Title
Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation Galann Pennec Zhengyuan Liu Nicholas Asher Philippe Muller Nancy F. Chen VGen 13 0 0 10 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
MINERVA: Evaluating Complex Video Reasoning Arsha Nagrani Sachit Menon Ahmet Iscen Shyamal Buch Ramin Mehran ... Yukun Zhu Carl Vondrick Mikhail Sirotenko Cordelia Schmid Tobias Weyand 53 0 0 01 May 2025
Empowering Agentic Video Analytics Systems with Video Language Models Yuxuan Yan Shiqi Jiang Ting Cao Y. Yang Qianqian Yang Yuanchao Shu Y. Yang Lili Qiu VLM 67 0 0 01 May 2025
UniversalRAG: Retrieval-Augmented Generation over Multiple Corpora with Diverse Modalities and Granularities Woongyeong Yeo Kangsan Kim Soyeong Jeong Jinheon Baek S. Hwang 44 0 0 29 Apr 2025
VEU-Bench: Towards Comprehensive Understanding of Video Editing Bozheng Li Y. Wu Yi Lu Jiashuo Yu Licheng Tang Jiawang Cao Wenqing Zhu Yuyang Sun Jay Wu Wenbo Zhu 34 0 0 24 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 73 0 0 24 Apr 2025
$VideoVista-CulturalLingo: 360$^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension$ VideoVista-CulturalLingo: 360 $^\circ$ Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension Xinyu Chen Yunxin Li Haoyuan Shi Baotian Hu Wenhan Luo Yaowei Wang M. Zhang ELM 59 0 0 23 Apr 2025
MR. Video: "MapReduce" is the Principle for Long Video Understanding Ziqi Pang Yu-xiong Wang VLM 34 0 0 22 Apr 2025
Vidi: Large Multimodal Models for Video Understanding and Editing Vidi Team Celong Liu Chia-Wen Kuo Dawei Du Fan Chen ... Wen Zhong Xiaohui Shen Xin Gu Xing Mei Xueqiong Qu 59 0 0 22 Apr 2025
Video-MMLU: A Massive Multi-Discipline Lecture Understanding Benchmark Enxin Song Wenhao Chai Weili Xu Jianwen Xie Yuxuan Liu Gaoang Wang 54 0 0 20 Apr 2025
VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning Yukun Qi Yiming Zhao Y. Zeng Xikun Bao W. R. Huang Lin Yen-Chen Zehui Chen Jie Zhao Zhongang Qi Feng Zhao LRM 42 0 0 10 Apr 2025
InstructionBench: An Instructional Video Understanding Benchmark Haiwan Wei Yitian Yuan Xiaohan Lan Wei Ke Lin Ma ELM 26 0 0 07 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian-Yu Guan Wei Yu Wu Rui Yan VLM 42 0 0 03 Apr 2025
TimeSearch: Hierarchical Video Search with Spotlight and Reflection for Human-like Long Video Understanding Junwen Pan Rui Zhang Xin Wan Yuan Zhang Ming Lu Qi She VLM 36 1 0 02 Apr 2025
H2VU-Benchmark: A Comprehensive Benchmark for Hierarchical Holistic Video Understanding Qi Wu Quanlong Zheng Yanhao Zhang Junlin Xie Jinguo Luo ... Peng Liu Qingsong Xie Ru Zhen Haonan Lu Zhenyu Yang VLM 58 0 0 31 Mar 2025
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding? Y. Li Y. Zhang Tao Lin Xiangrui Liu Wenxiao Cai Zheng Liu Bo Zhao LRM 56 0 0 31 Mar 2025
From Trial to Triumph: Advancing Long Video Understanding via Visual Context Sample Scaling and Self-reward Alignment Yucheng Suo Fan Ma Linchao Zhu T. Wang Fengyun Rao Yi Yang LRM 70 0 0 26 Mar 2025
FALCONEye: Finding Answers and Localizing Content in ONE-hour-long videos with multi-modal LLMs Carlos Plou Cesar Borja Ruben Martinez-Cantin Ana C. Murillo 56 0 0 25 Mar 2025
SlowFast-LLaVA-1.5: A Family of Token-Efficient Video Large Language Models for Long-Form Video Understanding Mingze Xu Mingfei Gao Shiyu Li Jiasen Lu Zhe Gan Zhengfeng Lai Meng Cao Kai Kang Y. Yang Afshin Dehghan 51 1 0 24 Mar 2025
V2P-Bench: Evaluating Video-Language Understanding with Visual Prompts for Better Human-Model Interaction Yiming Zhao Y. Zeng Yukun Qi Y. Liu Lin Yen-Chen Zehui Chen Xikun Bao Jie Zhao Feng Zhao VLM 53 2 0 22 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 62 0 0 17 Mar 2025
Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers Weiming Ren Wentao Ma Huan Yang Cong Wei Ge Zhang Wenhu Chen Mamba 55 3 0 14 Mar 2025
ALLVB: All-in-One Long Video Understanding Benchmark Xichen Tan Yuanjing Luo Yunfan Ye Fang Liu Zhiping Cai MLLM VLM 58 0 0 10 Mar 2025
