Title
Exploring the Effect of Reinforcement Learning on Video Understanding: Insights from SEED-Bench-R1 Yi Chen Yuying Ge Rui Wang Yixiao Ge Lu Qiu Ying Shan Xihui Liu ReLM VLM OffRL LRM 52 2 0 31 Mar 2025
STI-Bench: Are MLLMs Ready for Precise Spatial-Temporal World Understanding? Heng Chang Yuyao Zhang Tao Lin Xiangrui Liu Wenxiao Cai Zhengyang Liang Bo Zhao LRM 58 1 0 31 Mar 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 62 0 0 31 Mar 2025
Aurelia: Test-time Reasoning Distillation in Audio-Visual LLMs Sanjoy Chowdhury Hanan Gani Nishit Anand Sayan Nag Ruohan Gao Mohamed Elhoseiny Salman Khan Dinesh Manocha LRM 54 0 0 29 Mar 2025
OmniMMI: A Comprehensive Multi-modal Interaction Benchmark in Streaming Video Contexts Yanjie Wang Yansen Wang Bo Chen Tong Wu Dongyan Zhao Zilong Zheng VLM MLLM 63 1 0 29 Mar 2025
Evaluating Multimodal Language Models as Visual Assistants for Visually Impaired Users Antonia Karamolegkou Malvina Nikandrou Georgios Pantazopoulos Danae Sanchez Villegas Phillip Rust Ruchira Dhar Daniel Hershcovich Anders Søgaard 39 0 0 28 Mar 2025
EgoToM: Benchmarking Theory of Mind Reasoning from Egocentric Videos Yuxuan Li Vijay Veerabadran Michael L. Iuzzolino Brett D. Roads Asli Celikyilmaz Karl Ridgeway EgoV 64 0 0 28 Mar 2025
Video-R1: Reinforcing Video Reasoning in MLLMs Kaituo Feng Kaixiong Gong Yangqiu Song Zonghao Guo Yibing Wang Tianshuo Peng Jian Wu Xiaoying Zhang Benyou Wang Xiangyu Yue AI4TS SyDa LRM 51 14 0 27 Mar 2025
MAVERIX: Multimodal Audio-Visual Evaluation Reasoning IndeX Liuyue Xie George Z. Wei Avik Kuthiala Ce Zheng Ananya Bal ... Rohan Choudhury Morteza Ziyadi Xu Zhang Hao Yang László A. Jeni 66 0 0 27 Mar 2025
On Large Multimodal Models as Open-World Image Classifiers Alessandro Conti Massimiliano Mancini Enrico Fini Yiming Wang Paolo Rota Elisa Ricci VLM Presented at ResearchTrend Connect \| VLM on 07 May 2025 86 0 0 27 Mar 2025
Mobile-VideoGPT: Fast and Accurate Video Understanding Language Model Abdelrahman M. Shaker Muhammad Maaz Chenhui Gou Hamid Rezatofighi Salman Khan Fahad Shahbaz Khan 151 0 0 27 Mar 2025
FaceBench: A Multi-View Multi-Level Facial Attribute VQA Dataset for Benchmarking Face Perception MLLMs Xiaoqin Wang Xusen Ma Xianxu Hou Meidan Ding Yudong Li Junliang Chen Wenting Chen Xiaoyang Peng LinLin Shen CVBM 73 0 0 27 Mar 2025
Qwen2.5-Omni Technical Report Jin Xu Zhifang Guo Jinzheng He Hangrui Hu Ting He ... K. Dang Bin Zhang Xinyu Wang Yunfei Chu Junyang Lin VGen AuLLM 93 16 0 26 Mar 2025
Beyond Intermediate States: Explaining Visual Redundancy through Language Dingchen Yang Bowen Cao Anran Zhang Weibo Gu Winston Hu Guang Chen VLM 79 0 0 26 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 77 0 0 26 Mar 2025
ST-VLM: Kinematic Instruction Tuning for Spatio-Temporal Reasoning in Vision-Language Models Dohwan Ko S. Kim Yumin Suh Vijay Kumar B.G Minseo Yoon Manmohan Chandraker Hyunwoo J. Kim LRM 41 0 0 25 Mar 2025
ACVUBench: Audio-Centric Video Understanding Benchmark Yuqing Yang Jimin Zhuang Guangzhi Sun Changli Tang Yong Li P. Li Yifan Jiang W. Li Z. Ma Chao Zhang AuLLM CoGe 58 0 0 25 Mar 2025
PAVE: Patching and Adapting Video Large Language Models Zhuoming Liu Yiquan Li Khoi Duc Nguyen Yiwu Zhong Yin Li KELM LRM 86 0 0 25 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 61 0 0 25 Mar 2025
Breaking the Encoder Barrier for Seamless Video-Language Understanding Handong Li Yiyuan Zhang Longteng Guo Xiangyu Yue Jing Liu VLM 74 1 0 24 Mar 2025
LLaVAction: evaluating and training multi-modal large language models for action recognition Shaokai Ye Haozhe Qi Alexander Mathis Mackenzie W. Mathis 68 1 0 24 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 Yuqing Yang Afshin Dehghan 59 2 0 24 Mar 2025
CountLLM: Towards Generalizable Repetitive Action Counting via Large Language Model Ziyu Yao Xuxin Cheng Zhiqi Huang Lei Li 59 0 0 22 Mar 2025
V2P-Bench: Evaluating Video-Language Understanding with Visual Prompts for Better Human-Model Interaction Yiming Zhao Y. Zeng Yukun Qi Yi Liu Lin Yen-Chen Zehui Chen Xikun Bao Jie Zhao Feng Zhao VLM 55 2 0 22 Mar 2025
