视频大模型

T*: Re-thinking Temporal Search for Long-Form Video Understanding

Jinhui Ye, Zihan Wang, Haosen Sun, Keshigeyan Chandrasegaran, Zane Durante, Cristobal Eyzaguirre, Yonatan Bisk, Juan Carlos Niebles, Ehsan Adeli, Li Fei-Fei, Jiajun Wu, Manling Li

专题命中 视频理解 ：video understanding(title,abstract)；long video(abstract,comments)；分类 cs.CV

Comments Accepted by CVPR 2025; A real-world long video needle-in-haystack benchmark; long-video QA with human ref frames

SV3.3B: A Sports Video Understanding Model for Action Recognition

Sai Varun Kodathala, Yashwanth Reddy Vutukoori, Rakesh Vunnam

专题命中 视频理解 ：video understanding(title,abstract)；分类 cs.CV

Comments 8 pages, 6 figures, 4 tables. Submitted to AIxSET 2025

EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding

Ashish Seth, Utkarsh Tyagi, Ramaneswaran Selvakumar, Nishit Anand, Sonal Kumar, Sreyan Ghosh, Ramani Duraiswami, Chirag Agarwal, Dinesh Manocha

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； University of Virginia（弗吉尼亚大学） 纠错

专题命中 视频理解 ：video understanding(title)；分类 cs.CV

Language-Guided Temporal Token Pruning for Efficient VideoLLM Processing

Yogesh Kumar

机构 * Indian Institute of Technology Jodhpur（印度理工学院朱道普尔） 纠错

专题命中 视频理解 ：video understanding(abstract)；分类 cs.CV

LumiSculpt: Enabling Consistent Portrait Lighting in Video Generation

Yuxin Zhang, Dandan Zheng, Biao Gong, Shiwen Wang, Jingdong Chen, Ming Yang, Weiming Dong, Changsheng Xu

机构 * MAIS, Institute of Automation, Chinese Academy of Sciecnes（MAIS，自动化研究所，中国科学院） ； Ant Group（蚂蚁集团） 纠错

专题命中 视频生成 ：video generation(title,abstract)；video diffusion(abstract)；分类 cs.CV

SSG-Dit: A Spatial Signal Guided Framework for Controllable Video Generation

Peng Hu, Yu Gu, Liang Luo, Fuji Ren

机构 * School of Computer Science and Engineering, University of Electronic Science and Technology of China（计算机科学与工程学院，电子科技大学） 纠错

专题命中 视频生成 ：video generation(title,abstract)；分类 cs.CV

HunyuanVideo-Foley: Multimodal Diffusion with Representation Alignment for High-Fidelity Foley Audio Generation

Sizhe Shan, Qiulin Li, Yutao Cui, Miles Yang, Yuehai Wang, Qun Yang, Jin Zhou, Zhao Zhong

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

OmniCache: A Trajectory-Oriented Global Perspective on Training-Free Cache Reuse for Diffusion Transformer Models

Huanpeng Chu, Wei Wu, Guanyu Fen, Yutao Zhang

机构 * Zhipu AI（智谱AI） 纠错

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

Comments Accepted by ICCV 2025

See What You Need: Query-Aware Visual Intelligence through Reasoning-Perception Loops

Zixuan Dong, Baoyun Peng, Yufei Wang, Lin Liu, Xinxin Dong, Yunlong Cao, Xiaodong Wang

机构 * College of Computer, National University of Defense Technology（计算机学院，国防科技大学） 纠错

专题命中 视频问答 ：video understanding(abstract)；分类 cs.CV

Comments 14 pages, 6 figures

TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models

Ziyao Shangguan, Chuhan Li, Yuxuan Ding, Yanan Zheng, Yilun Zhao, Tesca Fitzgerald, Arman Cohan

专题命中 长视频与时序推理 ：video understanding(abstract)；分类 cs.CV

UniAPO: Unified Multimodal Automated Prompt Optimization

Qipeng Zhu, Yanzhe Chen, Huasong Zhong, Yan Li, Jie Chen, Zhixin Zhang, Junping Zhang, Zhenheng Yang

专题命中 长视频与时序推理 ：video-language(abstract)；分类 cs.CV

Comments 23 pages, 5 figures