{"id":"https://openalex.org/W4408840974","doi":"https://doi.org/10.1109/tgrs.2025.3554360","title":"Diffusion-RSCC: Diffusion Probabilistic Model for Change Captioning in Remote Sensing Images","display_name":"Diffusion-RSCC: Diffusion Probabilistic Model for Change Captioning in Remote Sensing Images","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4408840974","doi":"https://doi.org/10.1109/tgrs.2025.3554360"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3554360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3554360","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":null,"display_name":"Xiaofei Yu","orcid":"https://orcid.org/0009-0006-2035-8001"},"institutions":[{"id":"https://openalex.org/I109173049","display_name":"Beijing Foreign Studies University","ror":"https://ror.org/00jdr0662","country_code":"CN","type":"education","lineage":["https://openalex.org/I109173049"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xiaofei Yu","raw_affiliation_strings":["School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0006-2035-8001","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China","institution_ids":["https://openalex.org/I109173049"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Yitong Li","orcid":"https://orcid.org/0009-0003-0395-1725"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]},{"id":"https://openalex.org/I4210118728","display_name":"State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing","ror":"https://ror.org/02bpap860","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118728"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yitong Li","raw_affiliation_strings":["State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China"],"raw_orcid":"https://orcid.org/0009-0003-0395-1725","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I4210118728","https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059828502","display_name":"Jie Ma","orcid":"https://orcid.org/0000-0001-7957-4274"},"institutions":[{"id":"https://openalex.org/I109173049","display_name":"Beijing Foreign Studies University","ror":"https://ror.org/00jdr0662","country_code":"CN","type":"education","lineage":["https://openalex.org/I109173049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Ma","raw_affiliation_strings":["School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7957-4274","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China","institution_ids":["https://openalex.org/I109173049"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100429547","display_name":"Chang Li","orcid":"https://orcid.org/0000-0003-2988-798X"},"institutions":[{"id":"https://openalex.org/I78988378","display_name":"Renmin University of China","ror":"https://ror.org/041pakw92","country_code":"CN","type":"education","lineage":["https://openalex.org/I78988378"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chang Li","raw_affiliation_strings":["School of Mathematics, Renmin University of China, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematics, Renmin University of China, Beijing, China","institution_ids":["https://openalex.org/I78988378"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5067703101","display_name":"Hanlin Wu","orcid":"https://orcid.org/0000-0002-3505-0521"},"institutions":[{"id":"https://openalex.org/I109173049","display_name":"Beijing Foreign Studies University","ror":"https://ror.org/00jdr0662","country_code":"CN","type":"education","lineage":["https://openalex.org/I109173049"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hanlin Wu","raw_affiliation_strings":["School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3505-0521","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, Beijing Foreign Studies University, Beijing, China","institution_ids":["https://openalex.org/I109173049"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I109173049"],"apc_list":null,"apc_paid":null,"fwci":17.4633,"has_fulltext":false,"cited_by_count":17,"citation_normalized_percentile":{"value":0.99122695,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","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":0.9526000022888184,"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":0.9526000022888184,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9079999923706055,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.7154302000999451},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.7106290459632874},{"id":"https://openalex.org/keywords/closed-captioning","display_name":"Closed captioning","score":0.6850991249084473},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.675846517086029},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.45569199323654175},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3380502462387085},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11265870928764343},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.10450798273086548}],"concepts":[{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.7154302000999451},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.7106290459632874},{"id":"https://openalex.org/C157657479","wikidata":"https://www.wikidata.org/wiki/Q2367247","display_name":"Closed captioning","level":3,"score":0.6850991249084473},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.675846517086029},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.45569199323654175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3380502462387085},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11265870928764343},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.10450798273086548},{"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.2025.3554360","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3554360","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/G1199700497","display_name":null,"funder_award_id":"62401064","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1483070852","display_name":null,"funder_award_id":"2024JJ040","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3013342056","display_name":null,"funder_award_id":"62101052","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3653833068","display_name":null,"funder_award_id":"2024JX068","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G381984893","display_name":null,"funder_award_id":"2024TD001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5214783091","display_name":null,"funder_award_id":"2024TD001","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7433406898","display_name":null,"funder_award_id":"2024JJ040","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G746478261","display_name":null,"funder_award_id":"22BYY055","funder_id":"https://openalex.org/F4320335869","funder_display_name":"National