{"id":"https://openalex.org/W4403635802","doi":"https://doi.org/10.1109/tgrs.2024.3484526","title":"Diffusion Models and Pseudo-Change: A Transfer Learning-Based Change Detection in Remote Sensing Images","display_name":"Diffusion Models and Pseudo-Change: A Transfer Learning-Based Change Detection in Remote Sensing Images","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4403635802","doi":"https://doi.org/10.1109/tgrs.2024.3484526"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3484526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3484526","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/A5003490015","display_name":"Jia-Xin Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jia-Xin Wang","raw_affiliation_strings":["School of Public Security and Emergency, Anhui University of Science and Technology, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4753-6692","affiliations":[{"raw_affiliation_string":"School of Public Security and Emergency, Anhui University of Science and Technology, Hefei, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100416752","display_name":"Teng Li","orcid":"https://orcid.org/0000-0003-1150-088X"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Li","raw_affiliation_strings":["Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-1150-088X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Intelligent Computing and Signal Processing, Ministry of Education, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102897927","display_name":"Si-Bao Chen","orcid":"https://orcid.org/0000-0003-1481-0162"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Si-Bao Chen","raw_affiliation_strings":["Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-1481-0162","affiliations":[{"raw_affiliation_string":"Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077232320","display_name":"Chengjie Gu","orcid":"https://orcid.org/0009-0001-6597-168X"},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng-Jie Gu","raw_affiliation_strings":["School of Public Security and Emergency, Anhui University of Science and Technology, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Public Security and Emergency, Anhui University of Science and Technology, Hefei, China","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020424053","display_name":"Zhi-Hui You","orcid":null},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhi-Hui You","raw_affiliation_strings":["Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100372676","display_name":"Bin Luo","orcid":"https://orcid.org/0000-0001-5948-5055"},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bin Luo","raw_affiliation_strings":["Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-5948-5055","affiliations":[{"raw_affiliation_string":"Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, MOE Key Laboratory of ICSP, School of Computer Science and Technology, Anhui University, Hefei, China","institution_ids":["https://openalex.org/I143868143"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1478,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.81854562,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.9524000287055969,"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":0.9524000287055969,"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/change-detection","display_name":"Change detection","score":0.8409792184829712},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6921384334564209},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5333960056304932},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5277058482170105},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.32833802700042725},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.21005472540855408}],"concepts":[{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.8409792184829712},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6921384334564209},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5333960056304932},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5277058482170105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32833802700042725},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.21005472540855408},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3484526","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3484526","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":[],"awards":[{"id":"https://openalex.org/G6474056369","display_name":null,"funder_award_id":"61976004","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1976303724","https://openalex.org/W2006383776","https://openalex.org/W2102673432","https://openalex.org/W2118116484","https://openalex.org/W2194775991","https://openalex.org/W2609402060","https://openalex.org/W2787614951","https://openalex.org/W2795547044","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2910587630","https://openalex.org/W2951267175","https://openalex.org/W2962793481","https://openalex.org/W2980937832","https://openalex.org/W3017051070","https://openalex.org/W3021083751","https://openalex.org/W3027225766","https://openalex.org/W3036453075","https://openalex.org/W3048064159","https://openalex.org/W3118263816","https://openalex.org/W3120467244","https://openalex.org/W3130754787","https://openalex.org/W3180045188","https://openalex.org/W3206707760","https://openalex.org/W3216244838","https://openalex.org/W4292787438","https://openalex.org/W4310062711","https://openalex.org/W4312497550","https://openalex.org/W4312549298","https://openalex.org/W4312893921","https://openalex.org/W4327811127","https://openalex.org/W4362636814","https://openalex.org/W4380185371","https://openalex.org/W4385245566","https://openalex.org/W4385644314","https://openalex.org/W4386437562","https://openalex.org/W4387805784","https://openalex.org/W4388506784","https://openalex.org/W4391467945","https://openalex.org/W4400839928","https://openalex.org/W6763251565","https://openalex.org/W6769242847","https://openalex.org/W6779823529","https://openalex.org/W6788990321","https://openalex.org/W6795288823"],"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":{"Remote":[0],"sensing":[1],"(RS)":[2],"image":[3,84,123,127],"change":[4,45,77,99,115,148,159],"detection":[5],"(CD)":[6],"has":[7],"been":[8],"a":[9,49,59,66,82],"research":[10],"hotspot":[11],"in":[12,20,39],"recent":[13,163],"years,":[14],"which":[15],"plays":[16],"an":[17],"important":[18],"role":[19],"urban":[21],"planning":[22],"and":[23,125,134,150,165],"disaster":[24],"assessment.":[25],"However,":[26],"since":[27],"CD":[28,62,164],"labels":[29,91],"are":[30],"difficult":[31],"to":[32,35,42,70,92,97,108,113],"obtain,":[33],"how":[34],"utilize":[36],"semantic":[37,73,90,145],"information":[38,74,146,149],"RS":[40],"images":[41],"improve":[43,109],"the":[44,94,102,110,119,139,144,153,169,176],"prediction":[46],"performance":[47],"is":[48,106,182],"problem":[50],"worth":[51],"exploring.":[52],"To":[53],"solve":[54],"this":[55],"problem,":[56],"we":[57,80],"propose":[58,81],"transfer":[60,166,171],"learning-based":[61],"method":[63,87,141],"that":[64,88,138],"utilizes":[65,89],"diffusion":[67,95],"generation":[68,86],"model":[69,96,173],"translate":[71],"high-level":[72],"into":[75,147],"low-level":[76],"information.":[78],"First,":[79],"pseudo-change":[83,122],"pair":[85],"guide":[93],"generate":[98],"images.":[100],"Then,":[101],"refined":[103],"loss":[104],"(RL)":[105],"designed":[107],"model\u2019s":[111,154],"ability":[112,157],"recognize":[114],"features":[116],"based":[117],"on":[118,131],"difference":[120],"between":[121],"pairs":[124],"unlabeled":[126],"pairs.":[128],"Experimental":[129],"results":[130],"WHU-CD,":[132],"LEVIR-CD,":[133],"GoogleGZ-CD":[135],"datasets":[136],"show":[137],"proposed":[140,170],"effectively":[142],"transfers":[143],"finally":[151],"improves":[152],"feature":[155],"recognition":[156],"for":[158],"objects.":[160],"Compared":[161],"with":[162],"learning":[167,172],"methods,":[168],"(TLM)":[174],"achieves":[175],"best":[177],"performance.":[178],"The":[179],"source":[180],"code":[181],"available":[183],"at":[184],"<uri":[185],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[186],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/VCISwang/STCD</uri>.":[187]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}