{"id":"https://openalex.org/W4403390532","doi":"https://doi.org/10.1109/jstars.2024.3479703","title":"An Enhanced and Unsupervised Siamese Network With Superpixel-Guided Learning for Change Detection in Heterogeneous Remote Sensing Images","display_name":"An Enhanced and Unsupervised Siamese Network With Superpixel-Guided Learning for Change Detection in Heterogeneous Remote Sensing Images","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403390532","doi":"https://doi.org/10.1109/jstars.2024.3479703"},"language":"en","primary_location":{"id":"doi:10.1109/jstars.2024.3479703","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3479703","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":null,"license_id":null,"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.2024.3479703","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5075610139","display_name":"Zhiyuan Ji","orcid":null},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiyuan Ji","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-8183-7585","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xueqian Wang","orcid":"https://orcid.org/0000-0002-8632-6073"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueqian Wang","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-8632-6073","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zhihao Wang","orcid":"https://orcid.org/0000-0002-1287-1642"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihao Wang","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-1287-1642","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"last","author":{"id":null,"display_name":"Gang Li","orcid":"https://orcid.org/0000-0001-9755-2781"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Li","raw_affiliation_strings":["Department of Electronic Engineering, Tsinghua University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9755-2781","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Tsinghua University, Beijing, China","institution_ids":["https://openalex.org/I99065089"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I99065089"],"apc_list":{"value":1250,"currency":"USD","value_usd":1250},"apc_paid":{"value":1250,"currency":"USD","value_usd":1250},"fwci":0.5423,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.71101314,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"17","issue":null,"first_page":"19451","last_page":"19466"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9976000189781189,"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":0.9976000189781189,"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":0.9491999745368958,"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/computer-science","display_name":"Computer science","score":0.7268283367156982},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.6284897923469543},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5515468120574951},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40910574793815613},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39455631375312805},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3448091745376587}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7268283367156982},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.6284897923469543},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5515468120574951},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40910574793815613},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39455631375312805},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3448091745376587},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jstars.2024.3479703","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3479703","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":null,"license_id":null,"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:075664dad18b4daab6d91707dd03dac1","is_oa":true,"landing_page_url":"https://doaj.org/article/075664dad18b4daab6d91707dd03dac1","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 17, Pp 19451-19466 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/jstars.2024.3479703","is_oa":true,"landing_page_url":"https://doi.org/10.1109/jstars.2024.3479703","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":null,"license_id":null,"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/G7174652887","display_name":null,"funder_award_id":"62101303","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7189824073","display_name":null,"funder_award_id":"62341130","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":63,"referenced_works":["https://openalex.org/W1601139921","https://openalex.org/W2034073840","https://openalex.org/W2067441435","https://openalex.org/W2118246710","https://openalex.org/W2135228726","https://openalex.org/W2144615653","https://openalex.org/W2166052353","https://openalex.org/W2295862745","https://openalex.org/W2564140372","https://openalex.org/W2587329506","https://openalex.org/W2601564443","https://openalex.org/W2750976776","https://openalex.org/W2779571083","https://openalex.org/W2894544606","https://openalex.org/W2898200895","https://openalex.org/W2902779903","https://openalex.org/W2914651367","https://openalex.org/W2946163361","https://openalex.org/W2994033813","https://openalex.org/W3015287366","https://openalex.org/W3035241330","https://openalex.org/W3042116930","https://openalex.org/W3127348599","https://openalex.org/W3130541259","https://openalex.org/W3134586917","https://openalex.org/W3158058588","https://openalex.org/W3178882511","https://openalex.org/W3182257909","https://openalex.org/W3184550728","https://openalex.org/W3193678273","https://openalex.org/W3199538063","https://openalex.org/W3210861834","https://openalex.org/W3217580681","https://openalex.org/W4206169408","https://openalex.org/W4206437932","https://openalex.org/W4210300457","https://openalex.org/W4211188460","https://openalex.org/W4220756528","https://openalex.org/W4226046383","https://openalex.org/W4234534407","https://openalex.org/W4280623839","https://openalex.org/W4285173877","https://openalex.org/W4292258945","https://openalex.org/W4292787438","https://openalex.org/W4293811870","https://openalex.org/W4303629092","https://openalex.org/W4312383654","https://openalex.org/W4312636943","https://openalex.org/W4312877699","https://openalex.org/W4312897674","https://openalex.org/W4312939876","https://openalex.org/W4318043146","https://openalex.org/W4328131615","https://openalex.org/W4366149273","https://openalex.org/W4384162032","https://openalex.org/W4387803803","https://openalex.org/W4389169332","https://openalex.org/W4390488762","https://openalex.org/W4393171295","https://openalex.org/W4399154250","https://openalex.org/W4400672236","https://openalex.org/W6681096077","https://openalex.org/W6800561134"],"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":{"In":[0],"this":[1],"article,":[2],"we":[3,46,98],"consider":[4],"the":[5,33,43,70,76,84,92,107,113,131],"issue":[6],"of":[7,109,115,120],"change":[8],"detection":[9],"(CD)":[10],"for":[11,20,55],"heterogeneous":[12,39,58,144],"remote":[13,59,145],"sensing":[14,60,146],"images.":[15,40,61,147],"Existing":[16],"deep":[17],"learning-based":[18],"methods":[19,89,142],"CD":[21,56,141],"usually":[22],"utilize":[23,99],"square":[24,71,94],"convolution":[25],"receptive":[26,72,79,95],"fields,":[27],"which":[28],"do":[29],"not":[30],"sufficiently":[31],"exploit":[32],"contextual":[34,85],"and":[35,50,81,111],"boundary":[36,77],"information":[37,86],"in":[38,57,118,143],"To":[41],"address":[42],"aforementioned":[44],"issue,":[45],"propose":[47],"an":[48,100],"enhanced":[49],"unsupervised":[51],"Siamese":[52],"superpixel-based":[53],"network":[54],"Our":[62],"newly":[63],"proposed":[64,132],"method":[65,117,133],"innovatively":[66],"combines":[67],"superpixels":[68,110],"with":[69,91],"fields":[73,80],"to":[74,105],"generate":[75],"adherence":[78],"better":[82],"capture":[83],"than":[87,137],"existing":[88],"only":[90],"regular":[93],"fields.":[96],"Furthermore,":[97],"adaptive":[101],"superpixel":[102,121],"merging":[103],"module":[104],"prevent":[106],"oversegmentation":[108],"strengthen":[112],"robustness":[114],"our":[116],"terms":[119],"sizes.":[122],"Experiments":[123],"based":[124],"on":[125],"four":[126],"real":[127],"datasets":[128],"demonstrate":[129],"that":[130],"achieves":[134],"higher":[135],"accuracy":[136],"other":[138],"commonly":[139],"used":[140]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}