{"id":"https://openalex.org/W2990658557","doi":"https://doi.org/10.1109/tip.2019.2952010","title":"Learning No-Reference Quality Assessment of Multiply and Singly Distorted Images With Big Data","display_name":"Learning No-Reference Quality Assessment of Multiply and Singly Distorted Images With Big Data","publication_year":2019,"publication_date":"2019-11-26","ids":{"openalex":"https://openalex.org/W2990658557","doi":"https://doi.org/10.1109/tip.2019.2952010","mag":"2990658557","pmid":"https://pubmed.ncbi.nlm.nih.gov/31794396"},"language":"en","primary_location":{"id":"doi:10.1109/tip.2019.2952010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2019.2952010","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/A5100388155","display_name":"Yi Zhang","orcid":"https://orcid.org/0000-0002-4070-4649"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Zhang","raw_affiliation_strings":["School of Electronic and Information Engineering, Xi’an Jiaotong University, Xi’an, China","School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0002-4070-4649","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013663929","display_name":"Xuanqin Mou","orcid":"https://orcid.org/0000-0003-1381-5260"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuanqin Mou","raw_affiliation_strings":["School of Electronic and Information Engineering, Xi’an Jiaotong University, Xi’an, China","School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0003-1381-5260","affiliations":[{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Electronic and Information Engineering, Xi'an Jiaotong University, Xi'an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091097268","display_name":"Damon M. Chandler","orcid":"https://orcid.org/0000-0003-0326-0679"},"institutions":[{"id":"https://openalex.org/I1298590031","display_name":"Shizuoka University","ror":"https://ror.org/01w6wtk13","country_code":"JP","type":"education","lineage":["https://openalex.org/I1298590031"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Damon M. Chandler","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, Shizuoka University, Hamamatsu, Japan"],"raw_orcid":"https://orcid.org/0000-0003-0326-0679","affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Shizuoka University, Hamamatsu, Japan","institution_ids":["https://openalex.org/I1298590031"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.6948,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.75324316,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"29","issue":null,"first_page":"2676","last_page":"2691"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","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/T11165","display_name":"Image and Video Quality Assessment","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":0.9983000159263611,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9937000274658203,"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/distortion","display_name":"Distortion (music)","score":0.712505578994751},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.667772114276886},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5885231494903564},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5442304015159607},{"id":"https://openalex.org/keywords/jpeg-2000","display_name":"JPEG 2000","score":0.49051517248153687},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.4517485499382019},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44937825202941895},{"id":"https://openalex.org/keywords/gaussian-blur","display_name":"Gaussian blur","score":0.4374805986881256},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.41468656063079834},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.39351406693458557},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.36372196674346924},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.36011603474617004},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.33483070135116577},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.3239005208015442},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.2859273850917816},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.25200313329696655}],"concepts":[{"id":"https://openalex.org/C126780896","wikidata":"https://www.wikidata.org/wiki/Q899871","display_name":"Distortion (music)","level":4,"score":0.712505578994751},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.667772114276886},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5885231494903564},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5442304015159607},{"id":"https://openalex.org/C69216139","wikidata":"https://www.wikidata.org/wiki/Q931783","display_name":"JPEG 2000","level":5,"score":0.49051517248153687},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.4517485499382019},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44937825202941895},{"id":"https://openalex.org/C104317376","wikidata":"https://www.wikidata.org/wiki/Q1894545","display_name":"Gaussian blur","level":5,"score":0.4374805986881256},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.41468656063079834},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.39351406693458557},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.36372196674346924},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.36011603474617004},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.33483070135116577},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.3239005208015442},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.2859273850917816},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.25200313329696655},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C2776257435","wikidata":"https://www.wikidata.org/wiki/Q1576430","display_name":"Bandwidth (computing)","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/C194257627","wikidata":"https://www.wikidata.org/wiki/Q211554","display_name":"Amplifier","level":3,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tip.2019.2952010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tip.2019.2952010","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:31794396","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31794396","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":[],"awards":[{"id":"https://openalex.org/G1070032870","display_name":null,"funder_award_id":"61901355","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1167855194","display_name":null,"funder_award_id":"2018M640991","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G3360511964","display_name":"Modeling the Perceptual Underpinnings for Quality Assessment of Restored Textures","funder_award_id":"17K00232","funder_id":"https://openalex.org/F4320334764","funder_display_name":"Japan Society for the Promotion of Science"},{"id":"https://openalex.org/G4158921573","display_name":null,"funder_award_id":"2016YFA0202003","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","ror":"https://ror.org/00hhkn466"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":60,"referenced_works":["https://openalex.org/W960685596","https://openalex.org/W1575230410","https://openalex.org/W1580389772","https://openalex.org/W1964859077","https://openalex.org/W1973175507","https://openalex.org/W1977246677","https://openalex.org/W1977725648","https://openalex.org/W1978928662","https://openalex.org/W1982471090","https://openalex.org/W1984066865","https://openalex.org/W1985560945","https://openalex.org/W2015196405","https://openalex.org/W2026912518","https://openalex.org/W2027058646","https://openalex.org/W2035414577","https://openalex.org/W2035713052","https://openalex.org/W2046119925","https://openalex.org/W2047710600","https://openalex.org/W2057224480","https://openalex.org/W2069826406","https://openalex.org/W2073623229","https://openalex.org/W2079615115","https://openalex.org/W2102166818","https://openalex.org/W2121770907","https://openalex.org/W2121927366","https://openalex.org/W2123349621","https://openalex.org/W2123492407","https://openalex.org/W2129644086","https://openalex.org/W2131676517","https://openalex.org/W2133665775","https://openalex.org/W2141704978","https://openalex.org/W2141983208","https://openalex.org/W2143022453","https://openalex.org/W2148848374","https://openalex.org/W2150594226","https://openalex.org/W2153635508","https://openalex.org/W2158035503","https://openalex.org/W2161907179","https://openalex.org/W2162915697","https://openalex.org/W2163370434","https://openalex.org/W2168023013","https://openalex.org/W2171349048","https://openalex.org/W2303076655","https://openalex.org/W2324971623","https://openalex.org/W2401075073","https://openalex.org/W2404848313","https://openalex.org/W2430408220","https://openalex.org/W2500825094","https://openalex.org/W2546855109","https://openalex.org/W2579658395","https://openalex.org/W2594112328","https://openalex.org/W2777280533","https://openalex.org/W2794680924","https://openalex.org/W2885293071","https://openalex.org/W2894938704","https://openalex.org/W2918431349","https://openalex.org/W3100404621","https://openalex.org/W4241515052","https://openalex.org/W6668069445","https://openalex.org/W6684791271"],"related_works":["https://openalex.org/W2390873329","https://openalex.org/W2151403598","https://openalex.org/W2385039112","https://openalex.org/W2137460601","https://openalex.org/W2354616978","https://openalex.org/W2357744830","https://openalex.org/W2006865992","https://openalex.org/W2375053416","https://openalex.org/W2387270800","https://openalex.org/W2375227896"],"abstract_inverted_index":{"Previous":[0],"research":[1],"on":[2,12,133,177,186],"no-reference":[3],"(NR)":[4],"quality":[5,81,174,193,205],"assessment":[6],"of":[7,40,82,114,127,179],"multiply-distorted":[8,188],"images":[9,26,83],"focused":[10],"mainly":[11],"three":[13,66,180,187],"distortion":[14,67,87,141,147],"types":[15,88],"(white":[16,89],"noise,":[17,90],"Gaussian":[18,91],"blur,":[19,92],"and":[20,97,100,111,122,157,189],"JPEG":[21,93],"compression),":[22],"while":[23],"in":[24,204],"practice":[25],"can":[27],"be":[28],"contaminated":[29],"by":[30,85,117],"many":[31],"other":[32,220],"common":[33],"distortions":[34],"due":[35],"to":[36,64,75,77,138,170,219],"the":[37,65,80,109,145],"various":[38],"stages":[39],"processing.":[41],"Although":[42],"MUSIQUE":[43,74],"(MUltiply-and":[44],"Singly-distorted":[45],"Image":[46],"QUality":[47],"Estimator)":[48],"Zhang":[49],"et":[50],"al.,":[51],"TIP":[52],"2018":[53],"is":[54,61],"a":[55,123,134,159,166,201],"successful":[56],"NR":[57],"algorithm,":[58],"this":[59,70],"approach":[60],"still":[62],"limited":[63],"types.":[68,142],"In":[69],"paper,":[71],"we":[72],"extend":[73],"MUSIQUE-II":[76,105,131,150,164,197],"blindly":[78],"assess":[79],"corrupted":[84],"five":[86,146,173],"compression,":[94,96],"JPEG2000":[95],"contrast":[98,155],"change)":[99],"their":[101],"combinations.":[102],"The":[103],"proposed":[104],"algorithm":[106],"builds":[107],"upon":[108],"classification":[110,136,181],"parameter-estimation":[112],"framework":[113],"its":[115,211],"predecessor":[116],"using":[118],"more":[119,124],"advanced":[120],"models":[121],"comprehensive":[125],"set":[126],"distortion-sensitive":[128],"features.":[129],"Specifically,":[130],"relies":[132],"three-layer":[135],"model":[137],"identify":[139],"19":[140],"To":[143],"predict":[144],"parameter":[148],"values,":[149],"extracts":[151],"an":[152],"additional":[153],"14":[154],"features":[156],"employs":[158,165],"multi-layer":[160],"probability-weighting":[161],"rule.":[162],"Finally,":[163],"new":[167],"most-apparent-distortion":[168],"strategy":[169],"adaptively":[171],"combine":[172],"scores":[175],"based":[176],"outputs":[178],"models.":[182],"Experimental":[183],"results":[184],"tested":[185],"six":[190],"singly-distorted":[191],"image":[192],"databases":[194],"show":[195],"that":[196],"yields":[198],"not":[199],"only":[200],"substantial":[202],"improvement":[203],"predictive":[206],"performance":[207,217],"as":[208],"compared":[209],"with":[210],"predecessor,":[212],"but":[213],"also":[214],"highly":[215],"competitive":[216],"relative":[218],"state-of-the-art":[221],"FR/NR":[222],"IQA":[223],"algorithms.":[224]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":4},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}