{"id":"https://openalex.org/W4401990587","doi":"https://doi.org/10.1109/icmew63481.2024.10645451","title":"Q-Boost: On Visual Quality Assessment Ability of Low-Level Multi-Modality Foundation Models","display_name":"Q-Boost: On Visual Quality Assessment Ability of Low-Level Multi-Modality Foundation Models","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4401990587","doi":"https://doi.org/10.1109/icmew63481.2024.10645451"},"language":"en","primary_location":{"id":"doi:10.1109/icmew63481.2024.10645451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmew63481.2024.10645451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)","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/A5101797192","display_name":"Zicheng Zhang","orcid":"https://orcid.org/0000-0002-7247-7938"},"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":"Zicheng Zhang","raw_affiliation_strings":["Shanghai Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014879869","display_name":"Haoning Wu","orcid":"https://orcid.org/0000-0001-8642-8101"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Haoning Wu","raw_affiliation_strings":["Nanyang Technological University,S-Lab"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,S-Lab","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060080802","display_name":"Zhongpeng Ji","orcid":"https://orcid.org/0000-0002-9532-7035"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhongpeng Ji","raw_affiliation_strings":["Huawei"],"affiliations":[{"raw_affiliation_string":"Huawei","institution_ids":[]}]},{"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 Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115529155","display_name":"Erli Zhang","orcid":"https://orcid.org/0009-0008-0339-6166"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Erli Zhang","raw_affiliation_strings":["Nanyang Technological University,S-Lab"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,S-Lab","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044700284","display_name":"Wei Sun","orcid":"https://orcid.org/0000-0001-8162-1949"},"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 Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115593366","display_name":"Xiaohong Liu","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":false,"raw_author_name":"Xiaohong Liu","raw_affiliation_strings":["Shanghai Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","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 Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108555055","display_name":"Fengyu Sun","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fengyu Sun","raw_affiliation_strings":["Huawei"],"affiliations":[{"raw_affiliation_string":"Huawei","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012650575","display_name":"Shangling Jui","orcid":"https://orcid.org/0000-0002-1047-4264"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shangling Jui","raw_affiliation_strings":["Huawei"],"affiliations":[{"raw_affiliation_string":"Huawei","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403129","display_name":"Weisi Lin","orcid":"https://orcid.org/0000-0001-9866-1947"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weisi Lin","raw_affiliation_strings":["Nanyang Technological University,S-Lab"],"affiliations":[{"raw_affiliation_string":"Nanyang Technological University,S-Lab","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087550523","display_name":"Guangtao Zhai","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":false,"raw_author_name":"Guangtao Zhai","raw_affiliation_strings":["Shanghai Jiaotong University"],"affiliations":[{"raw_affiliation_string":"Shanghai Jiaotong University","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5101797192"],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":3.6651,"has_fulltext":false,"cited_by_count":14,"citation_normalized_percentile":{"value":0.94302916,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11165","display_name":"Image and Video Quality Assessment","score":0.9997000098228455,"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":0.9997000098228455,"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":0.9951000213623047,"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":0.9840999841690063,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.7239281535148621},{"id":"https://openalex.org/keywords/foundation","display_name":"Foundation (evidence)","score":0.6806074976921082},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6262670159339905},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.5248986482620239},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3421638011932373}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.7239281535148621},{"id":"https://openalex.org/C2780966255","wikidata":"https://www.wikidata.org/wiki/Q5474306","display_name":"Foundation (evidence)","level":2,"score":0.6806074976921082},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6262670159339905},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.5248986482620239},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3421638011932373},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmew63481.2024.10645451","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmew63481.2024.10645451","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Multimedia and Expo Workshops (ICMEW)","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":32,"referenced_works":["https://openalex.org/W1977725648","https://openalex.org/W2102166818","https://openalex.org/W2611434713","https://openalex.org/W2791258091","https://openalex.org/W2905544033","https://openalex.org/W2939995367","https://openalex.org/W2950154603","https://openalex.org/W2953590133","https://openalex.org/W2965644659","https://openalex.org/W3002992380","https://openalex.org/W3003957020","https://openalex.org/W3030701471","https://openalex.org/W3035719652","https://openalex.org/W3091249416","https://openalex.org/W3099047215","https://openalex.org/W3103745061","https://openalex.org/W3171407434","https://openalex.org/W4214745154","https://openalex.org/W4304014328","https://openalex.org/W4312818079","https://openalex.org/W4322706707","https://openalex.org/W4367367040","https://openalex.org/W4382462760","https://openalex.org/W4385901360","https://openalex.org/W4386071544","https://openalex.org/W4386158873","https://openalex.org/W4387068132","https://openalex.org/W4387076386","https://openalex.org/W4388210343","https://openalex.org/W4390874113","https://openalex.org/W4402704606","https://openalex.org/W6850596421"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2381393187","https://openalex.org/W2332779545","https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W2358060160"],"abstract_inverted_index":{"Recent":[0],"advancements":[1],"in":[2,12,23,50],"Multi-modality":[3],"Large":[4],"Language":[5],"Models":[6],"(MLLMs)":[7],"have":[8],"demonstrated":[9],"remarkable":[10],"capabilities":[11],"complex":[13],"high-level":[14],"vision":[15],"tasks.":[16],"However,":[17],"the":[18,77,124,132],"exploration":[19],"of":[20,30,80],"MLLM":[21],"potential":[22],"visual":[24],"quality":[25,52,57],"assessment,":[26],"a":[27,42,88,97],"vital":[28],"aspect":[29],"low-level":[31,48,125],"vision,":[32],"remains":[33],"limited.":[34],"To":[35],"address":[36],"this":[37],"gap,":[38],"we":[39],"introduce":[40],"Q-Boost,":[41],"novel":[43],"strategy":[44],"designed":[45],"to":[46,111],"enhance":[47],"MLLMs":[49,126],"image":[51],"assessment":[53,58],"(IQA)":[54],"and":[55,82,100,114],"video":[56],"(VQA)":[59],"tasks,":[60],"which":[61],"is":[62],"structured":[63],"around":[64],"two":[65],"pivotal":[66],"components:":[67],"1)":[68],"Triadic-Tone":[69],"Integration:":[70],"Ordinary":[71],"prompt":[72],"design":[73],"simply":[74],"oscillates":[75],"between":[76],"binary":[78],"extremes":[79],"positive":[81],"negative.":[83],"Q-Boost":[84,137],"innovates":[85],"by":[86],"incorporating":[87],"\u2018middle":[89],"ground\u2019":[90],"approach":[91],"through":[92],"neutral":[93],"prompts,":[94],"allowing":[95],"for":[96],"more":[98,116],"balanced":[99],"detailed":[101],"assessment.":[102],"2)":[103],"Multi-Prompt":[104],"Ensemble:":[105],"Multiple":[106],"quality-centric":[107],"prompts":[108],"are":[109],"used":[110],"mitigate":[112],"bias":[113],"acquire":[115],"accurate":[117],"evaluation.":[118],"The":[119],"experimental":[120],"results":[121],"show":[122],"that":[123],"exhibit":[127],"outstanding":[128],"zeros-shot":[129],"performance":[130],"on":[131],"IQA/VQA":[133],"tasks":[134],"equipped":[135],"with":[136],"strategy.":[138]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":8}],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-10-10T00:00:00"}
