{"id":"https://openalex.org/W4414110769","doi":"https://doi.org/10.1109/jstars.2025.3608283","title":"MambaCL: A Contrastive Learning Framework for Change Detection on Pseudotemporal Images Using Visual State Space Model","display_name":"MambaCL: A Contrastive Learning Framework for Change Detection on Pseudotemporal Images Using Visual State Space Model","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4414110769","doi":"https://doi.org/10.1109/jstars.2025.3608283"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2025.3608283","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3608283","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.2025.3608283","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5104339985","display_name":"Simin Lin","orcid":"https://orcid.org/0009-0005-7720-1796"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Simin Lin","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Jiaqi Li","orcid":"https://orcid.org/0009-0002-4912-5608"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Li","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114849313","display_name":"Jiangdi Ru","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiangdi Ru","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070679027","display_name":"Keyao Wen","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keyao Wen","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057736812","display_name":"\u6d69\u5e73 \u5ddd\u526f","orcid":"https://orcid.org/0000-0002-8112-5950"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Fu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101623982","display_name":"Mengxi Liu","orcid":"https://orcid.org/0000-0001-5237-4758"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mengxi Liu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010856973","display_name":"Qian Shi","orcid":"https://orcid.org/0000-0002-1276-0352"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qian Shi","raw_affiliation_strings":["Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-Simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]},{"raw_affiliation_string":"Guangdong Provincial Key Laboratory for Urbanization and Geo-simulation, School of Geography and Planning, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5104339985"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":1.0862,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.83352606,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"18","issue":null,"first_page":"23713","last_page":"23727"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.7347000241279602,"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":0.7347000241279602,"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/robustness","display_name":"Robustness (evolution)","score":0.8136000037193298},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.6057000160217285},{"id":"https://openalex.org/keywords/fuse","display_name":"Fuse (electrical)","score":0.4587000012397766},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.45170000195503235},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.3869999945163727},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.3573000133037567}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8136000037193298},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7878999710083008},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6832000017166138},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.6057000160217285},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4733000099658966},{"id":"https://openalex.org/C141353440","wikidata":"https://www.wikidata.org/wiki/Q182221","display_name":"Fuse (electrical)","level":2,"score":0.4587000012397766},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.45170000195503235},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.3869999945163727},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.3573000133037567},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.35530000925064087},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.35409998893737793},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3257000148296356},{"id":"https://openalex.org/C2776502983","wikidata":"https://www.wikidata.org/wiki/Q690182","display_name":"Contrast (vision)","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C2776151529","wikidata":"https://www.wikidata.org/wiki/Q3045304","display_name":"Object detection","level":3,"score":0.28029999136924744},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2757999897003174}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2025.3608283","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3608283","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:doaj.org/article:f52af12af3a54859a7a9b234f7b2786a","is_oa":true,"landing_page_url":"https://doaj.org/article/f52af12af3a54859a7a9b234f7b2786a","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","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 23713-23727 