Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

26 May 2025

Papers citing "Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought"

20 / 20 papers shown

Title
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 221 132 1 14 Apr 2025
SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model Zongcan Ding Han Zhang Peng Wu Guansong Pang Zhiwei Yang Peng Wang Yize Zhang 88 1 0 14 Apr 2025
TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning Xingjian Zhang Siwei Wen Wenjun Wu Lei Huang LRM 136 16 0 13 Apr 2025
VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning Xinhao Li Ziang Yan Desen Meng Lu Dong Xiangyu Zeng Yinan He Yun Wang Yu Qiao Yi Wang Limin Wang VLM AI4TS LRM 127 38 0 09 Apr 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 173 62 0 27 Mar 2025
Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning Yufei Zhan Yousong Zhu Shurong Zheng Hongyin Zhao Fan Yang Ming Tang Jinqiao Wang VLM 118 19 0 23 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 389 6 0 17 Mar 2025
Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models Wenxuan Huang Bohan Jia Zijie Zhai Shaosheng Cao Zheyu Ye Fei Zhao Zhe Xu Yao Hu Shaohui Lin MU OffRL LRM MLLM ReLM VLM 167 130 0 09 Mar 2025
Sherlock: Towards Multi-scene Video Abnormal Event Extraction and Localization via a Global-local Spatial-sensitive LLM Junxiao Ma Jingjing Wang Jiamin Luo Peiying Yu Guodong Zhou 121 1 0 26 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 438 699 0 20 Feb 2025
Unhackable Temporal Rewarding for Scalable Video MLLMs En Yu Kangheng Lin Liang Zhao Yana Wei Zining Zhu ... Jianjian Sun Zheng Ge Xinsong Zhang Jingyu Wang Wenbing Tao 127 10 0 17 Feb 2025
SVBench: A Benchmark with Temporal Multi-Turn Dialogues for Streaming Video Understanding Zhenyu Yang Yihan Hu Zemin Du Dizhan Xue Shengsheng Qian Jiahong Wu Fan Yang W. Dong Changsheng Xu 106 9 0 15 Feb 2025
Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge Haomiao Xiong Zhiyong Yang Jiazuo Yu Yunzhi Zhuge Lu Zhang Jiawen Zhu Huchuan Lu 94 11 0 23 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 395 2,028 0 22 Jan 2025
Kimi k1.5: Scaling Reinforcement Learning with LLMs Kimi Team Angang Du Bofei Gao Bowei Xing Changjiu Jiang ... Zihao Huang Ziyao Xu Zhiyong Yang Zonghan Yang Zongyu Lin OffRL ALM AI4TS VLM LRM 351 338 0 22 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 182 51 0 21 Jan 2025
LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs Omkar Thawakar Dinura Dissanayake Ketan More Ritesh Thawkar Ahmed Heakl ... Hisham Cholakkal Ivan Laptev Mubarak Shah Fahad Shahbaz Khan Salman Khan VLM LRM 127 58 0 10 Jan 2025
Open-Sora: Democratizing Efficient Video Production for All Zangwei Zheng Xiangyu Peng Tianji Yang Chenhui Shen Shenggui Li Hongxin Liu Yukun Zhou Tianyi Li Yang You VGen 185 256 0 31 Dec 2024
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 230 40 0 31 Dec 2024
VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs Rohit K Bharadwaj Hanan Gani Muzammal Naseer Fahad Shahbaz Khan Salman Khan 155 7 0 14 Jun 2024