{"id":"https://openalex.org/W2913152041","doi":"https://doi.org/10.1109/tie.2019.2893840","title":"Towards Real-Time Advancement of Underwater Visual Quality With GAN","display_name":"Towards Real-Time Advancement of Underwater Visual Quality With GAN","publication_year":2019,"publication_date":"2019-01-24","ids":{"openalex":"https://openalex.org/W2913152041","doi":"https://doi.org/10.1109/tie.2019.2893840","mag":"2913152041"},"language":"en","primary_location":{"id":"doi:10.1109/tie.2019.2893840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2019.2893840","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","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/A5108167803","display_name":"Xingyu Chen","orcid":"https://orcid.org/0000-0003-3627-0371"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingyu Chen","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073958329","display_name":"Junzhi Yu","orcid":"https://orcid.org/0000-0002-6347-572X"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junzhi Yu","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042149473","display_name":"Shihan Kong","orcid":"https://orcid.org/0000-0002-6714-1313"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shihan Kong","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001123312","display_name":"Zhengxing Wu","orcid":"https://orcid.org/0000-0003-2338-5217"},"institutions":[{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengxing Wu","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China"],"affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056154880","display_name":"Xi Fang","orcid":"https://orcid.org/0000-0002-3202-8708"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xi Fang","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002423609","display_name":"Li Wen","orcid":"https://orcid.org/0000-0002-1498-3103"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Wen","raw_affiliation_strings":["School of Mechanical Engineering and Automation, Beihang University, Beijing, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering and Automation, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5108167803"],"corresponding_institution_ids":["https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":6.6407,"has_fulltext":false,"cited_by_count":141,"citation_normalized_percentile":{"value":0.97384807,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"66","issue":"12","first_page":"9350","last_page":"9359"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10688","display_name":"Image and Signal Denoising Methods","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"}},{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9966999888420105,"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/underwater","display_name":"Underwater","score":0.8262075185775757},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7167172431945801},{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.7129536867141724},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.560474693775177},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.556338369846344},{"id":"https://openalex.org/keywords/channel","display_name":"Channel (broadcasting)","score":0.5174034833908081},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5089151859283447},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.48471522331237793},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.46386733651161194},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.4406544864177704},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.42604708671569824},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4039537310600281},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23728880286216736},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.1377653181552887},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.09404745697975159},{"id":"https://openalex.org/keywords/detector","display_name":"Detector","score":0.08360239863395691}],"concepts":[{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.8262075185775757},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7167172431945801},{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.7129536867141724},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.560474693775177},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.556338369846344},{"id":"https://openalex.org/C127162648","wikidata":"https://www.wikidata.org/wiki/Q16858953","display_name":"Channel (broadcasting)","level":2,"score":0.5174034833908081},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5089151859283447},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.48471522331237793},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.46386733651161194},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.4406544864177704},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.42604708671569824},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4039537310600281},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23728880286216736},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.1377653181552887},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.09404745697975159},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.08360239863395691},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"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/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","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/C111368507","wikidata":"https://www.wikidata.org/wiki/Q43518","display_name":"Oceanography","level":1,"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/tie.2019.2893840","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tie.2019.2893840","pdf_url":null,"source":{"id":"https://openalex.org/S58031724","display_name":"IEEE