{"id":"https://openalex.org/W2734838866","doi":"https://doi.org/10.1109/ijcnn.2017.7965953","title":"Image aesthetics assessment using Deep Chatterjee's machine","display_name":"Image aesthetics assessment using Deep Chatterjee's machine","publication_year":2017,"publication_date":"2017-05-01","ids":{"openalex":"https://openalex.org/W2734838866","doi":"https://doi.org/10.1109/ijcnn.2017.7965953","mag":"2734838866"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn.2017.7965953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2017.7965953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-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":null,"display_name":"Zhangyang Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I91045830","display_name":"Texas A&M University","ror":"https://ror.org/01f5ytq51","country_code":"US","type":"education","lineage":["https://openalex.org/I91045830"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Zhangyang Wang","raw_affiliation_strings":["Department of Computer Science and Engineering, Texas A&M University, College Station, TX"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Texas A&M University, College Station, TX","institution_ids":["https://openalex.org/I91045830"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100456725","display_name":"Ding Liu","orcid":"https://orcid.org/0000-0002-0931-1345"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ding Liu","raw_affiliation_strings":["Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112248869","display_name":"Shiyu Chang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210114115","display_name":"IBM Research - Thomas J. Watson Research Center","ror":"https://ror.org/0265w5591","country_code":"US","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210114115"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Shiyu Chang","raw_affiliation_strings":["IBM Thomas J. Watson Research Center, Yorktown Heights, NY"],"affiliations":[{"raw_affiliation_string":"IBM Thomas J. Watson Research Center, Yorktown Heights, NY","institution_ids":["https://openalex.org/I4210114115"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006390763","display_name":"Florin Dolcos","orcid":"https://orcid.org/0000-0003-2230-4139"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Florin Dolcos","raw_affiliation_strings":["Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045169291","display_name":"Diane M. Beck","orcid":"https://orcid.org/0000-0001-9802-5828"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Diane Beck","raw_affiliation_strings":["Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101457342","display_name":"Thomas S. Huang","orcid":"https://orcid.org/0000-0001-8474-5859"},"institutions":[{"id":"https://openalex.org/I157725225","display_name":"University of Illinois Urbana-Champaign","ror":"https://ror.org/047426m28","country_code":"US","type":"education","lineage":["https://openalex.org/I157725225"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Thomas Huang","raw_affiliation_strings":["Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL"],"affiliations":[{"raw_affiliation_string":"Beckman Institute for Advanced Science and Technology, University of Illinois at Urbana-Champaign, Urbana, IL","institution_ids":["https://openalex.org/I157725225"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91045830"],"apc_list":null,"apc_paid":null,"fwci":2.4048,"has_fulltext":false,"cited_by_count":60,"citation_normalized_percentile":{"value":0.93676552,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"941","last_page":"948"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998000264167786,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9998000264167786,"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/T11165","display_name":"Image and Video Quality Assessment","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"}},{"id":"https://openalex.org/T12650","display_name":"Aesthetic Perception and Analysis","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/chatterjee","display_name":"Chatterjee","score":0.9915827512741089},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6762961745262146},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6189864873886108},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.617356538772583},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5676538944244385},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.48827099800109863},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.46377032995224},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37948235869407654},{"id":"https://openalex.org/keywords/aesthetics","display_name":"Aesthetics","score":0.3571343421936035},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.34986457228660583},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.32873374223709106},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.131210058927536},