视频大模型

Towards Efficient Partially Relevant Video Retrieval with Active Moment Discovering

Peipei Song, Long Zhang, Long Lan, Weidong Chen, Dan Guo, Xun Yang, Meng Wang

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

Comments Accepted by IEEE Transactions on Multimedia (TMM) on January 19, 2025. The code is available at https://github.com/songpipi/AMDNet

Summarization of Multimodal Presentations with Vision-Language Models: Study of the Effect of Modalities and Structure

Théo Gigant, Camille Guinaudeau, Frédéric Dufaux

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

Towards Efficient and Robust Moment Retrieval System: A Unified Framework for Multi-Granularity Models and Temporal Reranking

Huu-Loc Tran, Tinh-Anh Nguyen-Nhu, Huu-Phong Phan-Nguyen, Tien-Huy Nguyen, Nhat-Minh Nguyen-Dich, Anh Dao, Huy-Duc Do, Quan Nguyen, Hoang M. Le, Quang-Vinh Dinh

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

SpaceVLLM: Endowing Multimodal Large Language Model with Spatio-Temporal Video Grounding Capability

Jiankang Wang, Zhihan Zhang, Zhihang Liu, Yang Li, Jiannan Ge, Hongtao Xie, Yongdong Zhang

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

From Broadcast to Minimap: Achieving State-of-the-Art SoccerNet Game State Reconstruction

Vladimir Golovkin, Nikolay Nemtsev, Vasyl Shandyba, Oleg Udin, Nikita Kasatkin, Pavel Kononov, Anton Afanasiev, Sergey Ulasen, Andrei Boiarov

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

Comments Accepted for presentation at the CVPR 2025 CVsports Workshop

REVEAL: Relation-based Video Representation Learning for Video-Question-Answering

Sofian Chaybouti, Walid Bousselham, Moritz Wolter, Hilde Kuehne

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

Comments 18 pages, 7 figures

Is Temporal Prompting All We Need For Limited Labeled Action Recognition?

Shreyank N Gowda, Boyan Gao, Xiao Gu, Xiaobo Jin

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

Comments Accepted in CVPR-W 2025

A Survey on Video Analytics in Cloud-Edge-Terminal Collaborative Systems

Linxiao Gong, Hao Yang, Gaoyun Fang, Bobo Ju, Juncen Guo, Xiaoguang Zhu, Xiping Hu, Yan Wang, Peng Sun, Azzedine Boukerche

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

Learning Audio-guided Video Representation with Gated Attention for Video-Text Retrieval

Boseung Jeong, Jicheol Park, Sungyeon Kim, Suha Kwak

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

Comments Accepted to CVPR 2025

Moment Quantization for Video Temporal Grounding

Xiaolong Sun, Le Wang, Sanping Zhou, Liushuai Shi, Kun Xia, Mengnan Liu, Yabing Wang, Gang Hua

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

Slow-Fast Architecture for Video Multi-Modal Large Language Models

Min Shi, Shihao Wang, Chieh-Yun Chen, Jitesh Jain, Kai Wang, Junjun Xiong, Guilin Liu, Zhiding Yu, Humphrey Shi

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

Comments Technical report

DANTE-AD: Dual-Vision Attention Network for Long-Term Audio Description

Adrienne Deganutti, Simon Hadfield, Andrew Gilbert

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

Bootstrap Your Own Views: Masked Ego-Exo Modeling for Fine-grained View-invariant Video Representations

Jungin Park, Jiyoung Lee, Kwanghoon Sohn

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

Comments CVPR 2025 Camera-ready, 18 pages, 7 figures, 9 tables

STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training

Haiyi Qiu, Minghe Gao, Long Qian, Kaihang Pan, Qifan Yu, Juncheng Li, Wenjie Wang, Siliang Tang, Yueting Zhuang, Tat-Seng Chua

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

ContextIQ: A Multimodal Expert-Based Video Retrieval System for Contextual Advertising

Ashutosh Chaubey, Anoubhav Agarwaal, Sartaki Sinha Roy, Aayush Agrawal, Susmita Ghose

