视频大模型

RIFLEx: A Free Lunch for Length Extrapolation in Video Diffusion Transformers

Min Zhao, Guande He, Yixiao Chen, Hongzhou Zhu, Chongxuan Li, Jun Zhu

机构 * Dept. of Comp. Sci. \& Tech., BNRist Center, THU-Bosch ML Center, Tsinghua University. ； The University of Texas at Austin. ； Gaoling School of Artificial Intelligence Renmin University of China Beijing, China. ； Beijing Key Laboratory of Research on Large Models ； Engineering Research Center of Next-Generation Intelligent Search ； Pazhou Laboratory (Huangpu) 纠错

专题命中 视频扩散模型 ：video diffusion(title,abstract)；video generation(abstract)；long video(abstract)；分类 cs.CV

Comments ICML 2025. Project page: https://riflex-video.github.io/

ReferEverything: Towards Segmenting Everything We Can Speak of in Videos

Anurag Bagchi, Zhipeng Bao, Yu-Xiong Wang, Pavel Tokmakov, Martial Hebert

机构 * Carnegie Mellon University（卡内基梅隆大学） ； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Toyota Research Institute（丰田研究 institute） 纠错

专题命中 视频扩散模型 ：video generation(abstract)；video diffusion(abstract)；分类 cs.CV

Comments Project page at https://refereverything.github.io/

DepthSync: Diffusion Guidance-Based Depth Synchronization for Scale- and Geometry-Consistent Video Depth Estimation

Yue-Jiang Dong, Wang Zhao, Jiale Xu, Ying Shan, Song-Hai Zhang

机构 * Tsinghua University（清华大学） ； ARC Lab, Tencent PCG（腾讯PCG实验室） 纠错

专题命中 视频扩散模型 ：long video(abstract)；分类 cs.CV

Comments Accepted by ICCV 2025; Project Homepage: https://yuejiangdong.github.io/depthsync

Extracting Visual Plans from Unlabeled Videos via Symbolic Guidance

Wenyan Yang, Ahmet Tikna, Yi Zhao, Yuying Zhang, Luigi Palopoli, Marco Roveri, Joni Pajarinen

机构 * Department of Electrical Engineering and Automation, Aalto University（艾尔沃斯大学电气工程与自动化系） ； Department of Engineering and Computer Science, University of Trento（特伦托大学工程与计算机科学系） 纠错

专题命中 长视频与时序推理 ：video generation(abstract)

AI vs. Human Moderators: A Comparative Evaluation of Multimodal LLMs in Content Moderation for Brand Safety

Adi Levi, Or Levi, Sardhendu Mishra, Jonathan Morra

机构 * Zefr Inc（Zefr公司） 纠错

专题命中 视频数据与评测 ：video understanding(abstract)；分类 cs.CV

Comments Accepted to the Computer Vision in Advertising and Marketing (CVAM) workshop at ICCV 2025

TIME: Temporal-Sensitive Multi-Dimensional Instruction Tuning and Robust Benchmarking for Video-LLMs

Yunxiao Wang, Meng Liu, Wenqi Liu, Xuemeng Song, Bin Wen, Fan Yang, Tingting Gao, Di Zhang, Guorui Zhou, Liqiang Nie

机构 * Shandong University（山东大学） ； Shandong Jianzhu University（山东建筑大学） ； City University of Hong Kong（香港城市大学） ； Kuaishou Technology（快手科技） 纠错

专题命中 视频数据与评测 ：video understanding(abstract)；分类 cs.CV