{"id":"https://openalex.org/W3157462325","doi":"https://doi.org/10.1109/tmm.2021.3074825","title":"Underwater Image Quality Assessment: Subjective and Objective Methods","display_name":"Underwater Image Quality Assessment: Subjective and Objective Methods","publication_year":2021,"publication_date":"2021-04-22","ids":{"openalex":"https://openalex.org/W3157462325","doi":"https://doi.org/10.1109/tmm.2021.3074825","mag":"3157462325"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2021.3074825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2021.3074825","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","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/A5101779489","display_name":"Pengfei Guo","orcid":"https://orcid.org/0000-0002-7662-9070"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]},{"id":"https://openalex.org/I94357780","display_name":"Zhongkai University of Agriculture and Engineering","ror":"https://ror.org/000b7ms85","country_code":"CN","type":"education","lineage":["https://openalex.org/I94357780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Pengfei Guo","raw_affiliation_strings":["school of Computational Science, Zhongkai University of Agriculture and Engineering, Guangzhou, China","School of Mathematics, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-7662-9070","affiliations":[{"raw_affiliation_string":"school of Computational Science, Zhongkai University of Agriculture and Engineering, Guangzhou, China","institution_ids":["https://openalex.org/I94357780"]},{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054625077","display_name":"Lang He","orcid":"https://orcid.org/0000-0003-2515-8579"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lang He","raw_affiliation_strings":["Shool of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shool of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051181135","display_name":"Shuangyin Liu","orcid":"https://orcid.org/0000-0002-4068-1096"},"institutions":[{"id":"https://openalex.org/I94357780","display_name":"Zhongkai University of Agriculture and Engineering","ror":"https://ror.org/000b7ms85","country_code":"CN","type":"education","lineage":["https://openalex.org/I94357780"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuangyin Liu","raw_affiliation_strings":["College of Information Science and Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Zhongkai University of Agriculture and Engineering, Guangzhou, China","institution_ids":["https://openalex.org/I94357780"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005221942","display_name":"Delu Zeng","orcid":"https://orcid.org/0000-0001-7322-1873"},"institutions":[{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Delu Zeng","raw_affiliation_strings":["School of Mathematics, South China University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-7322-1873","affiliations":[{"raw_affiliation_string":"School of Mathematics, South China University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I90610280"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101605853","display_name":"Hantao Liu","orcid":"https://orcid.org/0000-0003-4544-3481"},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Hantao Liu","raw_affiliation_strings":["School of Computer Science and Informatics, Cardiff University, Cardiff, U.K"],"raw_orcid":"https://orcid.org/0000-0003-4544-3481","affiliations":[{"raw_affiliation_string":"School of Computer Science and Informatics, Cardiff University, Cardiff, U.K","institution_ids":["https://openalex.org/I79510175"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.2976,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":{"value":0.93609391,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":100},"biblio":{"volume":"24","issue":null,"first_page":"1980","last_page":"1989"},"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/T11666","display_name":"Color Science and Applications","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/3107","display_name":"Atomic and Molecular Physics, and Optics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9968000054359436,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8128635883331299},{"id":"https://openalex.org/keywords/underwater","display_name":"Underwater","score":0.6585856080055237},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5707238912582397},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4610731899738312},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44067656993865967},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3763437271118164},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3334750533103943},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.32720857858657837},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.11402219533920288}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8128635883331299},{"id":"https://openalex.org/C98083399","wikidata":"https://www.wikidata.org/wiki/Q3246517","display_name":"Underwater","level":2,"score":0.6585856080055237},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5707238