Title
StreamBridge: Turning Your Offline Video Large Language Model into a Proactive Streaming Assistant Haibo Wang Bo Feng Zhengfeng Lai Mingze Xu Shiyu Li Weifeng Ge Afshin Dehghan Meng Cao Ping-Chia Huang OffRL 47 3 0 08 May 2025
RAVU: Retrieval Augmented Video Understanding with Compositional Reasoning over Graph Sameer Malik Moyuru Yamada Ayush Singh Dishank Aggarwal 56 0 0 06 May 2025
RTV-Bench: Benchmarking MLLM Continuous Perception, Understanding and Reasoning through Real-Time Video Shuhang Xun Sicheng Tao J. Li Yibo Shi Zhixin Lin ... Shikang Wang Y. Liu H. Zhang Ying Ma Xuming Hu VLM LRM 41 0 0 04 May 2025
VideoHallu: Evaluating and Mitigating Multi-modal Hallucinations for Synthetic Videos Zongxia Li Xiyang Wu Yubin Qin Guangyao Shi Hongyang Du Dinesh Manocha Tianyi Zhou Jordan Boyd-Graber MLLM 41 0 0 02 May 2025
TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action Jen-Hao Cheng Vivian Wang Huayu Wang Huapeng Zhou Yi-Hao Peng ... Wenhao Chai Yi-Ling Chen Vibhav Vineet Qin Cai Jenq-Neng Hwang AI4TS 38 0 0 02 May 2025
Static or Dynamic: Towards Query-Adaptive Token Selection for Video Question Answering Yumeng Shi Quanyu Long Wenya Wang 64 0 0 30 Apr 2025
DEEMO: De-identity Multimodal Emotion Recognition and Reasoning Deng Li Bohao Xing Xin Liu Baiqiang Xia Bihan Wen H. Kalviainen VLM 68 0 0 28 Apr 2025
VideoMultiAgents: A Multi-Agent Framework for Video Question Answering Noriyuki Kugo Xiang Li Z. Li Ashish Gupta Arpandeep Khatua ... Yuta Kyuragi Yasunori Ishii Masamoto Tanabiki Kazuki Kozuka Ehsan Adeli 49 0 0 25 Apr 2025
TimeSoccer: An End-to-End Multimodal Large Language Model for Soccer Commentary Generation Ling You Wenxuan Huang Xinni Xie Xiangyi Wei Bangyan Li Shaohui Lin Yang Li Changbo Wang VGen 54 0 0 24 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 57 0 0 20 Apr 2025
Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding Xiangrui Liu Yan Shu Zheng Liu Ao Li Yang Tian Bo Zhao VGen VLM 86 0 0 24 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Y. Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 73 0 0 17 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 61 0 0 17 Mar 2025
Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? Tianyuan Qu Longxiang Tang Bohao Peng Senqiao Yang Bei Yu Jiaya Jia VLM 77 0 0 16 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Z. Wang Yang Liu Peng Li Y. Wang VLM 76 0 0 13 Mar 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers Ruanjun Li Yuedong Tan Yuanming Shi Jiawei Shao VLM 89 0 0 12 Mar 2025
BIMBA: Selective-Scan Compression for Long-Range Video Question Answering Md. Mohaiminul Islam Tushar Nagarajan Huiyu Wang Gedas Bertasius Lorenzo Torresani 69 0 0 12 Mar 2025
HierarQ: Task-Aware Hierarchical Q-Former for Enhanced Video Understanding Shehreen Azad Vibhav Vineet Y. S. Rawat VLM 63 1 0 11 Mar 2025
ALLVB: All-in-One Long Video Understanding Benchmark Xichen Tan Yuanjing Luo Yunfan Ye Fang Liu Zhiping Cai MLLM VLM 67 0 0 10 Mar 2025
StreamMind: Unlocking Full Frame Rate Streaming Video Dialogue through Event-Gated Cognition Xin Ding Hao Wu Y. Yang Shiqi Jiang Donglin Bai Zhibo Chen Ting Cao 50 0 0 08 Mar 2025
Is Your Video Language Model a Reliable Judge? M. Liu Wensheng Zhang 56 1 0 07 Mar 2025
ENTER: Event Based Interpretable Reasoning for VideoQA Hammad A. Ayyubi Junzhang Liu Ali Asgarov Zaber Ibn Abdul Hakim Najibul Haque Sarker ... Md. Atabuzzaman Xudong Lin Naveen Reddy Dyava Shih-Fu Chang Chris Thomas NAI 55 2 0 24 Jan 2025
InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling Yi Wang Xinhao Li Ziang Yan Yinan He Jiashuo Yu ... Kai Chen Wenhai Wang Yu Qiao Yali Wang Limin Wang 73 19 0 21 Jan 2025
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Li Cao Liqiang Nie VLM 74 6 0 29 Dec 2024
Neptune: The Long Orbit to Benchmarking Long Video Understanding Arsha Nagrani Mingda Zhang Ramin Mehran Rachel Hornung N. B. Gundavarapu ... Boqing Gong Cordelia Schmid Mikhail Sirotenko Yukun Zhu Tobias Weyand 98 4 0 12 Dec 2024
Video LLMs for Temporal Reasoning in Long Videos Fawad Javed Fateh Umer Ahmed Hamza Khan M. Zia Quoc-Huy Tran VLM 81 0 0 04 Dec 2024
