多模态大模型

EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation

Zongyang Qiu, Bingyuan Wang, Xingbei Chen, Yingqing He, Zeyu Wang

专题命中 视频多模态 ：multimodal(title,abstract)；分类 cs.CV

Comments 15 pages, 12 figures. Accepted as an Oral presentation at AAAI 2026. For code and dataset, see https://zane-zyqiu.github.io/EmoVid

Adaptive LiDAR Scanning: Harnessing Temporal Cues for Efficient 3D Object Detection via Multi-Modal Fusion

Sara Shoouri, Morteza Tavakoli Taba, Hun-Seok Kim

专题命中 视频多模态 ：multi-modal(title)；分类 cs.CV

Comments Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2026

Language-Guided Graph Representation Learning for Video Summarization

Wenrui Li, Wei Han, Hengyu Man, Wangmeng Zuo, Xiaopeng Fan, Yonghong Tian

机构 * Department of Computer Science and Technology, Harbin Institute of Technology（哈尔滨工业大学计算机科学与技术系） ； Harbin Institute of Technology Suzhou Research Institute（哈尔滨工业大学苏州研究所） ； School of AI for Science, the Shenzhen Graduate School, Peking University（北京大学人工智能科学学院、深圳研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； School of Computer Science, Peking University（北京大学计算机学院） 纠错

专题命中 视频多模态 ：multimodal(abstract)；cross-modal(abstract)；分类 cs.CV

Comments Accepted by IEEE TPAMI

DEFT-LLM: Disentangled Expert Feature Tuning for Micro-Expression Recognition

Ren Zhang, Huilai Li, Chao qi, Guoliang Xu, Tianyu Zhou, Wei wei, Jianqin Yin

机构 * College of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications（智能工程与自动化学院，北京邮电大学） 纠错

专题命中 视频多模态 ：multimodal(abstract)；MLLM(abstract)；分类 cs.CV

Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval

Shubhashis Roy Dipta, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.CV、cs.CL

Comments Accepted in IJCNLP-AACL 2025 (also presented in MAGMAR 2025 at ACL 2025)

Survey of Action Recognition, Spotting and Spatio-Temporal Localization in Soccer -- Current Trends and Research Perspectives

Karolina Seweryn, Anna Wróblewska, Szymon Łukasik

机构 * NASK - National Research Institute（国家研究 institute） ； Faculty of Mathematics and Information Science, Warsaw University of Technology（数学与信息科学学院，华沙技术大学） ； Faculty of Physics and Applied Computer Science, AGH University of Science and Technology（物理与应用计算机科学学院，AGH科技大学） 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

Journal ref ACM Transactions on Intelligent Systems and Technology (2025)

OccamVTS: Distilling Vision Models to 1% Parameters for Time Series Forecasting

Sisuo Lyu, Siru Zhong, Weilin Ruan, Qingxiang Liu, Qingsong Wen, Hui Xiong, Yuxuan Liang

专题命中 视频多模态 ：cross-modal(abstract)；分类 cs.CV

SIMS-V: Simulated Instruction-Tuning for Spatial Video Understanding

Ellis Brown, Arijit Ray, Ranjay Krishna, Ross Girshick, Rob Fergus, Saining Xie

机构 * New York University（纽约大学） ； Boston University（波士顿大学） ； AllenAI ； Vercept 纠错

专题命中 视频多模态 ：multimodal(abstract)；分类 cs.CV

Comments Project page: https://ellisbrown.github.io/sims-v

A Humanoid Visual-Tactile-Action Dataset for Contact-Rich Manipulation

Eunju Kwon, Seungwon Oh, In-Chang Baek, Yucheon Park, Gyungbo Kim, JaeYoung Moon, Yunho Choi, Kyung-Joong Kim

机构 * GIST（全州科学技术大学） 纠错

专题命中 视频多模态 ：multi-modal(abstract)