh, King Abdulaziz University, Jeddah, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-1464-8401","affiliations":[{"raw_affiliation_string":"Department of Information Systems, Faculty of Computing and Information Technology in Rabigh, King Abdulaziz University, Jeddah, Saudi Arabia","institution_ids":["https://openalex.org/I185163786"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088617561","display_name":"Ali Kashif Bashir","orcid":"https://orcid.org/0000-0003-2601-9327"},"institutions":[{"id":"https://openalex.org/I11983389","display_name":"Manchester Metropolitan University","ror":"https://ror.org/02hstj355","country_code":"GB","type":"education","lineage":["https://openalex.org/I11983389"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ali Kashif Bashir","raw_affiliation_strings":["Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","Department of Computing and Mathematics, Manchester Metropolitan University, UK"],"raw_orcid":"https://orcid.org/0000-0003-2601-9327","affiliations":[{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, Manchester, U.K","institution_ids":["https://openalex.org/I11983389"]},{"raw_affiliation_string":"Department of Computing and Mathematics, Manchester Metropolitan University, UK","institution_ids":["https://openalex.org/I11983389"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":1.5239,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.83886174,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"18","issue":null,"first_page":"14942","last_page":"14954"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9203000068664551,"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":0.9203000068664551,"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/computer-science","display_name":"Computer science","score":0.6400243639945984},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6159253716468811},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.44713398814201355},{"id":"https://openalex.org/keywords/state-space","display_name":"State space","score":0.41335248947143555},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2017306089401245},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.1348116397857666},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.0589466392993927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6400243639945984},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6159253716468811},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.44713398814201355},{"id":"https://openalex.org/C72434380","wikidata":"https://www.wikidata.org/wiki/Q230930","display_name":"State space","level":2,"score":0.41335248947143555},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2017306089401245},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.1348116397857666},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0589466392993927},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.1109/jstars.2025.3576433","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3576433","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:e-space.mmu.ac.uk:640566","is_oa":false,"landing_page_url":"https://orcid.org/0000-0001-9207-7424","pdf_url":null,"source":{"id":"https://openalex.org/S4306401617","display_name":"e-space (Manchester Metropolitan University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I11983389","host_organization_name":"Manchester Metropolitan University","host_organization_lineage":["https://openalex.org/I11983389"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"pmh:oai:doaj.org/article:26fd4460611b4dbd945d66c848fb5f58","is_oa":true,"landing_page_url":"https://doaj.org/article/26fd4460611b4dbd945d66c848fb5f58","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 Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 18, Pp 14942-14954 (2025)","raw_type":"article"},{"id":"pmh:oai:figshare.com:article/32548632","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Bi-Temporal_Remote_Sensing_Change_Detection_with_State_Space_Models/32548632","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:figshare.com:article/32554764","is_oa":true,"landing_page_url":"https://figshare.com/articles/journal_contribution/Bitemporal_Remote_Sensing_Change_Detection_With_State-Space_Models/32554764","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3576433","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3576433","pdf_url":null,"source":{"id":"https://openalex.org/S117727964","display_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","issn_l":"1939-1404","issn":["1939-1404","2151-1535"],"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.4699999988079071,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":52,"referenced_works":["