Title
VerIPO: Cultivating Long Reasoning in Video-LLMs via Verifier-Gudied Iterative Policy Optimization Yunxin Li Xinyu Chen Zitao Li Zhenyu Liu L. Wang Wenhan Luo Baotian Hu Min Zhang OffRL LRM 117 0 0 25 May 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding Yiming Lei Chenkai Zhang Ziqiang Liu Haitao Leng Shaoguo Liu Tingting Gao Qingjie Liu Yunhong Wang AI4TS 91 0 0 30 Apr 2025
FRAG: Frame Selection Augmented Generation for Long Video and Long Document Understanding De-An Huang Subhashree Radhakrishnan Zhiding Yu Jan Kautz VGen VLM 163 0 0 24 Apr 2025
VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment Yogesh Kulkarni Pooyan Fazli 83 0 0 18 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Ziwei Liu Shenglong Ye ... Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang Wei Wang MLLM VLM 144 89 1 14 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian Guan Wei Wu Rui Yan VLM 142 2 0 03 Apr 2025
Video-XL-Pro: Reconstructive Token Compression for Extremely Long Video Understanding Xiangrui Liu Yan Shu Zhengyang Liang Ao Li Yang Tian Bo Zhao VGen VLM 227 7 0 24 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Yang Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 361 5 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 436 2 0 16 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Zehua Wang Yang Liu Ziwei Sun Yansen Wang VLM 420 1 0 13 Mar 2025
ALLVB: All-in-One Long Video Understanding Benchmark Xichen Tan Yuanjing Luo Yunfan Ye Fang Liu Zhiping Cai MLLM VLM 119 0 0 10 Mar 2025
VRoPE: Rotary Position Embedding for Video Large Language Models Zikang Liu Longteng Guo Yepeng Tang Tongtian Yue Junxian Cai Kai Ma Qingbin Liu Xi Chen Jing Liu 87 1 0 17 Feb 2025
CoS: Chain-of-Shot Prompting for Long Video Understanding Jian Hu Zixu Cheng Chenyang Si Wei Li Shaogang Gong 101 6 0 10 Feb 2025
VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling Xinhao Li Yi Wang Jiashuo Yu Xiangyu Zeng Yuhan Zhu ... Yinan He Chenting Wang Yu Qiao Yali Wang L. Wang VLM 156 39 0 31 Dec 2024
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Zheng Lin Liqiang Nie VLM 121 7 0 29 Dec 2024
Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events Aditya Chinchure Sahithya Ravi R. Ng Vered Shwartz Boyang Albert Li Leonid Sigal ReLM LRM VLM 144 3 0 07 Dec 2024
EgoPlan-Bench2: A Benchmark for Multimodal Large Language Model Planning in Real-World Scenarios Lu Qiu Yuying Ge Yi Chen Yixiao Ge Ying Shan Xihui Liu LLMAG LRM 156 6 0 05 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 183 2 0 01 Dec 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 96 16 0 25 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 93 6 0 04 Oct 2024
Oryx MLLM: On-Demand Spatial-Temporal Understanding at Arbitrary Resolution Zuyan Liu Yuhao Dong Ziwei Liu Winston Hu Jiwen Lu Yongming Rao ObjD 135 69 0 19 Sep 2024
STAR: A Benchmark for Situated Reasoning in Real-World Videos Bo Wu Shoubin Yu Zhenfang Chen Joshua B. Tenenbaum Chuang Gan 116 193 0 15 May 2024
How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Zhe Chen Weiyun Wang Hao Tian Shenglong Ye Zhangwei Gao ... Tong Lu Dahua Lin Yu Qiao Jifeng Dai Wenhai Wang MLLM VLM 108 606 0 25 Apr 2024
DreamFrame: Enhancing Video Understanding via Automatically Generated QA and Style-Consistent Keyframes Zhende Song Chenchen Wang Jiamu Sheng C. Zhang Gang Yu Jiayuan Fan Tao Chen VGen 73 21 0 03 Mar 2024
TempCompass: Do Video LLMs Really Understand Videos? Yuanxin Liu Shicheng Li Yi Liu Yuxiang Wang Shuhuai Ren Lei Li Sishuo Chen Xu Sun Lu Hou VLM 104 127 0 01 Mar 2024
$$\infty$Bench: Extending Long Context Evaluation Beyond 100K Tokens$ $\infty$ Bench: Extending Long Context Evaluation Beyond 100K Tokens Xinrong Zhang Yingfa Chen Shengding Hu Zihang Xu Junhao Chen ... Xu Han Zhen Leng Thai Shuo Wang Zhiyuan Liu Maosong Sun RALM LRM 89 188 0 21 Feb 2024
MMMU: A Massive Multi-discipline Multimodal Understanding and Reasoning Benchmark for Expert AGI Xiang Yue Yuansheng Ni Kai Zhang Tianyu Zheng Ruoqi Liu ... Yibo Liu Wenhao Huang Huan Sun Yu-Chuan Su Wenhu Chen OSLM ELM VLM 215 905 0 27 Nov 2023
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 259 1,816 0 28 Sep 2023
EgoSchema: A Diagnostic Benchmark for Very Long-form Video Language Understanding K. Mangalam Raiymbek Akshulakov Jitendra Malik 95 290 0 17 Aug 2023
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality Qinghao Ye Haiyang Xu Guohai Xu Jiabo Ye Ming Yan ... Junfeng Tian Qiang Qi Ji Zhang Feiyan Huang Jingren Zhou VLM MLLM 283 950 0 27 Apr 2023
Ego4D: Around the World in 3,000 Hours of Egocentric Video Kristen Grauman Andrew Westbury Eugene Byrne Zachary Chavis Antonino Furnari ... Mike Zheng Shou Antonio Torralba Lorenzo Torresani Mingfei Yan Jitendra Malik EgoV 396 1,092 0 13 Oct 2021
Towards Long-Form Video Understanding Chaoxia Wu Philipp Krahenbuhl VLM ViT 114 169 0 21 Jun 2021
NExT-QA:Next Phase of Question-Answering to Explaining Temporal Actions Junbin Xiao Xindi Shang Angela Yao Tat-Seng Chua 89 490 0 18 May 2021
Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval Max Bain Arsha Nagrani Gül Varol Andrew Zisserman VGen 138 1,176 0 01 Apr 2021
MovieNet: A Holistic Dataset for Movie Understanding Qingqiu Huang Yu Xiong Anyi Rao Jiaze Wang Dahua Lin VGen 88 237 0 21 Jul 2020
HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clips Antoine Miech Dimitri Zhukov Jean-Baptiste Alayrac Makarand Tapaswi Ivan Laptev Josef Sivic VGen 110 1,200 0 07 Jun 2019
ActivityNet-QA: A Dataset for Understanding Complex Web Videos via Question Answering Zhou Yu D. Xu Jun-chen Yu Ting Yu Zhou Zhao Yueting Zhuang Dacheng Tao 107 464 0 06 Jun 2019
Real-world Anomaly Detection in Surveillance Videos Waqas Sultani Chen Chen M. Shah AI4TS 177 1,488 0 12 Jan 2018
Dense-Captioning Events in Videos Ranjay Krishna Kenji Hata F. Ren Li Fei-Fei Juan Carlos Niebles 136 1,244 0 02 May 2017