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 51 0 0 08 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 58 0 0 01 May 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong X. Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Yu Jiang ALM ELM 84 1 0 26 Apr 2025
ActionArt: Advancing Multimodal Large Models for Fine-Grained Human-Centric Video Understanding Yi-Xing Peng Q. Yang Yu-Ming Tang Shenghao Fu Kun-Yu Lin Xihan Wei Wei-Shi Zheng 42 0 0 25 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 39 0 0 24 Apr 2025
ZipR1: Reinforcing Token Sparsity in MLLMs Feng Chen Yefei He Lequan Lin J. Liu Bohan Zhuang Qi Wu 46 0 0 23 Apr 2025
Perception Encoder: The best visual embeddings are not at the output of the network Daniel Bolya Po-Yao (Bernie) Huang Peize Sun Jang Hyun Cho Andrea Madotto ... Shiyu Dong Nikhila Ravi Daniel Li Piotr Dollár Christoph Feichtenhofer ObjD VOS 103 0 0 17 Apr 2025
How Can Objects Help Video-Language Understanding? Zitian Tang Shijie Wang Junho Cho Jaewook Yoo Chen Sun 42 0 0 10 Apr 2025
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Lu Dong Xiangyu Zeng Yinan He Y. Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 40 3 0 09 Apr 2025
TAPNext: Tracking Any Point (TAP) as Next Token Prediction Artem Zholus Carl Doersch Yi Yang Skanda Koppula Viorica Patraucean Xu He Ignacio Rocco Mehdi S. M. Sajjadi Sarath Chandar Ross Goroshin 30 0 0 08 Apr 2025
VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models Dahun Kim A. Piergiovanni Ganesh Mallya A. Angelova CoGe 41 0 0 04 Apr 2025
Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation Chuanqi Cheng Jian-Yu Guan Wei Yu Wu Rui Yan VLM 47 0 0 03 Apr 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 153 0 0 17 Mar 2025
Keyframe-oriented Vision Token Pruning: Enhancing Efficiency of Large Vision Language Models on Long-Form Video Processing Yudong Liu Jingwei Sun Yueqian Lin Jingyang Zhang Ming Yin Qinsi Wang J. Zhang H. Li Y. Chen VLM 76 2 0 13 Mar 2025
BIMBA: Selective-Scan Compression for Long-Range Video Question Answering Md. Mohaiminul Islam Tushar Nagarajan Huiyu Wang Gedas Bertasius Lorenzo Torresani 159 0 0 12 Mar 2025
Baichuan-Omni-1.5 Technical Report Yadong Li J. Liu Tao Zhang Tao Zhang S. Chen ... Jianhua Xu Haoze Sun Mingan Lin Zenan Zhou Weipeng Chen AuLLM 72 10 0 28 Jan 2025
VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM Yuqian Yuan Hang Zhang Wentong Li Zesen Cheng Boqiang Zhang ... Deli Zhao Wenqiao Zhang Yueting Zhuang Jianke Zhu Lidong Bing 72 5 0 31 Dec 2024
A Simple Recipe for Contrastively Pre-training Video-First Encoders Beyond 16 Frames Pinelopi Papalampidi Skanda Koppula Shreya Pathak Justin T Chiu Joseph Heyward Viorica Patraucean Jiajun Shen Antoine Miech Andrew Zisserman Aida Nematzdeh VLM 60 24 0 31 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 103 4 0 12 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 98 5 0 05 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 103 2 0 01 Dec 2024
VideoOrion: Tokenizing Object Dynamics in Videos Yicheng Feng Yijiang Li Wanpeng Zhang Sipeng Zheng Zongqing Lu Sipeng Zheng Zongqing Lu 109 1 0 25 Nov 2024
Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level Andong Deng Tongjia Chen Shoubin Yu Taojiannan Yang Lincoln Spencer Yapeng Tian Ajmal Saeed Mian Mohit Bansal Chen Chen LRM 65 1 0 15 Nov 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 46 5 0 24 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 83 54 0 19 Sep 2024
Question-Answering Dense Video Events Hangyu Qin Junbin Xiao Angela Yao VLM 71 1 0 06 Sep 2024
MuMA-ToM: Multi-modal Multi-Agent Theory of Mind Haojun Shi Suyu Ye Xinyu Fang Chuanyang Jin Leyla Isik Yen-Ling Kuo Tianmin Shu LLMAG 69 7 0 22 Aug 2024
TAPVid-3D: A Benchmark for Tracking Any Point in 3D Skanda Koppula Ignacio Rocco Yi Yang Joe Heyward João Carreira Andrew Zisserman Gabriel J. Brostow Carl Doersch 52 14 0 08 Jul 2024
VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs Rohit K Bharadwaj Hanan Gani Muzammal Naseer F. Khan Salman Khan 59 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 47 65 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 43 39 0 14 May 2024
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion Shoubin Yu Jaehong Yoon Mohit Bansal 77 4 0 08 Feb 2024
Spacewalk-18: A Benchmark for Multimodal and Long-form Procedural Video Understanding in Novel Domains Rohan Myer Krishnan Zitian Tang Zhiqiu Yu Chen Sun 53 1 0 30 Nov 2023
Dissecting Multimodality in VideoQA Transformer Models by Impairing Modality Fusion Isha Rawal Alexander Matyasko Shantanu Jaiswal Basura Fernando Cheston Tan 21 1 0 15 Jun 2023
Epic-Sounds: A Large-scale Dataset of Actions That Sound Jaesung Huh Jacob Chalk Evangelos Kazakos Dima Damen Andrew Zisserman EgoV 18 41 0 01 Feb 2023
Robustness Analysis of Video-Language Models Against Visual and Language Perturbations Madeline Chantry Schiappa Shruti Vyas Hamid Palangi Y. S. Rawat Vibhav Vineet VLM 120 17 0 05 Jul 2022
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 229 1,019 0 13 Oct 2021
TransTrack: Multiple Object Tracking with Transformer Pei Sun Jinkun Cao Yi-Xin Jiang Rufeng Zhang Enze Xie Zehuan Yuan Changhu Wang Ping Luo ViT VOT 255 566 0 31 Dec 2020