视频大模型

VideoSAVi: Self-Aligned Video Language Models without Human Supervision

Yogesh Kulkarni, Pooyan Fazli

机构 * Arizona State University（亚利桑那州立大学） 纠错

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

Comments COLM 2025

DreamFrame: Enhancing Video Understanding via Automatically Generated QA and Style-Consistent Keyframes

Zhende Song, Chenchen Wang, Jiamu Sheng, Chi Zhang, Shengji Tang, Jiayuan Fan, Tao Chen

机构 * Fudan University（复旦大学） ； Westlake University, Tencent PCG（西湖大学、腾讯PCG） 纠错

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

Comments Accepted by ACMM'MM 2025

B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal Tokens

Zhuqiang Lu, Zhenfei Yin, Mengwei He, Zhihui Wang, Zicheng Liu, Zhiyong Wang, Kun Hu

机构 * School of Computer Science, The University of Sydney（悉尼大学计算机科学学院） ； Department of Engineering Science, University of Oxford（牛津大学工程科学系） ； International School of Information Science and Engineering, Dalian University of Technology（大连理工大学信息科学与工程国际学院） ； Advanced Micro Devices（先进微器件公司） ； School of Science, Edith Cowan University（埃迪斯科文大学科学学院） 纠错

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

Comments Accepted by ICCV2025 (Poster)

MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection

Yixian Shen, Qi Bi, Jia-Hong Huang, Hongyi Zhu, Andy D. Pimentel, Anuj Pathania

专题命中 视频理解 ：video understanding(abstract)

Comments This work was intended as a replacement of arXiv:2410.09103 and any subsequent updates will appear there

MaCP: Minimal yet Mighty Adaptation via Hierarchical Cosine Projection

Yixian Shen, Qi Bi, Jia-Hong Huang, Hongyi Zhu, Andy D. Pimentel, Anuj Pathania

机构 * University of Amsterdam（阿姆斯特丹大学） 纠错

专题命中 视频理解 ：video understanding(abstract)

Comments 17 pages; Previously this version appeared as arXiv:2505.23870 which was submitted as a new work by accident