{"id":"https://openalex.org/W4400111103","doi":"https://doi.org/10.1109/tip.2024.3409176","title":"Image Quality Assessment: Measuring Perceptual Degradation via Distribution Measures in Deep Feature Spaces","display_name":"Image Quality Assessment: Measuring Perceptual Degradation via Distribution Measures in Deep Feature Spaces","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400111103","doi":"https://doi.org/10.1109/tip.2024.3409176","pmid":"https://pubmed.ncbi.nlm.nih.gov/38941202"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2024.3409176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3409176","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5001372866","display_name":"Xingran Liao","orcid":"https://orcid.org/0000-0003-3721-403X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xingran Liao","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0003-3721-403X","affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Kowloon Tong, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084203901","display_name":"Xuekai Wei","orcid":"https://orcid.org/0000-0002-3761-1759"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuekai Wei","raw_affiliation_strings":["School of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-3761-1759","affiliations":[{"raw_affiliation_string":"School of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5107556956","display_name":"Mingliang Zhou","orcid":"https://orcid.org/0000-0002-1874-3641"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingliang Zhou","raw_affiliation_strings":["School of Computer Science, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-1874-3641","affiliations":[{"raw_affiliation_string":"School of Computer Science, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100700917","display_name":"Zhengguo Li","orcid":"https://orcid.org/0000-0002-4525-1204"},"institutions":[{"id":"https://openalex.org/I115228651","display_name":"Agency for Science, Technology and Research","ror":"https://ror.org/036wvzt09","country_code":"SG","type":"government","lineage":["https://openalex.org/I115228651"]},{"id":"https://openalex.org/I3005327000","display_name":"Institute for Infocomm Research","ror":"https://ror.org/053rfa017","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I3005327000","https://openalex.org/I91275662"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhengguo Li","raw_affiliation_strings":["Institute for Infocomm Research, Agency for Science, Technology and Research, Fusionopolis, Singapore"],"raw_orcid":"https://orcid.org/0000-0002-4525-1204","affiliations":[{"raw_affiliation_string":"Institute for Infocomm Research, Agency for Science, Technology and Research, Fusionopolis, Singapore","institution_ids":["https://openalex.org/I3005327000","https://openalex.org/I115228651"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008386708","display_name":"Sam Kwong","orcid":"https://orcid.org/0000-0001-7484-7261"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Sam Kwong","raw_affiliation_strings":["Department of Computing and Decision Sciences, Computational Intelligence Program, Lingnan University, Tuen Mun, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-7484-7261","affiliations":[{"raw_affiliation_string":"Department of Computing and Decision Sciences, Computational Intelligence Program, Lingnan University, Tuen Mun, Hong Kong","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":5.325,"has_fulltext":false,"cited_by_count":32,"citation_normalized_percentile":{"value":0.97114113,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"33","issue":null,"first_page":"4044","last_page":"4059"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","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/T11165","display_name":"Image and Video Quality Assessment","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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9965999722480774,"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":0.9950000047683716,"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":0.7577693462371826},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7163792848587036},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.708158552646637},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.6235669255256653},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.5995588302612305},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.5220746397972107},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5139774680137634},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5113856196403503},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4914604425430298},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.47300320863723755},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4649815261363983},{"id":"https://openalex.org/keywords/quality-assessment","display_name":"Quality assessment","score":0.4610340893268585},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4343158006668091},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3854004144668579},{"id":"https://openalex.org/keywords/metric","display_name":"Metric (unit)","score":0.15919581055641174}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7577693462371826},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7163792848587036},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.708158552646637},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.6235669255256653},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.5995588302612305},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.5220746397972107},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5139774680137634},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5113856196403503},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4914604425430298},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.47300320863723755},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4649815261363983},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.4610340893268585},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4343158006668091},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3854004144668579},{"id":"https://openalex.org/C176217482","wikidata":"https://www.wikidata.org/wiki/Q860554","display_name":"Metric (unit)","level":2,"score":0.15919581055641174},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","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/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C21547014","wikidata":"https://www.wikidata.org/wiki/Q1423657","display_name":"Operations management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2024.3409176","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2024.3409176","pdf_url":null,"source":{"id":"https://openalex.org/S4210173141","display_name":"IEEE Transactions on Image Processing","issn_l":"1057-7149","issn":["1057-7149","1941-0042"],"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 Image Processing","raw_type":"journal-article"},{"id":"pmid:38941202","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38941202","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on image processing : a publication of the IEEE Signal Processing Society","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G2889962487","display_name":null,"funder_award_id":"62176027","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":70,"referenced_works":["https://openalex.org/W1580389772","https://openalex.org/W1686810756","https://openalex.org/W1942545037","https://openalex.org/W1964859077","https://openalex.org/W1974013408","https://openalex.org/W1982471090","https://openalex.org/W1984093524","https://openalex.org/W2043253481","https://openalex.org/W2046119925","https://openalex.org/W2047920195","https://openalex.org/W2087061498","https://openalex.org/W2133665775","https://openalex.org/W2141983208","https://openalex.org/W2143668817","https://openalex.org/W2150734399","https://openalex.org/W2153582625","https://openalex.org/W2171349048","https://openalex.org/W2430408220","https://openalex.org/W2472413205","https://openalex.org/W2516567676","https://openalex.org/W2546855109","https://openalex.org/W2563786098","https://openalex.org/W2594112328","https://openalex.org/W2608225500","https://openalex.org/W2739757502","https://openalex.org/W2743390484","https://openalex.org/W2777280533","https://openalex.org/W2782579108","https://openalex.org/W2794680924","https://openalex.org/W2798581339","https://openalex.org/W2800935510","https://openalex.org/W2894938704","https://openalex.org/W2918431349","https://openalex.org/W2950689937","https://openalex.org/W2953590133","https://openalex.org/W2962785568","https://openalex.org/W2963470893","https://openalex.org/W2982083293","https://openalex.org/W2999031978","https://openalex.org/W3017083351","https://openalex.org/W3017136408","https://openalex.org/W3019533076","https://openalex.org/W3022710784","https://openalex.org/W3023338037","https://openalex.org/W3035719652","https://openalex.org/W3099982213","https://openalex.org/W3133201098","https://openalex.org/W3177553843","https://openalex.org/W3177575966","https://openalex.org/W3182211633","https://openalex.org/W3185318678","https://openalex.org/W3187505157","https://openalex.org/W3193517049","https://openalex.org/W3205575841","https://openalex.org/W3206086363","https://openalex.org/W4210361933","https://openalex.org/W4211253871","https://openalex.org/W4224852017","https://openalex.org/W4225642699","https://openalex.org/W4236325002","https://openalex.org/W4296599885","https://openalex.org/W4297665107","https://openalex.org/W4306831410","https://openalex.org/W6620788943","https://openalex.org/W6637373629","https://openalex.org/W6695314431","https://openalex.org/W6750835899","https://openalex.org/W6753074096","https://openalex.org/W6781725895","https://openalex.org/W6798736878"],"related_works":["https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790","https://openalex.org/W4315865067","https://openalex.org/W2979433843","https://openalex.org/W3208304128","https://openalex.org/W2466958844","https://openalex.org/W2804751933","https://openalex.org/W2245293081"],"abstract_inverted_index":{"This":[0],"study":[1],"aims":[2],"to":[3,26],"develop":[4],"advanced":[5,43,104],"and":[6,32,46,55,80],"training-free":[7],"full-reference":[8],"image":[9,95,125],"quality":[10,96],"assessment":[11,97],"(FR-IQA)":[12],"models":[13,85],"based":[14],"on":[15,140],"deep":[16,29,63,69,112,121],"neural":[17],"networks.":[18],"Specifically,":[19],"we":[20,116],"investigate":[21],"measures":[22,41,60,109,123],"that":[23,39],"allow":[24],"us":[25],"perceptually":[27],"compare":[28],"network":[30,113],"features":[31,64],"reveal":[33],"their":[34,130],"underlying":[35],"factors.":[36],"We":[37],"find":[38],"distribution":[40,108,122],"enjoy":[42],"perceptual":[44,105,134],"awareness":[45],"test":[47],"the":[48,72,103,118],"Wasserstein":[49],"distance":[50],"(WSD),":[51],"Jensen-Shannon":[52],"divergence":[53,58],"(JSD),":[54],"symmetric":[56],"Kullback-Leibler":[57],"(SKLD)":[59],"when":[61,110],"comparing":[62,111],"acquired":[65],"from":[66],"various":[67],"pretrained":[68],"networks,":[70],"including":[71],"Visual":[73],"Geometry":[74],"Group":[75],"(VGG)":[76],"network,":[77],"SqueezeNet,":[78],"MobileNet,":[79],"EfficientNet.":[81],"The":[82,136],"proposed":[83],"FR-IQA":[84],"exhibit":[86],"superior":[87],"alignment":[88],"with":[89],"subjective":[90],"human":[91],"evaluations":[92],"across":[93],"diverse":[94],"(IQA)":[98],"datasets":[99],"without":[100],"training,":[101],"demonstrating":[102],"relevance":[106],"of":[107,120],"features.":[114],"Additionally,":[115],"explore":[117],"applicability":[119],"in":[124],"super-resolution":[126],"enhancement":[127],"tasks,":[128],"highlighting":[129],"potential":[131],"for":[132],"guiding":[133],"enhancements.":[135],"code":[137],"is":[138],"available":[139],"website.":[141],"(https://github.com/Buka-Xing/Deep-network-based-distribution-measures-for-full-reference-image-quality-assessment).":[142]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":21},{"year":2024,"cited_by_count":2}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