Transactions on Industrial Electronics","issn_l":"0278-0046","issn":["0278-0046","1557-9948"],"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 Industrial Electronics","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2047172968","display_name":null,"funder_award_id":"4161002","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G2794432786","display_name":null,"funder_award_id":"61725305","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2921093364","display_name":null,"funder_award_id":"61633017","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G366217430","display_name":null,"funder_award_id":"61633004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G751879017","display_name":null,"funder_award_id":"61603388","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/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1640745651","https://openalex.org/W1976263166","https://openalex.org/W2001412060","https://openalex.org/W2081140338","https://openalex.org/W2091420866","https://openalex.org/W2099471712","https://openalex.org/W2111308925","https://openalex.org/W2125389028","https://openalex.org/W2128254161","https://openalex.org/W2145023731","https://openalex.org/W2145213600","https://openalex.org/W2150683269","https://openalex.org/W2151103935","https://openalex.org/W2154231179","https://openalex.org/W2168604797","https://openalex.org/W2173520492","https://openalex.org/W2181646778","https://openalex.org/W2331128040","https://openalex.org/W2334288826","https://openalex.org/W2474516010","https://openalex.org/W2519536754","https://openalex.org/W2523532944","https://openalex.org/W2565506808","https://openalex.org/W2579352881","https://openalex.org/W2587107113","https://openalex.org/W2593414223","https://openalex.org/W2754654907","https://openalex.org/W2804078698","https://openalex.org/W2962793481","https://openalex.org/W2962947361","https://openalex.org/W2963073614","https://openalex.org/W2963470893","https://openalex.org/W2963625188","https://openalex.org/W2963684088","https://openalex.org/W2964121744","https://openalex.org/W3106250896","https://openalex.org/W4320013936","https://openalex.org/W6631190155","https://openalex.org/W6678815747","https://openalex.org/W6685352114","https://openalex.org/W6732662172","https://openalex.org/W6734074887","https://openalex.org/W6752378368","https://openalex.org/W6785652829"],"related_works":["https://openalex.org/W3110074278","https://openalex.org/W2953246223","https://openalex.org/W4293320219","https://openalex.org/W4283584549","https://openalex.org/W2618858825","https://openalex.org/W2554314924","https://openalex.org/W2998859928","https://openalex.org/W3151498616","https://openalex.org/W4381885966","https://openalex.org/W4288256692"],"abstract_inverted_index":{"Low":[0],"visual":[1,131,151],"quality":[2,132,152],"has":[3],"prevented":[4],"underwater":[5,75,99,105,114,124,150],"robotic":[6],"vision":[7],"from":[8],"a":[9,45,54,62,82,108,164],"wide":[10],"range":[11],"of":[12,68,140],"applications.":[13],"Although":[14],"several":[15],"algorithms":[16],"have":[17],"been":[18],"developed,":[19],"real":[20,154],"time":[21,155],"and":[22,43,61,73,107,133,156,176],"adaptive":[23],"methods":[24],"are":[25,179],"deficient":[26],"for":[27,65,123,172],"real-world":[28,165],"tasks.":[29],"In":[30,50,77],"this":[31,35],"paper,":[32],"we":[33,52,136],"address":[34],"difficulty":[36],"based":[37,111],"on":[38,112,130,169],"generative":[39],"adversarial":[40,59,80],"networks":[41],"(GAN),":[42],"propose":[44],"GAN-based":[46],"restoration":[47,161],"scheme":[48],"(GAN-RS).":[49],"particular,":[51],"develop":[53],"multibranch":[55],"discriminator":[56],"including":[57],"an":[58,98,158],"branch":[60,64,122],"critic":[63,121],"the":[66,90,113,120,138,141,145,170,177],"purpose":[67],"simultaneously":[69],"preserving":[70],"image":[71],"content":[72],"removing":[74],"noise.":[76],"addition":[78],"to":[79,92,103,118],"learning,":[81],"novel":[83],"dark":[84],"channel":[85],"prior":[86],"loss":[87,109],"also":[88],"promotes":[89],"generator":[91],"produce":[93],"realistic":[94],"vision.":[95],"More":[96],"specifically,":[97],"index":[100,115],"is":[101,116,167,185],"investigated":[102],"describe":[104],"properties,":[106],"function":[110],"designed":[117],"train":[119],"noise":[125],"suppression.":[126],"Through":[127],"extensive":[128],"comparisons":[129],"feature":[134],"restoration,":[135],"confirm":[137],"superiority":[139],"proposed":[142],"approach.":[143],"Consequently,":[144],"GAN-RS":[146],"can":[147],"adaptively":[148],"improve":[149],"in":[153],"induce":[157],"overall":[159],"superior":[160],"performance.":[162],"Finally,":[163],"experiment":[166],"conducted":[168],"seabed":[171],"grasping":[173],"marine":[174],"products,":[175],"results":[178],"quite":[180],"promising.":[181],"The":[182],"source":[183],"code":[184],"publicly":[186],"available":[187],"<sup":[188],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[189],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">11</sup>":[190],"[Online].":[191],"Available:":[192],"https://github.com/SeanChenxy/GAN_RS..":[193]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":23},{"year":2024,"cited_by_count":18},{"year":2023,"cited_by_count":31},{"year":2022,"cited_by_count":35},{"year":2021,"cited_by_count":16},{"year":2020,"cited_by_count":12},{"year":2019,"cited_by_count":2}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}