SEAL: Semantic Attention Learning for Long Video Representation Lan Wang Yujia Chen Wen-Sheng Chu Vishnu Naresh Boddeti Du Tran VLM 72 0 0 02 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 93 2 0 01 Dec 2024
HyperGLM: HyperGraph for Video Scene Graph Generation and Anticipation Trong-Thuan Nguyen Pha Nguyen J. Cothren Alper Yilmaz Khoa Luu 80 1 0 27 Nov 2024
ReWind: Understanding Long Videos with Instructed Learnable Memory Anxhelo Diko Tinghuai Wang Wassim Swaileh Shiyan Sun Ioannis Patras KELM VLM 77 0 0 23 Nov 2024
Beyond Training: Dynamic Token Merging for Zero-Shot Video Understanding Yiming Zhang Zhuokai Zhao Zhaorun Chen Zenghui Ding Xianjun Yang Yining Sun 104 1 0 21 Nov 2024
Human-inspired Perspectives: A Survey on AI Long-term Memory Zihong He Weizhe Lin Hao Zheng Fan Zhang Matt Jones Laurence Aitchison X. Xu Miao Liu Per Ola Kristensson Junxiao Shen 72 2 0 01 Nov 2024
TimeSuite: Improving MLLMs for Long Video Understanding via Grounded Tuning Xiangyu Zeng Kunchang Li Chenting Wang Xinhao Li Tianxiang Jiang ... Zhengrong Yue Yi Wang Yali Wang Yu Qiao Limin Wang MLLM VLM AI4TS 61 14 0 25 Oct 2024
VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks Lawrence Jang Yinheng Li Charles Ding Justin Lin Paul Pu Liang Dan Zhao Rogerio Bonatti K. Koishida 31 5 0 24 Oct 2024
MM-Ego: Towards Building Egocentric Multimodal LLMs for Video QA Hanrong Ye Haotian Zhang Erik Daxberger Lin Chen Zongyu Lin ... Haoxuan You Dan Xu Zhe Gan Jiasen Lu Yinfei Yang EgoV MLLM 64 12 0 09 Oct 2024
Frame-Voyager: Learning to Query Frames for Video Large Language Models Sicheng Yu Chengkai Jin Huanyu Wang Zhenghao Chen Sheng Jin ... Zhenbang Sun Bingni Zhang Jiawei Wu Hao Zhang Qianru Sun 61 5 0 04 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 71 25 0 04 Oct 2024
Enhancing Long Video Understanding via Hierarchical Event-Based Memory Dingxin Cheng Mingda Li Jingyu Liu Yongxin Guo Bin Jiang Qingbin Liu Xi Chen Bo Zhao 22 4 0 10 Sep 2024
Learning Video Context as Interleaved Multimodal Sequences S. Shao Pengchuan Zhang Y. Li Xide Xia A. Meso Ziteng Gao Jinheng Xie N. Holliman Mike Zheng Shou 41 5 0 31 Jul 2024
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models Mingze Xu Mingfei Gao Zhe Gan Hong-You Chen Zhengfeng Lai Haiming Gang Kai Kang Afshin Dehghan 48 48 0 22 Jul 2024
ViLLa: Video Reasoning Segmentation with Large Language Model Rongkun Zheng Lu Qi Xi Chen Yi Wang Kun Wang Yu Qiao Hengshuang Zhao VOS LRM 49 2 0 18 Jul 2024
Hallucination Mitigation Prompts Long-term Video Understanding Yiwei Sun Zhihang Liu Chuanbin Liu Bowei Pu Zhihan Zhang Hongtao Xie VLM MLLM 33 2 0 17 Jun 2024
VideoVista: A Versatile Benchmark for Video Understanding and Reasoning Yunxin Li Xinyu Chen Baotian Hu Longyue Wang Haoyuan Shi Min-Ling Zhang MLLM LRM 38 25 0 17 Jun 2024
VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs Rohit K Bharadwaj Hanan Gani Muzammal Naseer F. Khan Salman Khan 47 3 0 14 Jun 2024
LVBench: An Extreme Long Video Understanding Benchmark Weihan Wang Zehai He Wenyi Hong Yean Cheng Xiaohan Zhang ... Shiyu Huang Bin Xu Yuxiao Dong Ming Ding Jie Tang ELM VLM 38 63 0 12 Jun 2024
CinePile: A Long Video Question Answering Dataset and Benchmark Ruchit Rawal Khalid Saifullah Ronen Basri David Jacobs Gowthami Somepalli Tom Goldstein 38 39 0 14 May 2024
Koala: Key frame-conditioned long video-LLM Reuben Tan Ximeng Sun Ping Hu Jui-hsien Wang Hanieh Deilamsalehy Bryan A. Plummer Bryan C. Russell Kate Saenko 38 35 0 05 Apr 2024
VURF: A General-purpose Reasoning and Self-refinement Framework for Video Understanding Ahmad A Mahmood Ashmal Vayani Muzammal Naseer Salman Khan Fahad Shahbaz Khan LRM 49 7 0 21 Mar 2024
Embodied Understanding of Driving Scenarios Yunsong Zhou Linyan Huang Qingwen Bu Jia Zeng Tianyu Li Hang Qiu Hongzi Zhu Minyi Guo Yu Qiao Hongyang Li LM&Ro 50 30 0 07 Mar 2024
$M$^{2}$Chat: Empowering VLM for Multimodal LLM Interleaved Text-Image Generation$ M $^{2}$ Chat: Empowering VLM for Multimodal LLM Interleaved Text-Image Generation Xiaowei Chi Rongyu Zhang Zhengkai Jiang Yijiang Liu Ziyi Lin ... Chaoyou Fu Peng Gao Shanghang Zhang Qi-fei Liu Yi-Ting Guo MLLM 33 1 0 29 Nov 2023