视频大模型

AdCare-VLM: Towards a Unified and Pre-aligned Latent Representation for Healthcare Video Understanding

Md Asaduzzaman Jabin, Hanqi Jiang, Yiwei Li, Patrick Kaggwa, Eugene Douglass, Juliet N. Sekandi, Tianming Liu

机构 * University of Georgia（佐治亚大学） 纠错

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

Comments 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: 7th International Workshop on Large Scale Holistic Video Understanding: Toward Video Foundation Models

Journal ref Neural Information Processing Systems (NeurIPS 2025)

SpargeAttention: Accurate and Training-free Sparse Attention Accelerating Any Model Inference

Jintao Zhang, Chendong Xiang, Haofeng Huang, Jia Wei, Haocheng Xi, Jun Zhu, Jianfei Chen

机构 * Dept. of Comp. Sci. and Tech., Institute for AI, BNRist Center, THBI Lab, Tsinghua-Bosch Joint ML Center, Tsinghua University（计算机科学与技术系，人工智能研究所，BNRist中心，THBI实验室，清华-博世联合机器学习中心，清华大学） ； Institute for Interdisciplinary Information Sciences, Tsinghua University（交叉信息学院，清华大学） ； EECS, University of California, Berkeley（电子工程与计算机科学系，加州大学伯克利分校） 纠错

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

Comments @inproceedings{zhang2025spargeattn, title={Spargeattn: Accurate sparse attention accelerating any model inference}, author={Zhang, Jintao and Xiang, Chendong and Huang, Haofeng and Wei, Jia and Xi, Haocheng and Zhu, Jun and Chen, Jianfei}, booktitle={International Conference on Machine Learning (ICML)}, year={2025} }

Journal ref Proceedings of the 42 nd International Conference on Machine Learning, PMLR 267, 2025 (ICML 2025)

SLA: Beyond Sparsity in Diffusion Transformers via Fine-Tunable Sparse-Linear Attention

Jintao Zhang, Haoxu Wang, Kai Jiang, Shuo Yang, Kaiwen Zheng, Haocheng Xi, Ziteng Wang, Hongzhou Zhu, Min Zhao, Ion Stoica, Joseph E. Gonzalez, Jun Zhu, Jianfei Chen

机构 * Tsinghua University（清华大学） ； UC Berkeley（伯克利大学） 纠错

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

UniAV: Unified Audio-Visual Perception for Multi-Task Video Event Localization

Tiantian Geng, Teng Wang, Jinming Duan, Yanfu Zhang, Weili Guan, Feng Zheng, Ling shao

机构 * Department of Computer Science and Engineering, Southern University of Science and Technology（计算机科学与工程系，南方科技大学） ； School of Computer Science, University of Birmingham（计算机科学学院，伯明翰大学） ； Department of Computer Science, University of Hong Kong（计算机科学系，香港大学） ； Division of Informatics, Imaging and Data Sciences, University of Manchester（信息学、成像与数据科学系，曼彻斯特大学） ； William and Mary（威廉与玛丽学院） ； Harbin Institute of Technology（哈尔滨工业大学） ； UCAS-Terminus AI Lab, University of Chinese Academy of Sciences（中国科学院大学-Terminus AI实验室） 纠错

专题命中 动作与事件理解 ：video understanding(abstract)；分类 cs.CV、cs.MM

Comments Published on IEEE TPAMI

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 47, no. 11, pp. 10280-10294, August 2025

Other Vehicle Trajectories Are Also Needed: A Driving World Model Unifies Ego-Other Vehicle Trajectories in Video Latent Space

Jian Zhu, Zhengyu Jia, Tian Gao, Jiaxin Deng, Shidi Li, Lang Zhang, Fu Liu, Peng Jia, Xianpeng Lang

机构 * Project Leader（项目负责人） 纠错

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

Comments 8 pages, 7 figures