{"id":"https://openalex.org/W4400905630","doi":"https://doi.org/10.1109/tgrs.2024.3432819","title":"Wavelet Siamese Network With Semi-Supervised Domain Adaptation for Remote Sensing Image Change Detection","display_name":"Wavelet Siamese Network With Semi-Supervised Domain Adaptation for Remote Sensing Image Change Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400905630","doi":"https://doi.org/10.1109/tgrs.2024.3432819"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3432819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3432819","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":true,"oa_status":"gold","oa_url":"https://hdl.handle.net/10072/431834","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5033291716","display_name":"Fengchao Xiong","orcid":"https://orcid.org/0000-0002-9753-4919"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengchao Xiong","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9753-4919","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011985084","display_name":"Tianhan Li","orcid":null},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianhan Li","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101967584","display_name":"Yi Yang","orcid":"https://orcid.org/0009-0006-2715-1177"},"institutions":[{"id":"https://openalex.org/I4210114963","display_name":"Chinese Academy of Surveying and Mapping","ror":"https://ror.org/02j693n47","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210114963"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Yang","raw_affiliation_strings":["Research Center for Natural Resource Surveying and Monitoring, Chinese Academy of Surveying and Mapping, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-2715-1177","affiliations":[{"raw_affiliation_string":"Research Center for Natural Resource Surveying and Monitoring, Chinese Academy of Surveying and Mapping, Beijing, China","institution_ids":["https://openalex.org/I4210114963"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100781212","display_name":"Jun Zhou","orcid":"https://orcid.org/0000-0001-5822-8233"},"institutions":[{"id":"https://openalex.org/I11701301","display_name":"Griffith University","ror":"https://ror.org/02sc3r913","country_code":"AU","type":"education","lineage":["https://openalex.org/I11701301"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jun Zhou","raw_affiliation_strings":["School of Information and Communication Technology, Griffith University, Nathan, QLD, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5822-8233","affiliations":[{"raw_affiliation_string":"School of Information and Communication Technology, Griffith University, Nathan, QLD, Australia","institution_ids":["https://openalex.org/I11701301"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037595310","display_name":"Jianfeng Lu","orcid":"https://orcid.org/0000-0002-9190-507X"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianfeng Lu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-9190-507X","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059857918","display_name":"Yuntao Qian","orcid":"https://orcid.org/0000-0002-7418-5891"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuntao Qian","raw_affiliation_strings":["College of Computer Science, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7418-5891","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":9.7618,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.98417865,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"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":0.9871000051498413,"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":0.9871000051498413,"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":0.9099000096321106,"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":0.639568567276001},{"id":"https://openalex.org/keywords/change-detection","display_name":"Change detection","score":0.6351479291915894},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6082150936126709},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5898305773735046},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.5532959699630737},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5160805583000183},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.5041409730911255},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.48174265027046204},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.4564812183380127},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.426043838262558},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41033926606178284},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.24859708547592163}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.639568567276001},{"id":"https://openalex.org/C203595873","wikidata":"https://www.wikidata.org/wiki/Q25389927","display_name":"Change detection","level":2,"score":0.6351479291915894},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6082150936126709},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5898305773735046},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5532959699630737},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5160805583000183},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.5041409730911255},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.48174265027046204},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.4564812183380127},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.426043838262558},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41033926606178284},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.24859708547592163},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tgrs.2024.3432819","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3432819","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"},{"id":"pmh:oai:research-repository.griffith.edu.au:10072/431834","is_oa":true,"landing_page_url":"https://hdl.handle.net/10072/431834","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"}],"best_oa_location":{"id":"pmh:oai:research-repository.griffith.edu.au:10072/431834","is_oa":true,"landing_page_url":"https://hdl.handle.net/10072/431834","pdf_url":null,"source":null,"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Journal