{"id":"https://openalex.org/W4402308682","doi":"https://doi.org/10.1145/3694973","title":"Real-World Scene Image Enhancement with Contrastive Domain Adaptation Learning","display_name":"Real-World Scene Image Enhancement with Contrastive Domain Adaptation Learning","publication_year":2024,"publication_date":"2024-09-06","ids":{"openalex":"https://openalex.org/W4402308682","doi":"https://doi.org/10.1145/3694973"},"language":"en","primary_location":{"id":"doi:10.1145/3694973","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3694973","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","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":"https://openalex.org/A5055478053","display_name":"Yongheng Zhang","orcid":"https://orcid.org/0000-0002-5953-1215"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongheng Zhang","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5953-1215","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100760616","display_name":"Yuanqiang Cai","orcid":"https://orcid.org/0000-0001-8041-012X"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuanqiang Cai","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-8041-012X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101573676","display_name":"Danfeng Yan","orcid":"https://orcid.org/0000-0002-6553-3444"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Danfeng Yan","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-6553-3444","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073910378","display_name":"Rongheng Lin","orcid":"https://orcid.org/0000-0001-9562-7356"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]},{"id":"https://openalex.org/I4392021250","display_name":"State Key Laboratory of Networking and Switching Technology","ror":"https://ror.org/00qtv5q45","country_code":null,"type":"facility","lineage":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongheng Lin","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9562-7356","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, BUPT, Beijing, China and School of Computer, BUPT, Beijing, China","institution_ids":["https://openalex.org/I139759216","https://openalex.org/I4392021250"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2262,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.80257765,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":98},"biblio":{"volume":"20","issue":"12","first_page":"1","last_page":"23"},"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":0.9995999932289124,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9990000128746033,"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/computer-science","display_name":"Computer science","score":0.8855847120285034},{"id":"https://openalex.org/keywords/domain-adaptation","display_name":"Domain adaptation","score":0.6086719632148743},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.547844648361206},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5359336733818054},{"id":"https://openalex.org/keywords/adaptation","display_name":"Adaptation (eye)","score":0.5292006731033325},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.5165573358535767},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5145503878593445},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.39362356066703796},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.3355249762535095},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.0860547423362732}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8855847120285034},{"id":"https://openalex.org/C2776434776","wikidata":"https://www.wikidata.org/wiki/Q19246213","display_name":"Domain adaptation","level":3,"score":0.6086719632148743},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.547844648361206},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5359336733818054},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.5292006731033325},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.5165573358535767},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5145503878593445},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.39362356066703796},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.3355249762535095},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.0860547423362732},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3694973","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3694973","pdf_url":null,"source":{"id":"https://openalex.org/S19610489","display_name":"ACM Transactions on Multimedia Computing Communications and Applications","issn_l":"1551-6857","issn":["1551-6857","1551-6865"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Multimedia Computing, Communications, and