{"id":"https://openalex.org/W4403576622","doi":"https://doi.org/10.1145/3689093.3689181","title":"MT-VQA: A Multi-task Approach for Quality Assessment of Short-form Videos","display_name":"MT-VQA: A Multi-task Approach for Quality Assessment of Short-form Videos","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403576622","doi":"https://doi.org/10.1145/3689093.3689181"},"language":"en","primary_location":{"id":"doi:10.1145/3689093.3689181","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3689093.3689181","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd Workshop on Quality of Experience in Visual Multimedia Applications","raw_type":"proceedings-article"},"type":"conference-paper","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/A5025156540","display_name":"Shi-Jie Wen","orcid":"https://orcid.org/0009-0002-7478-2351"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shijie Wen","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-7478-2351","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060267883","display_name":"Minglang Qiao","orcid":"https://orcid.org/0000-0002-9591-2568"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Minglang Qiao","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-9591-2568","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101886090","display_name":"Lai Jiang","orcid":"https://orcid.org/0000-0002-4639-8136"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lai Jiang","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4639-8136","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079385534","display_name":"Mai Xu","orcid":"https://orcid.org/0000-0002-0277-3301"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mai Xu","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-0277-3301","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040495514","display_name":"Xin Deng","orcid":"https://orcid.org/0000-0002-4708-6572"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Deng","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-4708-6572","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102899011","display_name":"Shengxi Li","orcid":"https://orcid.org/0000-0003-4979-9290"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shengxi Li","raw_affiliation_strings":["Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4979-9290","affiliations":[{"raw_affiliation_string":"Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"30","last_page":"38"},"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9993000030517578,"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":0.9984999895095825,"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":0.7605091333389282},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7526458501815796},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.6250356435775757},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3950963616371155},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3676620125770569},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3482370376586914},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.08794716000556946},{"id":"https://openalex.org/keywords/systems-engineering","display_name":"Systems engineering","score":0.0601138174533844}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7605091333389282},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7526458501815796},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.6250356435775757},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3950963616371155},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3676620125770569},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3482370376586914},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.08794716000556946},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0601138174533844},{"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:10.1145/3689093.3689181","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3689093.3689181","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd Workshop on Quality of Experience in Visual Multimedia Applications","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W2048042940","https://openalex.org/W2128272608","https://openalex.org/W2148848374","https://openalex.org/W2194775991","https://openalex.org/W2461475918","https://openalex.org/W2950154603","https://openalex.org/W2955060956","https://openalex.org/W2963581854","https://openalex.org/W2965644659","https://openalex.org/W2969741484","https://openalex.org/W2980565715","https://openalex.org/W2981374717","https://openalex.org/W2986131415","https://openalex.org/W2990503944","https://openalex.org/W3011978462","https://openalex.org/W3030701471","https://openalex.org/W3081573667","https://openalex.org/W3082657571","https://openalex.org/W3099047215","https://openalex.org/W3100404621","https://openalex.org/W3126164993","https://openalex.org/W3138516171","https://openalex.org/W3167030277","https://openalex.org/W3174089122","https://openalex.org/W3194945615","https://openalex.org/W3202477427","https://openalex.org/W3209403948","https://openalex.org/W4225292576","https://openalex.org/W4240153047","https://openalex.org/W4285176798","https://openalex.org/W4312560592","https://openalex.org/W4312818079","https://openalex.org/W4312929873","https://openalex.org/W4389747877","https://openalex.org/W4392007279","https://openalex.org/W4402753893"],"related_works":["https://openalex.org/W3188962172","https://openalex.org/W4389443772","https://openalex.org/W2772917594","https://openalex.org/W4312825515","https://openalex.org/W4306742369","https://openalex.org/W2548721895","https://openalex.org/W4303457083","https://openalex.org/W2373456246","https://openalex.org/W2131146434","https://openalex.org/W3204019825"],"abstract_inverted_index":{"Short-form":[0],"video,":[1],"as":[2],"a":[3,91,142,168],"mainstream":[4],"media":[5],"form":[6],"on":[7,137,179],"video":[8,39,125,155],"platforms,":[9],"has":[10],"undergone":[11],"explosive":[12],"growth":[13],"in":[14,126,148,196],"recent":[15],"years.":[16],"A":[17],"vast":[18],"number":[19],"of":[20,52,67,72,80,118,152],"short-form":[21,57,73,93,119,124,163],"videos":[22],"are":[23],"produced,":[24],"processed,":[25],"and":[26,47,116,133,154,199],"distributed":[27],"to":[28,34,172,177],"users":[29],"each":[30,123],"day,":[31],"inevitably":[32],"leading":[33],"quality":[35,40,108,131,180],"degradation.":[36],"Therefore,":[37],"accurate":[38],"assessment":[41],"(VQA)":[42],"is":[43,75],"critical":[44],"for":[45,122,162],"monitoring":[46],"optimizing":[48],"the":[49,55,65,70,78,85,106,113,174],"viewing":[50,66],"experience":[51],"users.":[53],"However,":[54],"existing":[56],"VQA":[58,74,94,145,153,175,198],"approaches":[59],"neglect":[60],"human":[61],"attention":[62],"patterns":[63],"during":[64,112],"videos.":[68,120,164],"Besides,":[69,121],"advancement":[71],"obstructed":[76],"by":[77],"absence":[79],"large-scale":[81,92],"datasets.":[82],"To":[83],"tackle":[84],"above":[86],"challenges,":[87],"we":[88,128,140],"first":[89],"construct":[90],"dataset":[95,100],"called":[96],"SVQA.":[97],"The":[98],"SVQA":[99],"comprises":[101],"diverse":[102],"distortion":[103],"types,":[104],"covering":[105],"typical":[107],"degradations":[109],"that":[110,189],"arise":[111],"photography,":[114],"encoding,":[115],"editing":[117],"SVQA,":[127],"collect":[129],"both":[130,150,197],"score":[132],"eye-tracking":[134],"annotation.":[135],"Based":[136],"our":[138,190],"dataset,":[139],"propose":[141,167],"two-branch":[143],"multi-task":[144,191],"approach,":[146],"MT-VQA,":[147],"which":[149],"tasks":[151],"saliency":[156,169],"prediction":[157],"(VSP)":[158],"can":[159],"be":[160],"accomplished":[161],"We":[165],"further":[166],"fusion":[170],"module":[171],"guide":[173],"branch":[176],"focus":[178],"distortions":[181],"within":[182],"visually":[183],"attractive":[184],"regions.":[185],"Extensive":[186],"experiments":[187],"show":[188],"approach":[192],"achieves":[193],"superior":[194],"performance":[195],"VSP":[200],"tasks.":[201]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}