{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T17:16:57Z","timestamp":1771953417137,"version":"3.50.1"},"reference-count":59,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,10,19]],"date-time":"2025-10-19T00:00:00Z","timestamp":1760832000000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,19]]},"DOI":"10.1109\/iccvw69036.2025.00359","type":"proceedings-article","created":{"date-parts":[[2026,2,23]],"date-time":"2026-02-23T20:44:02Z","timestamp":1771879442000},"page":"3432-3442","source":"Crossref","is-referenced-by-count":3,"title":["VQualA 2025 Challenge on Engagement Prediction for Short Videos: Methods and Results"],"prefix":"10.1109","author":[{"given":"Dasong","family":"Li","sequence":"first","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Sizhuo","family":"Ma","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Hang","family":"Hua","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Wenjie","family":"Li","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Jian","family":"Wang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Chris Wei","family":"Zhou","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Fengbin","family":"Guan","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Xin","family":"Li","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Zihao","family":"Yu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Yiting","family":"Lu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Ru-Ling","family":"Liao","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Yan","family":"Ye","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Zhibo","family":"Chen","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Wei","family":"Sun","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Linhan","family":"Cao","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Yuqin","family":"Cao","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Weixia","family":"Zhang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Wen","family":"Wen","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Kaiwei","family":"Zhang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Zijian","family":"Chen","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Fangfang","family":"Lu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Xiongkuo","family":"Min","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Guangtao","family":"Zhai","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Erjia","family":"Xiao","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Lingfeng","family":"Zhang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Zhenjie","family":"Su","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Hao","family":"Cheng","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Yu","family":"Liu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Renjing","family":"Xu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Long","family":"Chen","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Xiaoshuai","family":"Hao","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Zhenpeng","family":"Zeng","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Jianain","family":"Wu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Xuxu Wang","family":"Oian Yu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Bo","family":"Hu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Weiwei","family":"Wang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Pinxin","family":"Liu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Yunlong","family":"Tang","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Luchuan","family":"Song","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Jinxi","family":"He","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Jiaru","family":"Wu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]},{"given":"Hanjia","family":"Lyu","sequence":"additional","affiliation":[{"name":"participants of the VQualA 2025 EVQA-SnapUGC: Engagement prediction for short videos Challenge."}]}],"member":"263","reference":[{"key":"ref1","article-title":"Tensor-Flow: Large-scale machine learning on heterogeneous systems","author":"Abadi","year":"2015","journal-title":"Software available from tensorflow.org"},{"key":"ref2","author":"Bai","year":"2025","journal-title":"Qwen2. 5-vl technical report"},{"key":"ref3","author":"Bulathwela","year":"2020","journal-title":"VLEngagement: A Dataset of Sci-entific Video Lectures for Evaluating Population-based En-gagement"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2021.3088505"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1145\/3394171.3413717"},{"key":"ref6","author":"Chen","year":"2022","journal-title":"Beats: Au-dio pre-training with acoustic tokenizers"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/2939672.2939785"},{"key":"ref8","volume-title":"Diffvqa: Video quality assessment using diffusion feature extractor","author":"Chen","year":"2025"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW69036.2025.00799"},{"key":"ref10","author":"Cheng","year":"2024","journal-title":"Videollama 2: Advancing spatial-temporal modeling and audio understanding in video-llms"},{"key":"ref11","author":"Cheng","year":"2024","journal-title":"Videollama 2: Advancing spatial-temporal modeling and audio understanding in video-llms"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2009.5206848"},{"key":"ref13","first-page":"4171","article-title":"Bert: Pre-training of deep bidirectional trans-formers for language understanding","volume-title":"Proceedings of the 2019 conference of the North American chapter of the asso-ciation for computational linguistics: human language technologies","volume":"1","author":"Devlin"},{"key":"ref14","author":"Dosovitskiy","year":"2020","journal-title":"An image is worth 16\u00d716 words: Trans-formers for image recognition at scale"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3077642"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/ISCAS56072.2025.11044175"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00685"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2016.90"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/qomex.2017.7965673"},{"key":"ref20","first-page":"1","article-title":"Vquala 2025 doc-ument image quality assessment challenge","volume-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision (ICCV) Workshops","author":"Huang"},{"key":"ref21","author":"Kay","year":"2017","journal-title":"The kinetics human action video dataset"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/2556325.2566237"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3292500.3330859"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3343031.3351028"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-19797-0_42"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/s11263-022-01627-3"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00947"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-72949-2_17"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW69036.2025.00354"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1117\/1.JEI.30.6.063034"},{"key":"ref31","author":"Lu","year":"2025","journal-title":"Q-adapt: Adapting lmm for visual quality as-sessment with progressive instruction tuning"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2012.2202049"},{"key":"ref33","first-page":"1","article-title":"2025 challenge on face image quality assessment: Methods and results","volume-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision (ICCV) Workshops","author":"Ma"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3331184.3331268"},{"key":"ref35","first-page":"8748","article-title":"Learning transferable visual models from natural language supervision","volume-title":"International conference on machine learning","author":"Radford"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1410"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2018.2869673"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2012.2214933"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/ICMEW53276.2021.9455999"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1145\/3503161.3548329"},{"key":"ref41","doi-asserted-by":"crossref","DOI":"10.1109\/ICCVW69036.2025.00360","article-title":"Engagement prediction of short videos with large multimodal models","volume-title":"Proceedings of the IEEE\/CVF Conference on Computer Vision (ICCV) Work-shops","author":"Sun"},{"key":"ref42","first-page":"10096","article-title":"Efficientnetv2: Smaller models and faster training","volume-title":"Proceedings of the 38th International Conference on Machine Learning, ICML 2021, 18\u201324 July 2021, Virtual Event","author":"Tan"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2021.3072221"},{"key":"ref44","first-page":"4964","article-title":"Dropoutnet: Addressing cold start in recommender systems","volume-title":"Proceedings of the 31st International Conference on Neural Information Processing Systems","author":"Volkovs"},{"key":"ref45","author":"Wang","year":"2025","journal-title":"Skywork-vl re-ward: An effective reward model for multimodal understanding and reasoning"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01323"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV51070.2023.01843"},{"key":"ref48","volume-title":"Q-align: Teaching lmms for visual scoring via discrete text-defined levels","author":"Wu","year":"2023"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52733.2024.02408"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1609\/icwsm.v12i1.15031"},{"key":"ref51","volume":"abs\/2302.00402","author":"Xu","year":"2023","journal-title":"mplug-2: A modularized multi-modal foundation model across text, image and video"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1109\/ICIP40778.2020.9191194"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR46437.2021.01380"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/DCC58796.2024.00118"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539092"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR.2018.00068"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/CVPR52729.2023.00174"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1109\/ICCVW69036.2025.00355"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462843"}],"event":{"name":"2025 IEEE\/CVF International Conference on Computer Vision Workshops (ICCVW)","location":"Honolulu, HI, USA","start":{"date-parts":[[2025,10,19]]},"end":{"date-parts":[[2025,10,20]]}},"container-title":["2025 IEEE\/CVF International Conference on Computer Vision Workshops (ICCVW)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11373940\/11374285\/11374541.pdf?arnumber=11374541","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,24]],"date-time":"2026-02-24T07:33:24Z","timestamp":1771918404000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11374541\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,19]]},"references-count":59,"URL":"https:\/\/doi.org\/10.1109\/iccvw69036.2025.00359","relation":{},"subject":[],"published":{"date-parts":[[2025,10,19]]}}}