{"id":"https://openalex.org/W4377866437","doi":"https://doi.org/10.48550/arxiv.2305.12170","title":"Dual-Diffusion: Dual Conditional Denoising Diffusion Probabilistic Models for Blind Super-Resolution Reconstruction in RSIs","display_name":"Dual-Diffusion: Dual Conditional Denoising Diffusion Probabilistic Models for Blind Super-Resolution Reconstruction in RSIs","publication_year":2023,"publication_date":"2023-05-20","ids":{"openalex":"https://openalex.org/W4377866437","doi":"https://doi.org/10.48550/arxiv.2305.12170"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2305.12170","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.12170","pdf_url":"https://arxiv.org/pdf/2305.12170","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2305.12170","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5061717901","display_name":"Mengze Xu","orcid":"https://orcid.org/0000-0002-2614-733X"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xu, Mengze","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033683284","display_name":"Jie Ma","orcid":"https://orcid.org/0000-0002-3900-1903"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ma, Jie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101860834","display_name":"Yuanyuan Zhu","orcid":"https://orcid.org/0000-0002-3422-8017"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhu, Yuanyuan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9865000247955322,"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"}},"topics":[{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9865000247955322,"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"}},{"id":"https://openalex.org/T12015","display_name":"Photoacoustic and Ultrasonic Imaging","score":0.9704999923706055,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9538000226020813,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/upsampling","display_name":"Upsampling","score":0.6469539403915405},{"id":"https://openalex.org/keywords/kernel","display_name":"Kernel (algebra)","score":0.6359496116638184},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6164923906326294},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6093575358390808},{"id":"https://openalex.org/keywords/diffusion","display_name":"Diffusion","score":0.5226856470108032},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.5175663828849792},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.48066866397857666},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44602644443511963},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3574691712856293},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.32859236001968384},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2954847812652588},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.22334051132202148},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.17716097831726074},{"id":"https://openalex.org/keywords/discrete-mathematics","display_name":"Discrete mathematics","score":0.1036955714225769}],"concepts":[{"id":"https://openalex.org/C110384440","wikidata":"https://www.wikidata.org/wiki/Q1143270","display_name":"Upsampling","level":3,"score":0.6469539403915405},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.6359496116638184},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6164923906326294},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6093575358390808},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5226856470108032},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.5175663828849792},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.48066866397857666},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44602644443511963},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3574691712856293},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.32859236001968384},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2954847812652588},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.22334051132202148},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.17716097831726074},{"id":"https://openalex.org/C118615104","wikidata":"https://www.wikidata.org/wiki/Q121416","display_name":"Discrete mathematics","level":1,"score":0.1036955714225769},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2305.12170","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.12170","pdf_url":"https://arxiv.org/pdf/2305.12170","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2305.12170","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2305.12170","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2305.12170","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2305.12170","pdf_url":"https://arxiv.org/pdf/2305.12170","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.75,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4377866437.pdf","grobid_xml":"https://content.openalex.org/works/W4377866437.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2062399876","https://openalex.org/W2607795551","https://openalex.org/W3155117723","https://openalex.org/W1991429770","https://openalex.org/W1983892167","https://openalex.org/W2281134365","https://openalex.org/W4310746709","https://openalex.org/W4306309518","https://openalex.org/W4385574037","https://openalex.org/W4386075645"],"abstract_inverted_index":{"Previous":[0],"super-resolution":[1],"reconstruction":[2,155],"(SR)":[3],"works":[4],"are":[5,45,53],"always":[6],"designed":[7],"on":[8,91,129],"the":[9,12,32,63,70,75,81,121,142,146,150,158,175,178,187],"assumption":[10],"that":[11],"degradation":[13,67,160],"operation":[14],"is":[15,138,200],"fixed,":[16],"such":[17],"as":[18,22,120,165],"bicubic":[19],"downsampling.":[20],"However,":[21],"for":[23,124,154],"remote":[24],"sensing":[25],"images,":[26,132],"some":[27],"unexpected":[28],"factors":[29],"can":[30],"cause":[31],"blurred":[33],"visual":[34],"performance,":[35],"like":[36],"weather":[37],"factors,":[38],"orbit":[39],"altitude,":[40],"etc.":[41],"Blind":[42],"SR":[43,59,88,196],"methods":[44],"proposed":[46],"to":[47,80,173,181],"deal":[48],"with":[49,193],"various":[50],"degradations.":[51],"There":[52],"two":[54,111],"main":[55],"challenges":[56],"of":[57,66,189],"blind":[58,87,195],"in":[60,74],"RSIs:":[61],"1)":[62],"accu-rate":[64],"estimation":[65,114,126],"kernels;":[68],"2)":[69],"realistic":[71],"image":[72],"generation":[73],"ill-posed":[76],"problem.":[77],"To":[78],"rise":[79],"challenge,":[82],"we":[83,102,168],"propose":[84],"a":[85,133,170],"novel":[86],"framework":[89],"based":[90],"dual":[92],"conditional":[93,104,166],"denoising":[94,105],"diffusion":[95,106],"probabilistic":[96,107],"models":[97,108],"(DDSR).":[98],"In":[99],"our":[100,190],"work,":[101],"introduce":[103],"(DDPM)":[109],"from":[110,177],"aspects:":[112],"kernel":[113,125,136,147],"progress":[115],"and":[116,149,162],"re-construction":[117],"progress,":[118,127,156],"named":[119],"dual-diffusion.":[122],"As":[123,153],"conditioned":[128],"low-resolution":[130],"(LR)":[131],"new":[134],"DDPM-based":[135,171],"predictor":[137],"constructed":[139],"by":[140],"studying":[141],"invertible":[143],"mapping":[144,176],"between":[145],"distribution":[148],"latent":[151],"distribution.":[152],"regarding":[157],"predicted":[159],"kernels":[161],"LR":[163,179],"images":[164,180],"information,":[167],"construct":[169],"reconstructor":[172],"learning":[174],"HR":[182],"images.":[183],"Com-prehensive":[184],"experiments":[185],"show":[186],"priority":[188],"proposal":[191],"com-pared":[192],"SOTA":[194],"methods.":[197],"Source":[198],"Code":[199],"available":[201],"at":[202],"https://github.com/Lincoln20030413/DDSR":[203]},"counts_by_year":[],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2023-05-24T00:00:00"}
