{"id":"https://openalex.org/W4400231751","doi":"https://doi.org/10.1109/iscas58744.2024.10558022","title":"PrefIQA: Human Preference Learning for AI-generated Image Quality Assessment","display_name":"PrefIQA: Human Preference Learning for AI-generated Image Quality Assessment","publication_year":2024,"publication_date":"2024-05-19","ids":{"openalex":"https://openalex.org/W4400231751","doi":"https://doi.org/10.1109/iscas58744.2024.10558022"},"language":"en","primary_location":{"id":"doi:10.1109/iscas58744.2024.10558022","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas58744.2024.10558022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","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":"https://openalex.org/A5101390780","display_name":"Hengjian Gao","orcid":null},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hengjian Gao","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043299994","display_name":"Kaiwei Zhang","orcid":"https://orcid.org/0009-0001-2322-9727"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaiwei Zhang","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022540715","display_name":"Wei\u2010Zen Sun","orcid":"https://orcid.org/0000-0001-8543-2600"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Sun","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100728496","display_name":"Chunyi Li","orcid":"https://orcid.org/0000-0003-2061-9452"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunyi Li","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015291775","display_name":"Huiyu Duan","orcid":"https://orcid.org/0000-0002-6519-4067"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiyu Duan","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062521285","display_name":"Xiaohong Liu","orcid":"https://orcid.org/0000-0001-9413-2706"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaohong Liu","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043405654","display_name":"Xiongkuo Min","orcid":"https://orcid.org/0000-0001-5693-0416"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiongkuo Min","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064168853","display_name":"Guangtao Zhai","orcid":"https://orcid.org/0000-0001-8165-9322"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangtao Zhai","raw_affiliation_strings":["Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiao Tong University,Institute of Image Communication and Network Engineering,Shanghai,China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5101390780"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":1.0018,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.78721771,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9768999814987183,"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"}},"topics":[{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9768999814987183,"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/T10862","display_name":"AI in cancer detection","score":0.9337999820709229,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9158999919891357,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"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":0.6746264100074768},{"id":"https://openalex.org/keywords/preference","display_name":"Preference","score":0.6346994638442993},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5604748725891113},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5492871999740601},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5071132183074951},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4169475734233856},{"id":"https://openalex.org/keywords/quality-assessment","display_name":"Quality assessment","score":0.41510605812072754},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.36959636211395264},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33836618065834045},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10563349723815918},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.09698113799095154},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.07537803053855896},{"id":"https://openalex.org/keywords/evaluation-methods","display_name":"Evaluation methods","score":0.07352161407470703},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.07291048765182495}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6746264100074768},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.6346994638442993},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5604748725891113},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5492871999740601},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5071132183074951},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4169475734233856},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.41510605812072754},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.36959636211395264},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33836618065834045},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10563349723815918},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.09698113799095154},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.07537803053855896},{"id":"https://openalex.org/C3018395757","wikidata":"https://www.wikidata.org/wiki/Q1379672","display_name":"Evaluation methods","level":2,"score":0.07352161407470703},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.07291048765182495},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas58744.2024.10558022","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas58744.2024.10558022","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":33,"referenced_works":["https://openalex.org/W2963373786","https://openalex.org/W2963966654","https://openalex.org/W2964024144","https://openalex.org/W3094502228","https://openalex.org/W3165647589","https://openalex.org/W4226125322","https://openalex.org/W4283388932","https://openalex.org/W4288099256","https://openalex.org/W4301206121","https://openalex.org/W4306820534","https://openalex.org/W4312933868","https://openalex.org/W4365600514","https://openalex.org/W4368303308","https://openalex.org/W4385245566","https://openalex.org/W4385570204","https://openalex.org/W4386211581","https://openalex.org/W4387010079","https://openalex.org/W4390874002","https://openalex.org/W4391490252","https://openalex.org/W6713645886","https://openalex.org/W6718379498","https://openalex.org/W6765779288","https://openalex.org/W6784333009","https://openalex.org/W6790978476","https://openalex.org/W6791353385","https://openalex.org/W6796242362","https://openalex.org/W6810940779","https://openalex.org/W6811013733","https://openalex.org/W6839643428","https://openalex.org/W6841188642","https://openalex.org/W6846007759","https://openalex.org/W6852065897","https://openalex.org/W6852162230"],"related_works":["https://openalex.org/W2090624569","https://openalex.org/W4381329258","https://openalex.org/W2891635047","https://openalex.org/W4252225730","https://openalex.org/W2961085424","https://openalex.org/W2466958844","https://openalex.org/W2804751933","https://openalex.org/W2245293081","https://openalex.org/W1973829424","https://openalex.org/W3209787365"],"abstract_inverted_index":{"Despite":[0],"recent":[1],"advancements":[2],"in":[3,8],"generative":[4],"models,":[5],"the":[6,32,71,96,100,134],"variation":[7],"image":[9,92,125],"quality":[10,33,126],"remains":[11],"a":[12,56,66,83,130],"significant":[13],"concern.":[14],"To":[15],"tackle":[16],"this":[17],"issue,":[18],"we":[19,54,81],"propose":[20],"PrefIQA,":[21],"an":[22],"effective":[23],"human":[24],"preference":[25],"learning":[26],"metric,":[27],"which":[28,86],"can":[29],"better":[30],"evaluate":[31],"of":[34,39,70,136],"AI-generated":[35,124],"images.":[36],"PrefIQA":[37,109],"consists":[38],"two":[40],"units,":[41],"namely":[42],"Feature":[43,47,51,78],"Extraction":[44,52],"Unit":[45],"and":[46,75,91,128],"Fusion":[48,79],"Unit.":[49],"In":[50,77,99],"Unit,":[53,80],"introduce":[55,82],"prompt-segmentation":[57],"module":[58],"to":[59,94,133],"divide":[60],"prompts":[61],"into":[62],"multiple":[63],"phrases,":[64],"enabling":[65],"more":[67],"detailed":[68],"evaluation":[69],"alignment":[72,113],"between":[73],"images":[74],"texts.":[76],"modality-fusion":[84],"module,":[85],"effectively":[87],"mixes":[88],"text":[89],"features":[90,93],"improve":[95],"overall":[97],"performance.":[98],"experiment":[101],"part,":[102],"extensive":[103],"experiments":[104],"are":[105],"conducted,":[106],"demonstrating":[107],"that":[108,117],"surpasses":[110],"existing":[111],"text-to-image":[112,137],"metrics.":[114],"We":[115],"believe":[116],"PrefIQA\u2019s":[118],"proposal":[119],"would":[120],"facilitate":[121],"researches":[122],"on":[123],"assessment,":[127],"make":[129],"valuable":[131],"contribution":[132],"field":[135],"generation.":[138]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-09T08:58:05.943551","created_date":"2025-10-10T00:00:00"}