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2025.3608283","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2025.3608283","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":[],"awards":[{"id":"https://openalex.org/G860287932","display_name":null,"funder_award_id":"42222106","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1967286101","https://openalex.org/W1972022496","https://openalex.org/W2011068521","https://openalex.org/W2036798369","https://openalex.org/W2107450528","https://openalex.org/W2112796928","https://openalex.org/W2140023211","https://openalex.org/W2148002057","https://openalex.org/W2165577558","https://openalex.org/W2598926251","https://openalex.org/W2735042947","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2984033187","https://openalex.org/W2984954051","https://openalex.org/W2991391304","https://openalex.org/W3027225766","https://openalex.org/W3035524453","https://openalex.org/W3113081737","https://openalex.org/W3114632476","https://openalex.org/W3124933334","https://openalex.org/W3130754787","https://openalex.org/W3144483443","https://openalex.org/W3151168706","https://openalex.org/W3168822201","https://openalex.org/W3171007011","https://openalex.org/W3180045188","https://openalex.org/W3183600011","https://openalex.org/W3200021186","https://openalex.org/W4210642697","https://openalex.org/W4226058394","https://openalex.org/W4285298122","https://openalex.org/W4289932046","https://openalex.org/W4292348075","https://openalex.org/W4312549298","https://openalex.org/W4352977361","https://openalex.org/W4366091608","https://openalex.org/W4385863649","https://openalex.org/W4386041175","https://openalex.org/W4386071525","https://openalex.org/W4388152217","https://openalex.org/W4389988275","https://openalex.org/W4390344318","https://openalex.org/W4392978985","https://openalex.org/W4394007483","https://openalex.org/W4396909893","https://openalex.org/W4399154429","https://openalex.org/W4402899258","https://openalex.org/W4403635802","https://openalex.org/W4404695609","https://openalex.org/W4406089762","https://openalex.org/W4410915127","https://openalex.org/W4414404693"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"With":[0],"the":[1,31,48,72,112,167,184,205,216,224,233],"continuous":[2],"development":[3],"of":[4,50,214,221,230],"remote":[5,19,37],"sensing":[6,20,38],"sensors":[7],"and":[8,77,90,150,175,187,227],"image":[9],"processing":[10],"technology,":[11],"methods":[12,43,66],"typified":[13],"by":[14],"deep":[15],"learning":[16,102,161],"are":[17,67],"leading":[18],"change":[21,105,134],"detection":[22,106],"(RSCD)":[23],"towards":[24],"an":[25,212,219,228],"increasingly":[26],"refined":[27],"direction.":[28],"Due":[29],"to":[30,46,70,79,129,147,165],"significant":[32],"spatiotemporal":[33],"heterogeneity":[34],"in":[35,52,74,87,180],"high-resolution":[36],"images":[39,76],"(RSIs),":[40],"current":[41],"RSCD":[42,199],"have":[44],"attempted":[45],"enhance":[47],"robustness":[49,169],"models":[51],"dealing":[53],"with":[54],"easily":[55],"confused":[56],"backgrounds":[57],"through":[58],"data":[59],"augmentation":[60],"or":[61],"attention":[62],"mechanisms.":[63],"However,":[64],"these":[65],"often":[68],"limited":[69],"modeling":[71],"differences":[73],"dual-temporal":[75],"fail":[78],"address":[80],"complex":[81,132],"temporal":[82,133,171],"perturbations,":[83],"such":[84],"as":[85,118],"changes":[86],"imaging":[88],"conditions":[89],"seasonal":[91],"changes.":[92],"To":[93],"tackle":[94],"this":[95,97,181],"challenge,":[96],"paper":[98,182],"introduces":[99],"a":[100,123,156],"contrastive":[101],"framework":[103],"for":[104],"based":[107,139],"on":[108,140,183,198,204,223,232],"pseudo-temporal":[109,125],"images,":[110],"utilizing":[111],"Visual":[113],"State":[114],"Space":[115],"Model":[116],"(named":[117],"MambaCL).":[119],"Specifically,":[120,209],"MambaCL":[121,195],"proposes":[122],"three-branch":[124],"input":[126],"model":[127,131,144],"designed":[128],"explicitly":[130],"features.":[135,154],"A":[136],"FusionMamba":[137],"encoder":[138],"visual":[141],"state":[142],"space":[143],"is":[145,163],"constructed":[146],"efficiently":[148],"extract":[149],"fuse":[151],"long-term":[152],"contextual":[153],"Besides,":[155],"global":[157],"dense":[158],"joint":[159],"contrast":[160],"strategy":[162],"proposed":[164],"bolster":[166],"model's":[168],"against":[170],"variations.":[172],"Comparative":[173],"experiments":[174],"ablation":[176],"studies":[177],"were":[178],"conducted":[179],"BCDD,":[185],"CLCD,":[186],"LEVIR-CD":[188,234],"datasets.":[189],"The":[190],"quantitative":[191],"results":[192,203],"indicated":[193],"that":[194],"performs":[196],"effectively":[197],"task,":[200],"achieving":[201],"state-of-the-art":[202],"above":[206],"three":[207],"benchmarks.":[208],"it":[210],"obtained":[211],"F1-score":[213,220,229],"89.84%":[215],"BCDD":[217],"dataset,":[218,226,235],"81.29%":[222],"CLCD":[225],"91.42%":[231],"respectively.":[236]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}