{"id":"https://openalex.org/W3193773061","doi":"https://doi.org/10.1109/tcsvt.2021.3097713","title":"TMS-GAN: A Twofold Multi-Scale Generative Adversarial Network for Single Image Dehazing","display_name":"TMS-GAN: A Twofold Multi-Scale Generative Adversarial Network for Single Image Dehazing","publication_year":2021,"publication_date":"2021-08-24","ids":{"openalex":"https://openalex.org/W3193773061","doi":"https://doi.org/10.1109/tcsvt.2021.3097713","mag":"3193773061"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2021.3097713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2021.3097713","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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/A5100317577","display_name":"Pengyu Wang","orcid":"https://orcid.org/0000-0003-0997-9887"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengyu Wang","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-0997-9887","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005274186","display_name":"Hongqing Zhu","orcid":"https://orcid.org/0000-0002-2122-7066"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongqing Zhu","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-2122-7066","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101943066","display_name":"Hui Huang","orcid":"https://orcid.org/0000-0003-0562-0439"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Huang","raw_affiliation_strings":["College of Information and Electrical Engineering, Shanghai Normal University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information and Electrical Engineering, Shanghai Normal University, Shanghai, China","institution_ids":["https://openalex.org/I21945476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100399257","display_name":"Han Zhang","orcid":"https://orcid.org/0000-0001-7072-2189"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Han Zhang","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100332754","display_name":"Nan Wang","orcid":"https://orcid.org/0000-0002-4369-0115"},"institutions":[{"id":"https://openalex.org/I143593769","display_name":"East China University of Science and Technology","ror":"https://ror.org/01vyrm377","country_code":"CN","type":"education","lineage":["https://openalex.org/I143593769"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Wang","raw_affiliation_strings":["School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4369-0115","affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China","institution_ids":["https://openalex.org/I143593769"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.6167,"has_fulltext":false,"cited_by_count":72,"citation_normalized_percentile":{"value":0.96063358,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":100},"biblio":{"volume":"32","issue":"5","first_page":"2760","last_page":"2772"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9990000128746033,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9979000091552734,"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":0.8091318607330322},{"id":"https://openalex.org/keywords/haze","display_name":"Haze","score":0.7404490113258362},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.6297318935394287},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5781379342079163},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4789872169494629},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.4472648501396179},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.43782633543014526},{"id":"https://openalex.org/keywords/scale","display_name":"Scale (ratio)","score":0.4356311559677124},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4307379424571991},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3317458927631378},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.07336407899856567}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8091318607330322},{"id":"https://openalex.org/C79974267","wikidata":"https://www.wikidata.org/wiki/Q643546","display_name":"Haze","level":2,"score":0.7404490113258362},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.6297318935394287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5781379342079163},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4789872169494629},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.4472648501396179},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.43782633543014526},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.4356311559677124},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4307379424571991},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3317458927631378},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.07336407899856567},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","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/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2021.3097713","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2021.3097713","