Applications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4099999964237213}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":77,"referenced_works":["https://openalex.org/W1552073401","https://openalex.org/W1861492603","https://openalex.org/W1982471090","https://openalex.org/W1990592195","https://openalex.org/W2028763589","https://openalex.org/W2030108224","https://openalex.org/W2083610878","https://openalex.org/W2103913786","https://openalex.org/W2114867966","https://openalex.org/W2117865218","https://openalex.org/W2118456997","https://openalex.org/W2147318913","https://openalex.org/W2183341477","https://openalex.org/W2206123561","https://openalex.org/W2254711202","https://openalex.org/W2256362396","https://openalex.org/W2466666260","https://openalex.org/W2467473805","https://openalex.org/W2474628748","https://openalex.org/W2509784253","https://openalex.org/W2519481857","https://openalex.org/W2560533888","https://openalex.org/W2584009249","https://openalex.org/W2593768305","https://openalex.org/W2613155248","https://openalex.org/W2740982616","https://openalex.org/W2930755307","https://openalex.org/W2962754725","https://openalex.org/W2962793481","https://openalex.org/W2963306157","https://openalex.org/W2963878020","https://openalex.org/W2963928582","https://openalex.org/W2965217508","https://openalex.org/W2970360808","https://openalex.org/W2982795046","https://openalex.org/W2988209803","https://openalex.org/W2990007814","https://openalex.org/W2998249728","https://openalex.org/W3000775737","https://openalex.org/W3012451788","https://openalex.org/W3013338555","https://openalex.org/W3034278302","https://openalex.org/W3034331889","https://openalex.org/W3034789174","https://openalex.org/W3035326127","https://openalex.org/W3035601380","https://openalex.org/W3085824656","https://openalex.org/W3106758205","https://openalex.org/W3158248812","https://openalex.org/W3170697543","https://openalex.org/W3171662571","https://openalex.org/W3173269149","https://openalex.org/W3174632922","https://openalex.org/W3180034634","https://openalex.org/W3183026600","https://openalex.org/W3184556287","https://openalex.org/W3204374989","https://openalex.org/W3206886340","https://openalex.org/W3207737840","https://openalex.org/W3209760397","https://openalex.org/W4214902553","https://openalex.org/W4221166948","https://openalex.org/W4283369524","https://openalex.org/W4285345657","https://openalex.org/W4292596089","https://openalex.org/W4312271024","https://openalex.org/W4312295033","https://openalex.org/W4312399981","https://openalex.org/W4312617404","https://openalex.org/W4312812783","https://openalex.org/W4312880823","https://openalex.org/W4386072291","https://openalex.org/W4386076209","https://openalex.org/W4390873516","https://openalex.org/W4390873793","https://openalex.org/W6647720530","https://openalex.org/W6798999204"],"related_works":["https://openalex.org/W4394775207","https://openalex.org/W4389474468","https://openalex.org/W4300172004","https://openalex.org/W2990774877","https://openalex.org/W4321649381","https://openalex.org/W2997645659","https://openalex.org/W3093339210","https://openalex.org/W3180787869","https://openalex.org/W3203792196","https://openalex.org/W2955455867"],"abstract_inverted_index":{"Image":[0],"enhancement":[1,100],"methods":[2],"leveraging":[3],"learning-based":[4],"approaches":[5],"have":[6],"demonstrated":[7],"impressive":[8],"results":[9],"when":[10,18],"trained":[11],"on":[12,186],"synthetic":[13,37,74,104],"degraded-clear":[14],"image":[15,53],"pairs.":[16],"However,":[17],"deployed":[19],"in":[20,122,145,162],"real-world":[21,187],"scenarios,":[22],"such":[23],"models":[24],"often":[25],"suffer":[26],"significant":[27],"performance":[28],"degradation":[29],"due":[30],"to":[31,77,105,117,155,180],"the":[32,73,78,83,86,99,103,106,113,118,135,199],"inherent":[33],"domain":[34,76,108,116,121],"gap":[35],"between":[36],"and":[38,89,125,196,212],"real":[39,79,107,114,119,181],"degradations.":[40],"To":[41],"bridge":[42],"this":[43],"gap,":[44],"we":[45],"propose":[46],"a":[47,138],"novel":[48],"Two-stage":[49],"Contrastive":[50,141],"Domain":[51,64,92,139],"Adaptation":[52],"Enhancement":[54],"(TCDAE)":[55],"framework":[56,170],"consisting":[57],"of":[58,131,137,201],"two":[59],"key":[60],"strategies:":[61],"(1)":[62],"Synthetic-to-Real":[63],"Transfer":[65,93],"Learning":[66,94],"(S2R-DTL)":[67],"that":[68,96],"effectively":[69],"translates":[70],"images":[71,111,158,174],"from":[72,102,112],"degraded":[75,80,115,188],"domain,":[81],"aligning":[82],"domains":[84],"at":[85],"pixel":[87],"level,":[88],"(2)":[90],"Degraded-to-Clear":[91],"(D2C-DTL)":[95],"further":[97],"adapts":[98],"model":[101],"by":[109],"translating":[110],"clean":[120],"both":[123,146],"supervised":[124],"unsupervised":[126],"branches.":[127],"A":[128],"unique":[129],"aspect":[130],"our":[132,169],"approach":[133],"is":[134],"integration":[136],"Noise":[140],"Estimation":[142],"(DoNCE)":[143],"loss":[144,151],"learning":[147],"strategies.":[148],"This":[149],"specialized":[150],"formulation":[152],"enables":[153],"TCDAE":[154,202],"robustly":[156],"translate":[157],"across":[159,190],"domains,":[160],"even":[161],"scenarios":[163],"lacking":[164],"strong":[165],"positive":[166],"examples.":[167],"Consequently,":[168],"can":[171],"generate":[172],"enhanced":[173],"with":[175],"natural,":[176],"realistic":[177],"appearances":[178],"akin":[179],"clear":[182],"images.":[183],"Comprehensive":[184],"experiments":[185],"scenes":[189],"diverse":[191],"tasks,":[192],"including":[193],"dehazing,":[194],"deraining,":[195],"deblurring,":[197],"demonstrate":[198],"superiority":[200],"over":[203],"state-of-the-art":[204],"methods,":[205],"achieving":[206],"improved":[207],"visual":[208],"quality,":[209],"quantitative":[210],"metrics,":[211],"downstream":[213],"task":[214],"performance.":[215]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}