article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5507728153","display_name":"\u9065\u611f\u5f71\u50cf\u6b27\u6c0f\u548c\u975e\u6b27\u7ed3\u6784\u534f\u540c\u5efa\u6a21\u548c\u8868\u793a\u5b66\u4e60\u7814\u7a76","funder_award_id":"62071421","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8293431511","display_name":null,"funder_award_id":"62371237","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":69,"referenced_works":["https://openalex.org/W1661193476","https://openalex.org/W1979061792","https://openalex.org/W1997413270","https://openalex.org/W2130020884","https://openalex.org/W2314669335","https://openalex.org/W2478454054","https://openalex.org/W2565639579","https://openalex.org/W2786808285","https://openalex.org/W2792827505","https://openalex.org/W2891248708","https://openalex.org/W2908320224","https://openalex.org/W2909184935","https://openalex.org/W2997043451","https://openalex.org/W3009942016","https://openalex.org/W3027225766","https://openalex.org/W3036453075","https://openalex.org/W3039883906","https://openalex.org/W3087941343","https://openalex.org/W3099503507","https://openalex.org/W3102127038","https://openalex.org/W3120467244","https://openalex.org/W3130754787","https://openalex.org/W3160330105","https://openalex.org/W3176241004","https://openalex.org/W3180045188","https://openalex.org/W3196294958","https://openalex.org/W3202757651","https://openalex.org/W4205674377","https://openalex.org/W4224212608","https://openalex.org/W4225123210","https://openalex.org/W4226087081","https://openalex.org/W4226253382","https://openalex.org/W4226305459","https://openalex.org/W4226361741","https://openalex.org/W4285243313","https://openalex.org/W4285298122","https://openalex.org/W4289656386","https://openalex.org/W4312549298","https://openalex.org/W4312939876","https://openalex.org/W4312979490","https://openalex.org/W4313023779","https://openalex.org/W4313071068","https://openalex.org/W4318767292","https://openalex.org/W4319831775","https://openalex.org/W4319865968","https://openalex.org/W4319996564","https://openalex.org/W4321021501","https://openalex.org/W4328110740","https://openalex.org/W4375928920","https://openalex.org/W4376851455","https://openalex.org/W4377007732","https://openalex.org/W4381730127","https://openalex.org/W4382047795","https://openalex.org/W4384787738","https://openalex.org/W4387146089","https://openalex.org/W4387250464","https://openalex.org/W4387803143","https://openalex.org/W4387885876","https://openalex.org/W4387917939","https://openalex.org/W4388333932","https://openalex.org/W4389169332","https://openalex.org/W4389722506","https://openalex.org/W4391892563","https://openalex.org/W4391991763","https://openalex.org/W4393128698","https://openalex.org/W4399154511","https://openalex.org/W6639480849","https://openalex.org/W6695692224","https://openalex.org/W6739696289"],"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/W2382174632","https://openalex.org/W2359428812","https://openalex.org/W2129959498","https://openalex.org/W4394775207","https://openalex.org/W2077021924"],"abstract_inverted_index":{"Change":[0],"detection":[1],"is":[2],"a":[3,31,113,137],"crucial":[4],"technique":[5],"in":[6,22,136],"remote":[7],"sensing":[8],"image":[9,83],"analysis":[10],"and":[11,18,26,86,100,106,131,148,165,187,192],"faces":[12],"challenges,":[13],"such":[14],"as":[15],"background":[16],"complexity":[17],"appearance":[19,120],"shift,":[20],"resulting":[21],"incomplete":[23],"change":[24,60],"boundaries":[25],"pseudochanges.":[27],"This":[28],"article":[29],"introduces":[30],"novel":[32],"wavelet":[33],"Siamese":[34],"network":[35,141],"with":[36],"semi-supervised":[37,114,138],"domain":[38,157],"adaptation":[39],"(DA)":[40],"to":[41,54,92,117],"address":[42],"these":[43],"issues,":[44],"named":[45],"WS-Net++.":[46],"WS-Net++":[47,111,171],"establishes":[48],"spatial\u2013frequency":[49],"interactions":[50,88],"between":[51,122,152],"bitemporal":[52,123],"images":[53],"enhance":[55],"the":[56,59,66,75,94,98,119,140,156,162,176],"completeness":[57],"of":[58,103,133,184],"boundaries.":[61],"The":[62,69,190],"spatial-domain":[63],"interaction":[64,71],"highlights":[65],"pixelwise":[67],"differences.":[68],"frequency-domain":[70,95],"first":[72],"adaptively":[73],"adjusts":[74],"contributions":[76],"from":[77],"different":[78],"frequency":[79],"components":[80],"based":[81],"on":[82,161],"context.":[84],"Within-frequency":[85],"between-frequency":[87],"are":[89],"further":[90],"constructed":[91],"capture":[93],"differences,":[96],"enabling":[97],"adaptive":[99],"effective":[101],"handling":[102],"both":[104],"overall":[105],"subtle":[107],"changes.":[108],"In":[109],"addition,":[110],"employs":[112],"DA":[115],"strategy":[116],"mitigate":[118],"shifts":[121],"images.":[124],"By":[125],"categorizing":[126],"regions":[127,132,147],"into":[128],"changed,":[129],"unchanged,":[130],"no":[134],"interest":[135],"manner,":[139],"minimizes":[142],"intraclass":[143],"discrepancies":[144,151],"within":[145],"unchanged":[146],"maximizes":[149],"interclass":[150],"changed":[153],"regions,":[154],"reducing":[155],"gap.":[158],"Experimental":[159],"results":[160],"LEVIR-CD,":[163],"WHU-CD,":[164],"CLCD":[166],"datasets":[167],"demonstrate":[168],"that":[169],"our":[170],"outperforms":[172],"alternative":[173],"methods,":[174],"achieving":[175],"<inline-formula":[177],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[178,200],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[179],"<tex-math":[180],"notation=\"LaTeX\">$F1$":[181],"</tex-math></inline-formula>":[182],"scores":[183],"91.31%,":[185],"94.52%,":[186],"79.77%,":[188],"respectively.":[189],"code":[191],"models":[193],"will":[194],"be":[195],"publicly":[196],"available":[197],"at":[198],"<uri":[199],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/JiTaiTai/WS-Net_Plus</uri>":[201],"for":[202],"reproducible":[203],"research.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":12},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