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4646024371","display_name":null,"funder_award_id":"61872143","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2109616376","https://openalex.org/W2194775991","https://openalex.org/W2206123561","https://openalex.org/W2752782242","https://openalex.org/W2779176852","https://openalex.org/W2792829624","https://openalex.org/W2892503698","https://openalex.org/W2894289548","https://openalex.org/W2899026108","https://openalex.org/W2945111379","https://openalex.org/W2946362479","https://openalex.org/W2962754725","https://openalex.org/W2963074253","https://openalex.org/W2963306157","https://openalex.org/W2963751414","https://openalex.org/W2963928582","https://openalex.org/W2964121592","https://openalex.org/W2965130306","https://openalex.org/W2967001282","https://openalex.org/W2967047368","https://openalex.org/W2968687289","https://openalex.org/W2969970369","https://openalex.org/W2990007814","https://openalex.org/W2990176100","https://openalex.org/W3003121299","https://openalex.org/W3034247386","https://openalex.org/W3034278302","https://openalex.org/W3034331889","https://openalex.org/W3034578106","https://openalex.org/W3035345812","https://openalex.org/W3035631962","https://openalex.org/W3041334470","https://openalex.org/W3089141666","https://openalex.org/W3098546057","https://openalex.org/W3107316803","https://openalex.org/W3114126472","https://openalex.org/W3159236515","https://openalex.org/W3163225208","https://openalex.org/W6752378368","https://openalex.org/W6752483423"],"related_works":["https://openalex.org/W4293202849","https://openalex.org/W1980965563","https://openalex.org/W1489300767","https://openalex.org/W4380714744","https://openalex.org/W2387995142","https://openalex.org/W4319453655","https://openalex.org/W2089959425","https://openalex.org/W2964074194","https://openalex.org/W2397673276","https://openalex.org/W4308217387"],"abstract_inverted_index":{"In":[0],"recent":[1],"years,":[2],"learning-based":[3],"single":[4,227],"image":[5,105,228],"dehazing":[6,40,106,120,229],"networks":[7],"have":[8],"been":[9],"comprehensively":[10],"developed.":[11],"However,":[12],"performance":[13],"improvement":[14],"is":[15,72,132,165,219],"limited":[16],"due":[17],"to":[18,79,103,148,178],"domain":[19],"shift":[20],"between":[21],"trained":[22],"synthetic":[23,80,88],"hazy":[24,29,224],"images":[25,81,225],"and":[26,67,82,89,167,172,199],"untrained":[27],"real-world":[28,39,48,104,223],"images.":[30],"To":[31],"alleviate":[32],"this":[33,35,108],"issue,":[34],"paper":[36],"proposes":[37],"a":[38,52,54,63,68,123,184],"targeted":[41],"training":[42,110],"scheme":[43],"which":[44,188],"nearly":[45],"realizes":[46],"paired":[47],"data":[49,93,139],"training.":[50],"As":[51],"result,":[53],"Twofold":[55],"Multi-scale":[56],"Generative":[57],"Adversarial":[58],"Network":[59],"(TMS-GAN)":[60],"consisting":[61],"of":[62,116,196,207],"Haze-generation":[64],"GAN":[65,70],"(HgGAN)":[66],"Haze-removal":[69],"(HrGAN)":[71],"designed.":[73],"HgGAN":[74,135,171],"attributes":[75],"real":[76],"haze":[77,85,124],"properties":[78],"HrGAN":[83,145],"removes":[84],"from":[86],"both":[87,170],"generated":[90],"fake":[91,137],"realistic":[92,138],"under":[94],"supervision.":[95],"Thus,":[96],"the":[97,216],"proposed":[98,166,217],"method":[99],"can":[100,192,203],"better":[101],"adapt":[102],"using":[107],"cooperative":[109],"scheme.":[111],"Meanwhile,":[112],"several":[113],"structural":[114],"advances":[115],"TMS-GAN":[117],"also":[118],"improve":[119],"performance.":[121],"Specifically,":[122],"residual":[125],"map":[126],"based":[127],"on":[128,211,222],"atmospheric":[129],"scattering":[130],"model":[131],"deduced":[133],"in":[134,144,169,183,187],"for":[136],"generation.":[140],"The":[141],"dual-branch":[142],"generator":[143],"draws":[146],"attention":[147],"detail":[149],"restoration":[150],"by":[151],"one":[152],"branch":[153],"along":[154],"with":[155],"another":[156],"color-branch.":[157],"A":[158],"plug-and-play":[159],"Multi-attention":[160],"Progressive":[161],"Fusion":[162],"Module":[163],"(MAPFM)":[164],"inserted":[168],"HrGAN.":[173],"MAPFM":[174],"incorporates":[175],"multi-attention":[176],"mechanism":[177],"guide":[179],"multi-scale":[180],"feature":[181,208],"fusion":[182],"progressive":[185],"manner,":[186],"Adjacency-attention":[189],"Block":[190,201],"(AAB)":[191],"capture":[193],"contributing":[194],"features":[195],"each":[197],"level":[198],"Self-attention":[200],"(SAB)":[202],"establish":[204],"non-local":[205],"dependency":[206],"fusion.":[209],"Experiments":[210],"mainstream":[212],"benchmarks":[213],"show":[214],"that":[215],"framework":[218],"superior":[220],"especially":[221],"among":[226],"methods.":[230]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":16},{"year":2024,"cited_by_count":25},{"year":2023,"cited_by_count":15},{"year":2022,"cited_by_count":7},{"year":2021,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