https://openalex.org/W2101926813","https://openalex.org/W2112796928","https://openalex.org/W2795587607","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W3027225766","https://openalex.org/W3120467244","https://openalex.org/W3130754787","https://openalex.org/W3180045188","https://openalex.org/W3211474784","https://openalex.org/W4312549298","https://openalex.org/W4362653113","https://openalex.org/W4385245566","https://openalex.org/W4385863649","https://openalex.org/W4386158869","https://openalex.org/W4386160455","https://openalex.org/W4386702641","https://openalex.org/W4387010295","https://openalex.org/W4387802413","https://openalex.org/W4387803623","https://openalex.org/W4387917939","https://openalex.org/W4388506784","https://openalex.org/W4391559577","https://openalex.org/W4392174060","https://openalex.org/W4394007483","https://openalex.org/W4400081502","https://openalex.org/W4400448280","https://openalex.org/W4400867263","https://openalex.org/W4402774281","https://openalex.org/W4403760842","https://openalex.org/W4408788148","https://openalex.org/W4409219475","https://openalex.org/W4409262544","https://openalex.org/W4409365601","https://openalex.org/W4409367296","https://openalex.org/W4409580845","https://openalex.org/W4410915127","https://openalex.org/W6637297989","https://openalex.org/W6753737009","https://openalex.org/W6757817989","https://openalex.org/W6809915218","https://openalex.org/W6857121873","https://openalex.org/W6858710903","https://openalex.org/W6859298233","https://openalex.org/W6861342692","https://openalex.org/W6862846459","https://openalex.org/W6869762730","https://openalex.org/W6869812824","https://openalex.org/W6873210885","https://openalex.org/W6876739785","https://openalex.org/W6948015025","https://openalex.org/W6948052128"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2568858292","https://openalex.org/W1515964938","https://openalex.org/W2389381914","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345"],"abstract_inverted_index":{"Change":[0],"detection":[1,77,191],"in":[2,29,66,98,134,189],"very":[3],"high-resolution":[4],"(VHR)":[5],"remote":[6,209],"sensing":[7,210],"images":[8],"has":[9,32],"gained":[10],"significant":[11],"attention,":[12],"particularly":[13],"with":[14,205],"the":[15,44,52,75,82,129,180],"rise":[16],"of":[17,43,54,84,131,183],"deep":[18],"learning":[19],"techniques":[20],"like":[21],"CNNs":[22],"and":[23,119,148,211],"Transformers.":[24],"The":[25],"Mamba":[26,201],"structure,":[27],"successful":[28],"computer":[30],"vision,":[31],"been":[33],"applied":[34],"to":[35,94,165],"this":[36],"domain,":[37],"enhancing":[38],"computational":[39],"efficiency.":[40],"However,":[41],"much":[42],"research":[45],"focuses":[46],"on":[47,108,175],"improving":[48,169],"global":[49,118,149],"modeling,":[50],"neglecting":[51],"role":[53],"local":[55,120,147],"information":[56,121],"crucial":[57],"for":[58,74,202],"change":[59,76,99,190,203],"detection.":[60,100],"Moreover,":[61],"there":[62],"remains":[63],"a":[64,104,123,139,158],"gap":[65],"understanding":[67],"which":[68,115,144],"structural":[69],"modifications":[70],"are":[71],"more":[72],"suited":[73],"task.":[78],"This":[79,193],"paper":[80],"investigates":[81],"impact":[83],"different":[85],"scanning":[86,125],"mechanisms":[87],"within":[88],"Mamba,":[89],"evaluating":[90],"five":[91],"mainstream":[92],"methods":[93,188],"optimize":[95],"its":[96],"performance":[97,182],"We":[101],"propose":[102,138],"LBCDMamba,":[103],"novel":[105],"architecture":[106],"based":[107],"our":[109],"proposed":[110,164],"LocalGlobal":[111],"Selective":[112],"Scan":[113],"Module,":[114],"effectively":[116],"integrates":[117],"through":[122],"unified":[124],"strategy.":[126],"To":[127],"address":[128],"lack":[130],"fine-grained":[132],"details":[133],"current":[135],"models,":[136],"we":[137],"Multi-Branch":[140],"Patch":[141],"Attention":[142],"module,":[143],"captures":[145],"both":[146],"features":[150],"by":[151],"partitioning":[152],"data":[153],"into":[154,199],"smaller":[155],"patches.":[156],"Additionally,":[157],"Bi-Temporal":[159],"Feature":[160],"Fusion":[161],"module":[162],"is":[163],"fuse":[166],"bi-temporal":[167],"features,":[168],"temporalspatial":[170],"feature":[171],"representation.":[172],"Extensive":[173],"experiments":[174],"three":[176],"benchmark":[177],"datasets":[178],"demonstrate":[179],"superior":[181],"LBCDMamba":[184],"outperforms":[185],"existing":[186],"popular":[187],"tasks.":[192],"work":[194],"also":[195],"provides":[196],"new":[197],"insights":[198],"optimizing":[200],"detection,":[204],"potential":[206],"applications":[207],"across":[208],"related":[212],"fields.":[213]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}