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

Comments Published at WACV 2025

Progress-Aware Video Frame Captioning

Zihui Xue, Joungbin An, Xitong Yang, Kristen Grauman

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

Comments Accepted by CVPR 2025, Project website: https://vision.cs.utexas.edu/projects/ProgressCaptioner/

LLAVIDAL: A Large LAnguage VIsion Model for Daily Activities of Living

Dominick Reilly, Rajatsubhra Chakraborty, Arkaprava Sinha, Manish Kumar Govind, Pu Wang, Francois Bremond, Le Xue, Srijan Das

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

Comments CVPR 2025 Camera Ready

PAVE: Patching and Adapting Video Large Language Models

Zhuoming Liu, Yiquan Li, Khoi Duc Nguyen, Yiwu Zhong, Yin Li

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

Comments CVPR2025 Camera Ready

CRCL: Causal Representation Consistency Learning for Anomaly Detection in Surveillance Videos

Yang Liu, Hongjin Wang, Zepu Wang, Xiaoguang Zhu, Jing Liu, Peng Sun, Rui Tang, Jianwei Du, Victor C. M. Leung, Liang Song

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

Comments Accepted for publication by IEEE Transactions on Image Processing

Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks

Nina Shvetsova, Arsha Nagrani, Bernt Schiele, Hilde Kuehne, Christian Rupprecht

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

Comments To be published at CVPR 2025, project webpage https://utd-project.github.io/

Multiple Object Tracking as ID Prediction

Ruopeng Gao, Ji Qi, Limin Wang

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

Comments Accepted by CVPR 2025

4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding

Wenxuan Zhu, Bing Li, Cheng Zheng, Jinjie Mai, Jun Chen, Letian Jiang, Abdullah Hamdi, Sara Rojas Martinez, Chia-Wen Lin, Mohamed Elhoseiny, Bernard Ghanem

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

Omni-RGPT: Unifying Image and Video Region-level Understanding via Token Marks

Miran Heo, Min-Hung Chen, De-An Huang, Sifei Liu, Subhashree Radhakrishnan, Seon Joo Kim, Yu-Chiang Frank Wang, Ryo Hachiuma

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

Comments CVPR 2025, Project page: https://miranheo.github.io/omni-rgpt/

Hybrid-Level Instruction Injection for Video Token Compression in Multi-modal Large Language Models

Zhihang Liu, Chen-Wei Xie, Pandeng Li, Liming Zhao, Longxiang Tang, Yun Zheng, Chuanbin Liu, Hongtao Xie

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

Comments Accepted to CVPR2025

Wolf: Dense Video Captioning with a World Summarization Framework

Boyi Li, Ligeng Zhu, Ran Tian, Shuhan Tan, Yuxiao Chen, Yao Lu, Yin Cui, Sushant Veer, Max Ehrlich, Jonah Philion, Xinshuo Weng, Fuzhao Xue, Linxi Fan, Yuke Zhu, Jan Kautz, Andrew Tao, Ming-Yu Liu, Sanja Fidler, Boris Ivanovic, Trevor Darrell, Jitendra Malik, Song Han, Marco Pavone

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

Towards Scalable Modeling of Compressed Videos for Efficient Action Recognition

Shristi Das Biswas, Efstathia Soufleri, Arani Roy, Kaushik Roy

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

Zero-Shot Action Recognition in Surveillance Videos

Joao Pereira, Vasco Lopes, David Semedo, Joao Neves

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

VideoMAP: Toward Scalable Mamba-based Video Autoregressive Pretraining

Yunze Liu, Peiran Wu, Cheng Liang, Junxiao Shen, Limin Wang, Li Yi

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

LLaVA-MLB: Mitigating and Leveraging Attention Bias for Training-Free Video LLMs

Leqi Shen, Tao He, Guoqiang Gong, Fan Yang, Yifeng Zhang, Pengzhang Liu, Sicheng Zhao, Guiguang Ding

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

Teaching VLMs to Localize Specific Objects from In-context Examples

Sivan Doveh, Nimrod Shabtay, Wei Lin, Eli Schwartz, Hilde Kuehne, Raja Giryes, Rogerio Feris, Leonid Karlinsky, James Glass, Assaf Arbelle, Shimon Ullman, M. Jehanzeb Mirza

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