{"id":"https://openalex.org/W7116783826","doi":"https://doi.org/10.1109/tip.2025.3644795","title":"Degradation-Aware Prompted Transformer for Unified Medical Image Restoration","display_name":"Degradation-Aware Prompted Transformer for Unified Medical Image Restoration","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7116783826","doi":"https://doi.org/10.1109/tip.2025.3644795","pmid":"https://pubmed.ncbi.nlm.nih.gov/41428924"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2025.3644795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2025.3644795","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5109105787","display_name":"J. Y. Wei","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinbao Wei","raw_affiliation_strings":["Institute of Advanced Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0003-2923-054X","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Gang Yang","orcid":"https://orcid.org/0000-0001-9403-5818"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Gang Yang","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-9403-5818","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5120982282","display_name":"Zhijie Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhijie Wang","raw_affiliation_strings":["Institute of Advanced Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-9758-3502","affiliations":[{"raw_affiliation_string":"Institute of Advanced Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006709668","display_name":"Shimin Tao","orcid":"https://orcid.org/0000-0002-2795-6921"},"institutions":[{"id":"https://openalex.org/I2250955327","display_name":"Huawei Technologies (China)","ror":"https://ror.org/00cmhce21","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250955327"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shimin Tao","raw_affiliation_strings":["Huawei 2012 Laboratory, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Huawei 2012 Laboratory, Beijing, China","institution_ids":["https://openalex.org/I2250955327"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103441469","display_name":"Aiping Liu Aiping Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Aiping Liu","raw_affiliation_strings":["Centre for Leading Medicine and Advanced Technologies of IHM, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0001-8849-5228","affiliations":[{"raw_affiliation_string":"Centre for Leading Medicine and Advanced Technologies of IHM, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5120952488","display_name":"Xun Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Chen","raw_affiliation_strings":["School of Information Science and Technology, University of Science and Technology of China, Hefei, China"],"raw_orcid":"https://orcid.org/0000-0002-4922-8116","affiliations":[{"raw_affiliation_string":"School of Information Science and Technology, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2966,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.90249865,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"34","issue":null,"first_page":"8583","last_page":"8598"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.3785000145435333,"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":0.3785000145435333,"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/T11019","display_name":"Image Enhancement Techniques","score":0.2037999927997589,"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/T11165","display_name":"Image and Video Quality Assessment","score":0.07980000227689743,"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/modular-design","display_name":"Modular design","score":0.6460000276565552},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.5846999883651733},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5376999974250793},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.506600022315979},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.44339999556541443},{"id":"https://openalex.org/keywords/modalities","display_name":"Modalities","score":0.4422999918460846},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.43689998984336853},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.4165000021457672}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7210999727249146},{"id":"https://openalex.org/C101468663","wikidata":"https://www.wikidata.org/wiki/Q1620158","display_name":"Modular design","level":2,"score":0.6460000276565552},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.5846999883651733},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5376999974250793},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.517300009727478},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.506600022315979},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.44339999556541443},{"id":"https://openalex.org/C2779903281","wikidata":"https://www.wikidata.org/wiki/Q6888026","display_name":"Modalities","level":2,"score":0.4422999918460846},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.43689998984336853},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.4165000021457672},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.39899998903274536},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.3919999897480011},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.3869999945163727},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3743000030517578},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3637999892234802},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.33009999990463257},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.32409998774528503},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.30169999599456787},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.29269999265670776},{"id":"https://openalex.org/C166704113","wikidata":"https://www.wikidata.org/wiki/Q861092","display_name":"Image