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.10097146034240723}],"concepts":[{"id":"https://openalex.org/C2779379073","wikidata":"https://www.wikidata.org/wiki/Q5087932","display_name":"Chatterjee","level":3,"score":0.9915827512741089},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6762961745262146},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6189864873886108},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.617356538772583},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5676538944244385},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.48827099800109863},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.46377032995224},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37948235869407654},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.3571343421936035},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34986457228660583},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.32873374223709106},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.131210058927536},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.10097146034240723},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C19235068","wikidata":"https://www.wikidata.org/wiki/Q9610","display_name":"Bengali","level":2,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn.2017.7965953","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn.2017.7965953","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":39,"referenced_works":["https://openalex.org/W244014878","https://openalex.org/W1511924373","https://openalex.org/W1601795611","https://openalex.org/W1663973292","https://openalex.org/W1806901794","https://openalex.org/W1985393502","https://openalex.org/W1997095443","https://openalex.org/W2009678853","https://openalex.org/W2013784666","https://openalex.org/W2023081159","https://openalex.org/W2023169975","https://openalex.org/W2037908367","https://openalex.org/W2040141351","https://openalex.org/W2048835603","https://openalex.org/W2063948594","https://openalex.org/W2077532029","https://openalex.org/W2078807908","https://openalex.org/W2080754665","https://openalex.org/W2089572795","https://openalex.org/W2098702533","https://openalex.org/W2128176243","https://openalex.org/W2128272608","https://openalex.org/W2141200610","https://openalex.org/W2141330471","https://openalex.org/W2149095485","https://openalex.org/W2151103935","https://openalex.org/W2155541015","https://openalex.org/W2157922518","https://openalex.org/W2163605009","https://openalex.org/W2166305798","https://openalex.org/W2170658603","https://openalex.org/W2763110165","https://openalex.org/W2917612489","https://openalex.org/W2963102887","https://openalex.org/W3105700508","https://openalex.org/W4231109964","https://openalex.org/W4294375521","https://openalex.org/W6684191040","https://openalex.org/W6759685630"],"related_works":["https://openalex.org/W1978262578","https://openalex.org/W3016972110","https://openalex.org/W2579975762","https://openalex.org/W2511254268","https://openalex.org/W4247460844","https://openalex.org/W583822028","https://openalex.org/W3180755935","https://openalex.org/W2056119507","https://openalex.org/W4232759322","https://openalex.org/W1542066078"],"abstract_inverted_index":{"Image":[0],"aesthetics":[1,59,73,91],"assessment":[2],"has":[3],"been":[4],"challenging":[5],"due":[6],"to":[7,50,65,95,115],"its":[8],"subjective":[9],"nature.":[10],"Inspired":[11],"by":[12],"the":[13,33,57,67,88,104],"Chatterjee's":[14,21],"visual":[15],"neuroscience":[16],"model,":[17],"we":[18],"design":[19],"Deep":[20],"Machine":[22],"(DCM)":[23],"tailored":[24],"for":[25],"this":[26],"task.":[27],"DCM":[28,64,109],"first":[29],"learns":[30],"attributes":[31,55],"through":[32],"parallel":[34],"supervised":[35],"pathways,":[36],"on":[37,103],"a":[38],"variety":[39],"of":[40,69,84,90],"selected":[41],"feature":[42],"dimensions.":[43],"A":[44],"high-level":[45],"synthesis":[46],"network":[47],"is":[48],"trained":[49],"associate":[51],"and":[52],"transform":[53],"those":[54],"into":[56],"overall":[58],"rating.":[60],"We":[61,78],"then":[62],"extend":[63],"predicting":[66],"distribution":[68],"human":[70],"ratings,":[71],"since":[72],"ratings":[74],"are":[75],"often":[76],"subjective.":[77],"also":[79],"highlight":[80],"our":[81],"first-of-its-kind":[82],"study":[83],"label-preserving":[85],"transformations":[86],"in":[87],"context":[89],"assessment,":[92],"which":[93],"leads":[94],"an":[96],"effective":[97],"data":[98],"augmentation":[99],"approach.":[100],"Experimental":[101],"results":[102],"AVA":[105],"dataset":[106],"show":[107],"that":[108],"gains":[110],"significant":[111],"performance":[112],"improvement,":[113],"compared":[114],"other":[116],"state-of-the-art":[117],"models.":[118]},"counts_by_year":[{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":5},{"year":2019,"cited_by_count":13},{"year":2018,"cited_by_count":5},{"year":2017,"cited_by_count":3}],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-10-10T00:00:00"}