912582397},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4610731899738312},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44067656993865967},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3763437271118164},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3334750533103943},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.32720857858657837},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.11402219533920288},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tmm.2021.3074825","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2021.3074825","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:http://orca.cardiff.ac.uk:140543","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:http://orca-dev.cardiff.ac.uk:140543","is_oa":false,"landing_page_url":"https://orca.cardiff.ac.uk/id/eprint/140543/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/14","display_name":"Life below water","score":0.6499999761581421}],"awards":[{"id":"https://openalex.org/G7434377193","display_name":null,"funder_award_id":"2020A1515110958","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W44717426","https://openalex.org/W1535874833","https://openalex.org/W1558248518","https://openalex.org/W1971693194","https://openalex.org/W1973175507","https://openalex.org/W1973207880","https://openalex.org/W1977197797","https://openalex.org/W1978598038","https://openalex.org/W1980258021","https://openalex.org/W1982471090","https://openalex.org/W1986431218","https://openalex.org/W2001412060","https://openalex.org/W2028990532","https://openalex.org/W2073623229","https://openalex.org/W2081140338","https://openalex.org/W2102166818","https://openalex.org/W2107858703","https://openalex.org/W2109616376","https://openalex.org/W2120838001","https://openalex.org/W2121880036","https://openalex.org/W2128061775","https://openalex.org/W2128254161","https://openalex.org/W2129644086","https://openalex.org/W2135001643","https://openalex.org/W2136584541","https://openalex.org/W2145105988","https://openalex.org/W2161907179","https://openalex.org/W2177315755","https://openalex.org/W2181646778","https://openalex.org/W2285151583","https://openalex.org/W2319286348","https://openalex.org/W2344645988","https://openalex.org/W2467473805","https://openalex.org/W2474516010","https://openalex.org/W2523532944","https://openalex.org/W2564196066","https://openalex.org/W2587107113","https://openalex.org/W2593797484","https://openalex.org/W2622562231","https://openalex.org/W2748587512","https://openalex.org/W2762382392","https://openalex.org/W2777280533","https://openalex.org/W2792328492","https://openalex.org/W2794405642","https://openalex.org/W2806832629","https://openalex.org/W2810236372","https://openalex.org/W2890392646","https://openalex.org/W2897228451","https://openalex.org/W2921071643","https://openalex.org/W2964088115","https://openalex.org/W2970602030","https://openalex.org/W2983979703","https://openalex.org/W2990176100","https://openalex.org/W3003957020","https://openalex.org/W3021407737","https://openalex.org/W3034882073","https://openalex.org/W3041915039","https://openalex.org/W3099025816","https://openalex.org/W4253920039","https://openalex.org/W6780850827"],"related_works":["https://openalex.org/W4388412763","https://openalex.org/W1999583034","https://openalex.org/W3217214504","https://openalex.org/W3168963531","https://openalex.org/W2591930867","https://openalex.org/W2953138830","https://openalex.org/W2773822314","https://openalex.org/W3176162126","https://openalex.org/W2891537746","https://openalex.org/W3201231642"],"abstract_inverted_index":{"Underwater":[0],"image":[1,42,61,111,114],"enhancement":[2,37,75],"plays":[3],"a":[4,50],"critical":[5],"role":[6],"in":[7,21],"marine":[8],"industry.":[9],"Various":[10],"algorithms":[11,38,57,76,91],"are":[12,121],"applied":[13],"to":[14,96],"enhance":[15],"underwater":[16,82,110],"images,":[17],"but":[18],"their":[19,40],"performance":[20],"terms":[22],"of":[23,73,81,100,106],"perceptual":[24],"quality":[25,62,80,87,108,115],"has":[26],"been":[27],"little":[28],"studied.":[29],"In":[30],"this":[31,45],"paper,":[32],"we":[33,47],"investigate":[34],"five":[35],"popular":[36],"and":[39,58,117],"output":[41],"quality.":[43],"To":[44],"end,":[46],"have":[48],"created":[49],"benchmark,":[51],"including":[52],"images":[53],"enhanced":[54],"by":[55,64,89],"different":[56],"ground":[59],"truth":[60],"obtained":[63],"human":[65],"perception":[66],"experiments.":[67],"We":[68],"statistically":[69],"analyse":[70],"the":[71,78,85,98,107],"impact":[72],"various":[74],"on":[77],"perceived":[79],"images.":[83],"Also,":[84],"visual":[86],"provided":[88],"these":[90],"is":[92],"evaluated":[93],"objectively,":[94],"aiming":[95],"inform":[97],"development":[99],"objective":[101,119],"metrics":[102],"for":[103,109],"automatic":[104],"assessment":[105],"enhancement.":[112],"The":[113],"benchmark":[116],"its":[118],"metric":[120],"made":[122],"publicly":[123],"available.":[124]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":18},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