GUI-Xplore: Empowering Generalizable GUI Agents with One Exploration Yuchen Sun Shanhui Zhao Tao Yu Hao Wen Samith Va Mengwei Xu Yuanchun Li Chongyang Zhang LLMAG 67 0 0 22 Mar 2025
4D-Bench: Benchmarking Multi-modal Large Language Models for 4D Object Understanding Wenxuan Zhu Bing Li Cheng Zheng Jinjie Mai Jun-Cheng Chen ... Abdullah Hamdi Sara Rojas Martinez Chia-Wen Lin Mohamed Elhoseiny Bernard Ghanem VLM 48 0 0 22 Mar 2025
PVChat: Personalized Video Chat with One-Shot Learning Yufei Shi Weilong Yan Gang Xu Yumeng Li Yong Li Zechao Li Fei Richard Yu Ming Li Si Yong Yeo 43 0 0 21 Mar 2025
Plug-and-Play 1.x-Bit KV Cache Quantization for Video Large Language Models Keda Tao Haoxuan You Yang Sui Can Qin Haoyu Wang VLM MQ 91 0 0 20 Mar 2025
REVAL: A Comprehension Evaluation on Reliability and Values of Large Vision-Language Models Jie M. Zhang Zheng Yuan Ziyi Wang Bei Yan Sibo Wang Xiangkui Cao Zonghui Guo Shiguang Shan Xilin Chen ELM 47 0 0 20 Mar 2025
MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations Kyungho Bae Jinhyung Kim Sihaeng Lee Soonyoung Lee G. Lee Jinwoo Choi 62 1 0 20 Mar 2025
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 59 0 0 19 Mar 2025
FAVOR-Bench: A Comprehensive Benchmark for Fine-Grained Video Motion Understanding Chongjun Tu Lin Zhang Pengtao Chen Peng Ye Xianfang Zeng Wei Cheng Gang Yu Tao Chen 81 0 0 19 Mar 2025
Identifying and Mitigating Position Bias of Multi-image Vision-Language Models Xinyu Tian Shu Zou Zhaoyuan Yang Jing Zhang 63 0 0 18 Mar 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Yuyao Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang Tieniu Tan 173 2 0 18 Mar 2025
Impossible Videos Zechen Bai Hai Ci Mike Zheng Shou EGVM VGen 72 0 0 18 Mar 2025
CoSpace: Benchmarking Continuous Space Perception Ability for Vision-Language Models Yiqi Zhu Zihan Wang C. Zhang Peng Li Yang Liu CoGe VLM 68 0 0 18 Mar 2025
Efficient Motion-Aware Video MLLM Zijia Zhao Yuqi Huo Tongtian Yue Longteng Guo Haoyu Lu Binghui Wang Xin Wu Jiaheng Liu 65 0 0 17 Mar 2025
Omnia de EgoTempo: Benchmarking Temporal Understanding of Multi-Modal LLMs in Egocentric Videos Chiara Plizzari A. Tonioni Yongqin Xian Achin Kulshrestha F. Tombari EgoV 61 0 0 17 Mar 2025
VITED: Video Temporal Evidence Distillation Yujie Lu Yale Song William Yang Wang Lorenzo Torresani Tushar Nagarajan 162 0 0 17 Mar 2025
VideoMind: A Chain-of-LoRA Agent for Long Video Reasoning Yong-Jin Liu Kevin Qinghong Lin C. Chen Mike Zheng Shou LM&Ro LRM 93 0 0 17 Mar 2025
ViSpeak: Visual Instruction Feedback in Streaming Videos Shenghao Fu Q. Yang Yuan-Ming Li Yi-Xing Peng Kun-Yu Lin Xihan Wei Jian-Fang Hu Xiaohua Xie Wei-Shi Zheng VLM 67 1 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 59 3 0 14 Mar 2025
FastVID: Dynamic Density Pruning for Fast Video Large Language Models Leqi Shen Guoqiang Gong Tao He Yifeng Zhang Pengzhang Liu Sicheng Zhao Guiguang Ding VLM 72 0 0 14 Mar 2025
V-STaR: Benchmarking Video-LLMs on Video Spatio-Temporal Reasoning Zixu Cheng Jian Hu Ziquan Liu Chenyang Si Wei Li Shaogang Gong LRM 78 2 0 14 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 Jun Zhang Yiming Li Yiran Chen VLM 76 2 0 13 Mar 2025
LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents Boyu Chen Zhengrong Yue Siran Chen Zehua Wang Yang Liu Peng Li Yansen Wang VLM 168 0 0 13 Mar 2025
UVE: Are MLLMs Unified Evaluators for AI-Generated Videos? Yuanxin Liu Rui Zhu Shuhuai Ren Jiacong Wang Haoyuan Guo Xu Sun Lu Jiang 139 1 0 13 Mar 2025
TIME: Temporal-sensitive Multi-dimensional Instruction Tuning and Benchmarking for Video-LLMs Yunxiao Wang Meng Liu Rui Shao Haoyu Zhang Bin Wen Fan Yang Tingting Gao Di Zhang Liqiang Nie 70 1 0 13 Mar 2025
Exo2Ego: Exocentric Knowledge Guided MLLM for Egocentric Video Understanding Haoyu Zhang Qiaohui Chu Meng Liu Yunxiao Wang Bin Wen Fan Yang Tingting Gao Di Zhang Yaowei Wang Liqiang Nie EgoV 75 0 0 12 Mar 2025
VideoScan: Enabling Efficient Streaming Video Understanding via Frame-level Semantic Carriers Ruanjun Li Yuedong Tan Yuanming Shi Jiawei Shao VLM 144 0 0 12 Mar 2025