Social Science Fund of China"},{"id":"https://openalex.org/G8681613504","display_name":null,"funder_award_id":"2024JX068","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"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320335869","display_name":"National Social Science Fund of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":66,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1956340063","https://openalex.org/W2029654245","https://openalex.org/W2101105183","https://openalex.org/W2194775991","https://openalex.org/W2909184935","https://openalex.org/W2910587630","https://openalex.org/W2963512387","https://openalex.org/W2964196083","https://openalex.org/W2970785793","https://openalex.org/W2988981892","https://openalex.org/W3099503507","https://openalex.org/W3108170342","https://openalex.org/W3137513727","https://openalex.org/W3140300848","https://openalex.org/W3155072588","https://openalex.org/W3175933895","https://openalex.org/W3179303890","https://openalex.org/W3203526456","https://openalex.org/W3207627484","https://openalex.org/W4213455776","https://openalex.org/W4286896674","https://openalex.org/W4289537913","https://openalex.org/W4292348075","https://openalex.org/W4312364622","https://openalex.org/W4313021481","https://openalex.org/W4321608137","https://openalex.org/W4362598957","https://openalex.org/W4366996284","https://openalex.org/W4367721767","https://openalex.org/W4385245566","https://openalex.org/W4385569744","https://openalex.org/W4385756611","https://openalex.org/W4386065764","https://openalex.org/W4386071957","https://openalex.org/W4386072307","https://openalex.org/W4386076368","https://openalex.org/W4386113271","https://openalex.org/W4387350510","https://openalex.org/W4389610328","https://openalex.org/W4390871964","https://openalex.org/W4390872556","https://openalex.org/W4391467945","https://openalex.org/W4391528928","https://openalex.org/W4392309149","https://openalex.org/W4392406194","https://openalex.org/W4392543906","https://openalex.org/W4392909601","https://openalex.org/W4393305210","https://openalex.org/W4400489056","https://openalex.org/W4402261590","https://openalex.org/W6678262379","https://openalex.org/W6682631176","https://openalex.org/W6755207826","https://openalex.org/W6779823529","https://openalex.org/W6797816506","https://openalex.org/W6802779907","https://openalex.org/W6804484618","https://openalex.org/W6810940779","https://openalex.org/W6838815585","https://openalex.org/W6840815571","https://openalex.org/W6842958722","https://openalex.org/W6846176957","https://openalex.org/W6850554694","https://openalex.org/W6862391060","https://openalex.org/W6863893516"],"related_works":["https://openalex.org/W4210416330","https://openalex.org/W2775506363","https://openalex.org/W3088136942","https://openalex.org/W2963177403","https://openalex.org/W4290852288","https://openalex.org/W2949362007","https://openalex.org/W4283207562","https://openalex.org/W2330246314","https://openalex.org/W2949522393","https://openalex.org/W4289422896"],"abstract_inverted_index":{"Remote":[0],"sensing":[1,19],"image":[2,20],"change":[3,35,64],"captioning":[4,36],"(RSICC)":[5],"aims":[6],"at":[7],"generating":[8,50],"human-like":[9],"language":[10],"to":[11,92,105,112,128,157],"describe":[12],"the":[13,56,62,97,108,141,144,166,173],"semantic":[14],"changes":[15],"between":[16],"bitemporal":[17],"remote":[18],"(RSI)":[21],"pairs.":[22],"It":[23],"provides":[24,147],"valuable":[25],"insight":[26],"into":[27],"environmental":[28],"dynamics":[29],"and":[30,49,123,132,155,169,178,196],"land":[31],"management.":[32],"Unlike":[33],"conventional":[34],"(CC)":[37],"tasks,":[38],"RSICC":[39],"involves":[40],"not":[41],"only":[42],"retrieving":[43],"relevant":[44],"information":[45],"across":[46,193],"different":[47],"modalities":[48],"fluent":[51],"captions":[52,159],"but":[53],"also":[54],"mitigating":[55],"impact":[57],"of":[58,175,180],"pixel-level":[59],"differences":[60],"on":[61,165],"terrain":[63],"localization.":[65],"Pixel-level":[66],"discrepancies":[67],"over":[68,190],"a":[69,82,102,113,148],"long":[70],"time":[71],"span":[72],"decrease":[73],"caption":[74,110,138],"accuracy.":[75,139],"To":[76],"address":[77],"these":[78],"problems,":[79],"we":[80,100],"propose":[81],"probabilistic":[83],"diffusion-based":[84],"model":[85],"that":[86],"leverages":[87],"its":[88,181],"remarkable":[89],"generative":[90],"capability":[91],"produce":[93],"flexible":[94],"captions.":[95],"In":[96,140],"training":[98,142],"phase,":[99,143],"construct":[101],"condition":[103,145],"denoiser":[104,118,146],"efficiently":[106],"map":[107],"real":[109],"distribution":[111],"standard":[114],"Gaussian":[115],"distribution.":[116],"This":[117],"incorporates":[119],"cross-mode":[120],"fusion":[121],"(CMF)":[122],"stacking":[124],"self-attention":[125],"(SSA)":[126],"modules":[127],"enhance":[129],"cross-modal":[130],"alignment":[131],"reduce":[133],"pixel":[134],"interference,":[135],"thereby":[136],"improving":[137],"new":[149],"strategy":[150],"for":[151],"mean":[152],"value":[153],"estimation":[154],"helps":[156],"generate":[158],"step":[160],"by":[161],"step.":[162],"Extensive":[163],"experiments":[164],"LEVIR-CC":[167],"dataset":[168,171],"DUBAI-CC":[170],"demonstrate":[172],"effectiveness":[174],"our":[176],"Diffusion-RSCC":[177],"each":[179],"individual":[182],"components.":[183],"The":[184,200],"quantitative":[185],"results":[186],"showcase":[187],"superior":[188],"performance":[189],"existing":[191],"methods":[192],"both":[194],"traditional":[195],"newly":[197],"introduced":[198],"metrics.":[199],"code":[201],"is":[202],"available":[203],"at:":[204],"<uri":[205],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[206],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/Fay-Y/Diffusion-RSCC</uri>.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":14}],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