EgoLife: Towards Egocentric Life Assistant Jingkang Yang Shuai Liu Hongming Guo Yuhao Dong X. Zhang ... Joerg Widmer Francesco Gringoli Lei Yang Bo Li Z. Liu EgoV 49 2 0 05 Mar 2025
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding Zhenyu Yang Y. Hu Zemin Du Dizhan Xue Shengsheng Qian Jiahong Wu Fan Yang W. Dong Changsheng Xu 44 2 0 15 Feb 2025
VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos Xubin Ren Lingrui Xu Long Xia S. Wang Dawei Yin Chao Huang VGen VLM 63 3 0 03 Feb 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 64 19 0 21 Jan 2025
MMVU: Measuring Expert-Level Multi-Discipline Video Understanding Yilun Zhao Lujing Xie Haowei Zhang Guo Gan Yitao Long ... Xiangru Tang Zhenwen Liang Y. Liu Chen Zhao Arman Cohan 45 5 0 21 Jan 2025
MotionBench: Benchmarking and Improving Fine-grained Video Motion Understanding for Vision Language Models Wenyi Hong Yean Cheng Z. Yang Weihan Wang Lefan Wang Xiaotao Gu Shiyu Huang Yuxiao Dong J. Tang CoGe VLM 71 4 0 06 Jan 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 73 25 0 31 Dec 2024
ReTaKe: Reducing Temporal and Knowledge Redundancy for Long Video Understanding Xiao Wang Qingyi Si Jianlong Wu Shiyu Zhu Li Cao Liqiang Nie VLM 67 6 0 29 Dec 2024
SCBench: A Sports Commentary Benchmark for Video LLMs Kuangzhi Ge L. Chen Kevin Zhang Yulin Luo Tianyu Shi Liaoyuan Fan Xiang Li Guanqun Wang S. Zhang 41 0 0 23 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 96 4 0 12 Dec 2024
PhysGame: Uncovering Physical Commonsense Violations in Gameplay Videos Meng Cao Haoran Tang Haoze Zhao Hangyu Guo J. H. Liu Ge Zhang Ruyang Liu Qiang Sun Ian Reid Xiaodan Liang 93 2 0 02 Dec 2024
SEAL: Semantic Attention Learning for Long Video Representation Lan Wang Yujia Chen Wen-Sheng Chu Vishnu Naresh Boddeti Du Tran VLM 67 0 0 02 Dec 2024
TimeMarker: A Versatile Video-LLM for Long and Short Video Understanding with Superior Temporal Localization Ability Shimin Chen Xiaohan Lan Yitian Yuan Zequn Jie Lin Ma VLM MLLM 65 7 0 27 Nov 2024
VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? Yunlong Tang Junjia Guo Hang Hua Susan Liang Mingqian Feng ... Chao Huang Jing Bi Zeliang Zhang Pooyan Fazli Chenliang Xu CoGe 71 8 0 17 Nov 2024
VCBench: A Controllable Benchmark for Symbolic and Abstract Challenges in Video Cognition Chenglin Li Qianglong Chen Zhi Li Feng Tao Yin Zhang 29 0 0 14 Nov 2024
VidCompress: Memory-Enhanced Temporal Compression for Video Understanding in Large Language Models Xiaohan Lan Yitian Yuan Zequn Jie Lin Ma VLM 19 2 0 15 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 58 12 0 09 Oct 2024
From Seconds to Hours: Reviewing MultiModal Large Language Models on Comprehensive Long Video Understanding Heqing Zou Tianze Luo Guiyang Xie Victor Zhang ... Guangcong Wang Juanyang Chen Zhuochen Wang Hansheng Zhang Huaijian Zhang VLM 31 6 0 27 Sep 2024
AMEGO: Active Memory from long EGOcentric videos Gabriele Goletto Tushar Nagarajan Giuseppe Averta Dima Damen EgoV 30 3 0 17 Sep 2024
CogVLM2: Visual Language Models for Image and Video Understanding Wenyi Hong Weihan Wang Ming Ding Wenmeng Yu Qingsong Lv ... Debing Liu Bin Xu Juanzi Li Yuxiao Dong Jie Tang VLM MLLM 39 87 0 29 Aug 2024
CinePile: A Long Video Question Answering Dataset and Benchmark Ruchit Rawal Khalid Saifullah Ronen Basri David Jacobs Gowthami Somepalli Tom Goldstein 29 39 0 14 May 2024
CogAgent: A Visual Language Model for GUI Agents Wenyi Hong Weihan Wang Qingsong Lv Jiazheng Xu Wenmeng Yu ... Juanzi Li Bin Xu Yuxiao Dong Ming Ding Jie Tang MLLM 134 310 0 14 Dec 2023
Perception Test: A Diagnostic Benchmark for Multimodal Video Models Viorica Puatruaucean Lucas Smaira Ankush Gupta Adrià Recasens Continente L. Markeeva ... Y. Aytar Simon Osindero Dima Damen Andrew Zisserman João Carreira VLM 107 138 0 23 May 2023