{"id":"https://openalex.org/W4413145912","doi":"https://doi.org/10.1109/cvpr52734.2025.01188","title":"A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts","display_name":"A Universal Scale-Adaptive Deformable Transformer for Image Restoration across Diverse Artifacts","publication_year":2025,"publication_date":"2025-06-10","ids":{"openalex":"https://openalex.org/W4413145912","doi":"https://doi.org/10.1109/cvpr52734.2025.01188"},"language":"en","primary_location":{"id":"doi:10.1109/cvpr52734.2025.01188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.01188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100618518","display_name":"Xuyi He","orcid":"https://orcid.org/0009-0001-9058-8172"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuyi He","raw_affiliation_strings":["South China University of Technology,School of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology,School of Computer Science and Engineering","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038130835","display_name":"Yuhui Quan","orcid":"https://orcid.org/0000-0002-2564-7703"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhui Quan","raw_affiliation_strings":["South China University of Technology,School of Computer Science and Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology,School of Computer Science and Engineering","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037627177","display_name":"Ruotao Xu","orcid":"https://orcid.org/0000-0002-5277-9859"},"institutions":[{"id":"https://openalex.org/I4210144102","display_name":"Wuhu Hit Robot Technology Research Institute","ror":"https://ror.org/049w4dp92","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210144102"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruotao Xu","raw_affiliation_strings":["South China University of Technology,Institute for Super Robotics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"South China University of Technology,Institute for Super Robotics","institution_ids":["https://openalex.org/I4210144102"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5030046423","display_name":"Hui Ji","orcid":"https://orcid.org/0000-0002-1674-6056"},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Hui Ji","raw_affiliation_strings":["National University of Singapore,Department of Mathematics"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore,Department of Mathematics","institution_ids":["https://openalex.org/I165932596"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"12731","last_page":"12741"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10638","display_name":"Optical measurement and interference techniques","score":0.9873999953269958,"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/T10638","display_name":"Optical measurement and interference techniques","score":0.9873999953269958,"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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9818999767303467,"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/T12386","display_name":"Advanced X-ray and CT Imaging","score":0.9757000207901001,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.6740014553070068},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6271131038665771},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.576865553855896},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5559536814689636},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4902520775794983},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.42067861557006836},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.35042834281921387},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2715708017349243},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.11371731758117676},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.10780647397041321},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.10394370555877686},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.07202237844467163}],"concepts":[{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.6740014553070068},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6271131038665771},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.576865553855896},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5559536814689636},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4902520775794983},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.42067861557006836},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.35042834281921387},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2715708017349243},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.11371731758117676},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.10780647397041321},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.10394370555877686},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.07202237844467163},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cvpr52734.2025.01188","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cvpr52734.2025.01188","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.46000000834465027,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2357322570","https://openalex.org/W2997591215","https://openalex.org/W2227541280","https://openalex.org/W2029783634","https://openalex.org/W2979181971","https://openalex.org/W2888591766","https://openalex.org/W1598401975","https://openalex.org/W2974904990","https://openalex.org/W2365681766","https://openalex.org/W2393963626"],"abstract_inverted_index":{"Structured":[0],"artifacts":[1,35],"are":[2],"semi-regular,":[3],"repetitive":[4,71],"patterns":[5,53,72],"that":[6,83],"closely":[7],"intertwine":[8],"with":[9,54,73],"genuine":[10],"image":[11,96,98,101],"content,":[12],"making":[13],"their":[14],"removal":[15,93],"highly":[16],"challenging.":[17],"In":[18],"this":[19],"paper,":[20],"we":[21],"introduce":[22],"the":[23],"Scale-Adaptive":[24],"Deformable":[25],"Transformer,":[26],"an":[27],"network":[28,40,85],"architecture":[29],"specifically":[30],"designed":[31],"to":[32],"eliminate":[33],"such":[34],"from":[36],"images.":[37],"The":[38],"proposed":[39],"features":[41],"two":[42],"key":[43],"components:":[44],"a":[45,61],"scale-enhanced":[46],"deformable":[47,63],"convolution":[48],"module":[49],"for":[50,66],"modeling":[51],"scale-varying":[52],"abundant":[55],"orientations":[56],"and":[57,60,76,100],"potential":[58],"distortions,":[59],"scale-adaptive":[62],"attention":[64],"mechanism":[65],"capturing":[67],"long-range":[68],"relationships":[69],"among":[70],"different":[74],"sizes":[75],"non-uniform":[77],"spatial":[78],"distributions.":[79],"Extensive":[80],"experiments":[81],"show":[82],"our":[84],"consistently":[86],"outperforms":[87],"state-of-the-art":[88],"methods":[89],"in":[90],"diverse":[91],"artifact":[92],"tasks,":[94],"including":[95],"deraining,":[97],"demoir\u00e9ing,":[99],"debanding.":[102]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