registration","level":3,"score":0.2653000056743622},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.25}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D003952","descriptor_name":"Diagnostic Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D007091","descriptor_name":"Image Processing, Computer-Assisted","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D014057","descriptor_name":"Tomography, X-Ray Computed","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2025.3644795","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2025.3644795","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:41428924","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41428924","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.48507222533226013,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G1840891822","display_name":null,"funder_award_id":"W2432042","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4796041494","display_name":null,"funder_award_id":"U23A20294","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5677120918","display_name":null,"funder_award_id":"202423l10050052","funder_id":"https://openalex.org/F4320336753","funder_display_name":"Changsha Science and Technology Project"},{"id":"https://openalex.org/G6672958094","display_name":null,"funder_award_id":"82272070","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/F4320336753","display_name":"Changsha Science and Technology Project","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":53,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W2029098063","https://openalex.org/W2119047398","https://openalex.org/W2203864774","https://openalex.org/W2352595529","https://openalex.org/W2527841944","https://openalex.org/W2570202822","https://openalex.org/W2584483805","https://openalex.org/W2729145866","https://openalex.org/W2761814415","https://openalex.org/W2762996341","https://openalex.org/W2775397671","https://openalex.org/W2795063884","https://openalex.org/W2964297772","https://openalex.org/W2971695076","https://openalex.org/W3035713416","https://openalex.org/W3097571420","https://openalex.org/W3157428506","https://openalex.org/W3171125843","https://openalex.org/W3173777717","https://openalex.org/W3183434090","https://openalex.org/W3207918547","https://openalex.org/W4200341256","https://openalex.org/W4214832630","https://openalex.org/W4225672218","https://openalex.org/W4226232786","https://openalex.org/W4233762729","https://openalex.org/W4285247752","https://openalex.org/W4288391270","https://openalex.org/W4312238419","https://openalex.org/W4312373367","https://openalex.org/W4312651322","https://openalex.org/W4322622372","https://openalex.org/W4385245566","https://openalex.org/W4385767749","https://openalex.org/W4386065588","https://openalex.org/W4386065718","https://openalex.org/W4386075814","https://openalex.org/W4387225725","https://openalex.org/W4388953043","https://openalex.org/W4392114404","https://openalex.org/W4396777610","https://openalex.org/W4396782894","https://openalex.org/W4396918399","https://openalex.org/W4401539500","https://openalex.org/W4402508171","https://openalex.org/W4402952320","https://openalex.org/W4403069911","https://openalex.org/W4409018899","https://openalex.org/W4410226433","https://openalex.org/W4410737594","https://openalex.org/W4412444878"],"related_works":[],"abstract_inverted_index":{"Medical":[0],"image":[1,29],"restoration":[2,117],"(MedIR)":[3],"aims":[4],"to":[5,38,80,93,156],"recover":[6],"high-quality":[7],"images":[8],"from":[9,16],"degraded":[10],"inputs,":[11],"yet":[12],"faces":[13],"unique":[14],"challenges":[15],"physics-driven":[17],"degradations":[18,30],"and":[19,42,60,111,137,143,153,163],"multi-modal":[20,119],"task":[21,100],"interference.":[22],"While":[23],"existing":[24],"all-in-one":[25],"methods":[26,152],"handle":[27],"natural":[28],"well,":[31],"they":[32],"struggle":[33],"with":[34,73],"medical":[35,120],"scenarios":[36],"due":[37],"limited":[39],"degradation":[40,83],"perception":[41],"suboptimal":[43],"multi-task":[44],"optimization.":[45],"In":[46],"response,":[47],"we":[48],"introduce":[49],"DaPT,":[50],"a":[51,86,123],"Degradation-aware":[52],"Prompted":[53],"Transformer,":[54],"which":[55],"integrates":[56],"dynamic":[57],"prompt":[58,97,109],"learning":[59,110],"modular":[61],"expert":[62,112],"mining":[63,113],"for":[64,126],"unified":[65],"MedIR.":[66],"First,":[67],"DaPT":[68,148],"introduces":[69],"spatially":[70],"compact":[71],"prompts":[72],"optimal":[74],"transport":[75],"regularization,":[76],"amplifying":[77],"inter-prompt":[78],"differences":[79],"capture":[81],"diverse":[82,138],"patterns.":[84],"Second,":[85],"mixture":[87],"of":[88,108],"experts":[89],"dynamically":[90],"routes":[91],"inputs":[92],"specialized":[94],"modules":[95],"via":[96],"guidance,":[98],"resolving":[99],"conflicts":[101],"while":[102],"reducing":[103],"computational":[104],"overhead.":[105],"The":[106,166],"synergy":[107],"further":[114],"enables":[115],"robust":[116],"across":[118,131],"data,":[121],"offering":[122],"practical":[124],"solution":[125],"clinical":[127,164],"imaging.":[128],"Extensive":[129],"experiments":[130],"multiple":[132],"modalities":[133],"(MRI,":[134],"CT,":[135],"PET)":[136],"degradations,":[139],"covering":[140],"both":[141],"in-distribution":[142],"out-of-distribution":[144],"scenarios,":[145],"demonstrate":[146],"that":[147],"consistently":[149],"outperforms":[150],"state-of-the-art":[151],"generalizes":[154],"reliably":[155],"unseen":[157],"settings,":[158],"underscoring":[159],"its":[160],"robustness,":[161],"effectiveness,":[162],"practicality.":[165],"source":[167],"code":[168],"will":[169],"be":[170],"released":[171],"at":[172],"https://github.com/weijinbao1998/DaPT.":[173]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-12-22T00:00:00"}
