{"id":"https://openalex.org/W4415539784","doi":"https://doi.org/10.1145/3746027.3754768","title":"Inter-Task Weaving in Image Enhancement: From a New Unified Architecture to a Better Meta-Representation Learning","display_name":"Inter-Task Weaving in Image Enhancement: From a New Unified Architecture to a Better Meta-Representation Learning","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415539784","doi":"https://doi.org/10.1145/3746027.3754768"},"language":null,"primary_location":{"id":"doi:10.1145/3746027.3754768","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3754768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","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/A5116491206","display_name":"Nan An","orcid":"https://orcid.org/0009-0005-4533-1713"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan An","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0009-0005-4533-1713","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Siqi Xu","orcid":"https://orcid.org/0009-0000-3610-7502"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siqi Xu","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0009-0000-3610-7502","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037377300","display_name":"Long Ma","orcid":"https://orcid.org/0000-0001-5125-0198"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Ma","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0001-5125-0198","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380632","display_name":"Zhu Liu","orcid":"https://orcid.org/0000-0003-0975-2711"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhu Liu","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0003-0975-2711","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109859951","display_name":"G. H. Han","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangchao Han","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0009-0008-6757-6852","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013359826","display_name":"Tengyu Ma","orcid":null},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tengyu Ma","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0009-0002-0677-4413","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042370642","display_name":"Risheng Liu","orcid":"https://orcid.org/0000-0002-9554-0565"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Risheng Liu","raw_affiliation_strings":["Dalian University of Technology, Dalian, China"],"raw_orcid":"https://orcid.org/0000-0002-9554-0565","affiliations":[{"raw_affiliation_string":"Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27357992"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"7336","last_page":"7345"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9987000226974487,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9965000152587891,"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/weaving","display_name":"Weaving","score":0.8920000195503235},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5674999952316284},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.5410000085830688},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5220999717712402},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.4823000133037567},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.459199994802475},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4357999861240387},{"id":"https://openalex.org/keywords/hadamard-transform","display_name":"Hadamard transform","score":0.39969998598098755},{"id":"https://openalex.org/keywords/parametric-statistics","display_name":"Parametric statistics","score":0.3871999979019165}],"concepts":[{"id":"https://openalex.org/C54525549","wikidata":"https://www.wikidata.org/wiki/Q2553445","display_name":"Weaving","level":2,"score":0.8920000195503235},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7404000163078308},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5674999952316284},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.54339998960495},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.5410000085830688},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5220999717712402},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.4823000133037567},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.459199994802475},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4357999861240387},{"id":"https://openalex.org/C60292330","wikidata":"https://www.wikidata.org/wiki/Q1014065","display_name":"Hadamard transform","level":2,"score":0.39969998598098755},{"id":"https://openalex.org/C117251300","wikidata":"https://www.wikidata.org/wiki/Q1849855","display_name":"Parametric statistics","level":2,"score":0.3871999979019165},{"id":"https://openalex.org/C2779679103","wikidata":"https://www.wikidata.org/wiki/Q5251805","display_name":"Degradation (telecommunications)","level":2,"score":0.3772999942302704},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3255999982357025},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3084000051021576},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.29760000109672546},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.29750001430511475},{"id":"https://openalex.org/C2776285698","wikidata":"https://www.wikidata.org/wiki/Q2642214","display_name":"Exposition (narrative)","level":2,"score":0.28369998931884766},{"id":"https://openalex.org/C77618280","wikidata":"https://www.wikidata.org/wiki/Q1155772","display_name":"Scheme (mathematics)","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.27489998936653137},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.27149999141693115},{"id":"https://openalex.org/C24574437","wikidata":"https://www.wikidata.org/wiki/Q7135228","display_name":"Parametric model","level":3,"score":0.26829999685287476},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2574000060558319},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.25589999556541443},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.25459998846054077},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.25360000133514404},{"id":"https://openalex.org/C2776545253","wikidata":"https://www.wikidata.org/wiki/Q5464292","display_name":"Folding (DSP implementation)","level":2,"score":0.2522999942302704}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3746027.3754768","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3746027.3754768","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Multimedia","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3122782564","display_name":null,"funder_award_id":"2023M740491","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G4604964487","display_name":null,"funder_award_id":"DUT25Z2729","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7342629974","display_name":null,"funder_award_id":"62450072, U22B2052, 62495085, 624B2033","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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"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":35,"referenced_works":["https://openalex.org/W2616936297","https://openalex.org/W2794405642","https://openalex.org/W2962785568","https://openalex.org/W2963766909","https://openalex.org/W2963928582","https://openalex.org/W2981718299","https://openalex.org/W2990176100","https://openalex.org/W2998249728","https://openalex.org/W3006777311","https://openalex.org/W3045004532","https://openalex.org/W3134649899","https://openalex.org/W3137513727","https://openalex.org/W3182700213","https://openalex.org/W3199334903","https://openalex.org/W4205261430","https://openalex.org/W4214665850","https://openalex.org/W4282914989","https://openalex.org/W4285821234","https://openalex.org/W4294871818","https://openalex.org/W4312249431","https://openalex.org/W4312625691","https://openalex.org/W4385299561","https://openalex.org/W4386076400","https://openalex.org/W4387353429","https://openalex.org/W4387696030","https://openalex.org/W4388562489","https://openalex.org/W4391092744","https://openalex.org/W4391696928","https://openalex.org/W4391697048","https://openalex.org/W4393240973","https://openalex.org/W4394939007","https://openalex.org/W4399800955","https://openalex.org/W4400648070","https://openalex.org/W4404850915","https://openalex.org/W4408258973"],"related_works":[],"abstract_inverted_index":{"Image":[0],"enhancement":[1,43,79,163],"is":[2,112,138,178],"a":[3,63,68,83,134,182],"classical":[4],"and":[5,54,101,151,168],"enduring":[6],"challenge":[7],"in":[8],"computer":[9],"vision,":[10],"seeking":[11],"to":[12,40,115,147],"produce":[13],"high-quality":[14],"images":[15],"from":[16,51],"corrupted":[17],"observations.":[18],"Unlike":[19],"existing":[20],"methods":[21],"that":[22],"target":[23],"specific":[24],"tasks,":[25,80],"this":[26,132],"work":[27],"focuses":[28],"on":[29,131,159],"endowing":[30],"the":[31,48,94,123,142,166],"model":[32],"with":[33],"generic":[34],"inductive":[35],"capabilities,":[36],"enabling":[37,152],"fast":[38,153],"adaptation":[39,136],"previously":[41],"unseen":[42],"tasks.":[44],"Specifically,":[45],"we":[46,58,92],"investigate":[47],"inter-task":[49,60],"weaving":[50,61],"both":[52],"structural":[53],"parametric":[55],"perspectives.":[56],"Structurally,":[57],"establish":[59],"under":[62],"Hadamard":[64],"view":[65],"by":[66,181],"designing":[67],"unified":[69,119],"architecture":[70],"called":[71],"Degradation":[72],"Unraveling":[73],"Network":[74],"(DUNet)":[75],"tailored":[76],"for":[77,88],"diverse":[78],"which":[81],"incorporates":[82],"progressive":[84],"degradation":[85,98],"unraveling":[86],"mechanism":[87],"fine-grained":[89],"enhancement.":[90],"Parametrically,":[91],"reveal":[93],"task-agnostic":[95],"nature":[96],"of":[97,170,175,184],"estimation":[99],"parameters":[100,125,144],"treat":[102],"them":[103],"as":[104,128],"meta-representations.":[105,129],"A":[106],"Bilevel":[107],"Purify":[108],"Modeling":[109],"(BPM)":[110],"framework":[111],"then":[113],"proposed":[114],"reinforce":[116],"their":[117],"latent":[118],"representation,":[120],"where":[121],"only":[122,141],"degradation-related":[124],"are":[126,145],"optimized":[127],"Based":[130],"design,":[133],"task-aware":[135],"solution":[137],"further":[139,179],"introduced,":[140],"remaining":[143],"allowed":[146],"be":[148],"fine-tuned":[149],"efficiently":[150],"task":[154],"adaptation.":[155],"Extensive":[156],"performance":[157],"evaluations":[158],"three":[160],"representative":[161],"image":[162],"tasks":[164],"demonstrate":[165],"effectiveness":[167],"superiority":[169],"our":[171,176],"method.":[172],"The":[173],"adaptability":[174],"method":[177],"verified":[180],"series":[183],"algorithm":[185],"analyses.":[186]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-25T00:00:00"}