{"id":"https://openalex.org/W4403848181","doi":"https://doi.org/10.1142/s1469026824500299","title":"Self-Supervised Image Aesthetic Assessment Based on Transformer","display_name":"Self-Supervised Image Aesthetic Assessment Based on Transformer","publication_year":2024,"publication_date":"2024-10-28","ids":{"openalex":"https://openalex.org/W4403848181","doi":"https://doi.org/10.1142/s1469026824500299"},"language":"en","primary_location":{"id":"doi:10.1142/s1469026824500299","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s1469026824500299","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://doi.org/10.1142/s1469026824500299","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086730944","display_name":"Minrui Jia","orcid":"https://orcid.org/0000-0003-2420-4481"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Minrui Jia","raw_affiliation_strings":["National Demonstration Center for Experimental Engineering Training Education, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P. R. China"],"affiliations":[{"raw_affiliation_string":"National Demonstration Center for Experimental Engineering Training Education, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P. R. China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108934061","display_name":"Guangao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangao Wang","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041921714","display_name":"Zibei Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zibei Wang","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083620864","display_name":"Shuai Yang","orcid":"https://orcid.org/0000-0002-8279-2499"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuai Yang","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028463238","display_name":"Yongzhen Ke","orcid":"https://orcid.org/0000-0002-2792-8728"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongzhen Ke","raw_affiliation_strings":["National Demonstration Center for Experimental Engineering Training Education, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P. R. China","School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"National Demonstration Center for Experimental Engineering Training Education, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P. R. China","institution_ids":["https://openalex.org/I198091727"]},{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I198091727"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100437056","display_name":"Kai Wang","orcid":"https://orcid.org/0000-0002-7870-9998"},"institutions":[{"id":"https://openalex.org/I198091727","display_name":"Tianjin Polytechnic University","ror":"https://ror.org/00xsr9m91","country_code":"CN","type":"education","lineage":["https://openalex.org/I198091727"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kai Wang","raw_affiliation_strings":["School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Tiangong University, No. 399 Binshui Road, Tianjin 300387, P.\u00a0R.\u00a0China","institution_ids":["https://openalex.org/I198091727"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5086730944"],"corresponding_institution_ids":["https://openalex.org/I198091727"],"apc_list":null,"apc_paid":null,"fwci":0.5248,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.67102559,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"24","issue":"01","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9987000226974487,"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":0.9987000226974487,"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":0.9955999851226807,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9955000281333923,"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":0.8811204433441162},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.6283775568008423},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5111072659492493},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.40438133478164673},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3383341431617737},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.10775759816169739},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.08520272374153137}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8811204433441162},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6283775568008423},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5111072659492493},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.40438133478164673},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3383341431617737},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.10775759816169739},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.08520272374153137},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1142/s1469026824500299","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s1469026824500299","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1142/s1469026824500299","is_oa":true,"landing_page_url":"https://doi.org/10.1142/s1469026824500299","pdf_url":null,"source":{"id":"https://openalex.org/S206936884","display_name":"International Journal of Computational Intelligence and Applications","issn_l":"1469-0268","issn":["1469-0268","1757-5885"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311754","host_organization_name":"Imperial College Press","host_organization_lineage":["https://openalex.org/P4310311754"],"host_organization_lineage_names":["Imperial College Press"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence and Applications","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","score":0.4699999988079071,"id":"https://metadata.un.org/sdg/11"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W146900863","https://openalex.org/W1511924373","https://openalex.org/W2048835603","https://openalex.org/W2078807908","https://openalex.org/W2295363913","https://openalex.org/W2326925005","https://openalex.org/W2417288846","https://openalex.org/W2754213847","https://openalex.org/W2931027027","https://openalex.org/W2963420272","https://openalex.org/W3035523707","https://openalex.org/W3090948074","https://openalex.org/W3103635814","https://openalex.org/W3145450063","https://openalex.org/W3159481202","https://openalex.org/W3171472210","https://openalex.org/W3182485714","https://openalex.org/W4214745154","https://openalex.org/W4285606417","https://openalex.org/W4386065622","https://openalex.org/W4386076227","https://openalex.org/W4390871938"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407"],"abstract_inverted_index":{"Visual":[0],"aesthetics":[1],"has":[2],"always":[3],"been":[4],"an":[5],"important":[6],"area":[7],"of":[8,22,108,121,158],"computational":[9],"vision,":[10],"and":[11,154],"researchers":[12],"have":[13],"continued":[14],"exploring":[15],"it.":[16],"To":[17],"further":[18],"improve":[19],"the":[20,23,33,54,67,73,85,100,106,132,138,156],"performance":[21],"image":[24,34,44,111,150],"aesthetic":[25,35,45,77,112,139,151,159],"evaluation":[26,36,46],"task,":[27],"we":[28,52,116],"introduce":[29],"a":[30,41,63,96,128],"Transformer":[31],"into":[32,95],"task.":[37],"This":[38],"paper":[39],"pioneers":[40],"novel":[42],"self-supervised":[43,110,149],"model":[47],"founded":[48],"upon":[49],"Transformers.":[50],"Meanwhile,":[51],"expand":[53],"pretext":[55],"task":[56],"to":[57,76,147],"capture":[58],"rich":[59],"visual":[60],"representations,":[61],"adding":[62],"branch":[64],"for":[65],"inpainting":[66],"masked":[68],"images":[69],"in":[70],"parallel":[71],"with":[72,127],"tasks":[74],"related":[75],"quality":[78],"degradation":[79],"operations.":[80],"Our":[81],"model\u2019s":[82],"refinement":[83],"employs":[84],"innovative":[86],"uncertainty":[87],"weighting":[88],"method,":[89],"seamlessly":[90],"amalgamating":[91],"three":[92],"distinct":[93],"losses":[94],"unified":[97],"objective.":[98],"On":[99,131],"AVA":[101],"dataset,":[102,134],"our":[103,135],"approach":[104,136],"surpasses":[105],"efficacy":[107],"prevailing":[109],"assessment":[113,152],"methods.":[114],"Remarkably,":[115],"attain":[117],"results":[118],"approaching":[119],"those":[120],"supervised":[122],"methods,":[123],"even":[124],"while":[125],"operating":[126],"limited":[129],"dataset.":[130],"AADB":[133],"improves":[137,155],"binary":[140],"classification":[141],"accuracy":[142],"by":[143],"roughly":[144],"16%":[145],"compared":[146],"other":[148],"methods":[153],"prediction":[157],"attributes.":[160]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}
