Video Understanding

Video Language Model Pretraining with Spatio-temporal Masking CVPR 2025 VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges ICCV 2025 Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language Models CVPR 2025 Video Prediction Policy: A Generalist Robot Policy with Predictive Visual Representations ICML 2025 VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM CVPR 2025 Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark AAAI 2025 VideoRoPE: What Makes for Good Video Rotary Position Embedding? ICML 2025 VideoSetDiff: Identifying and Reasoning Similarities and Differences in Similar Videos ICCV 2025 Video-Skill-CoT: Skill-based Chain-of-Thoughts for Domain-Adaptive Video Reasoning EMNLP 2025 VideoSPatS: Video SPatiotemporal Splines for Disentangled Occlusion, Appearance and Motion Modeling and Editing CVPR 2025 Video Summarization Using Denoising Diffusion Probabilistic Model AAAI 2025 VideoTree: Adaptive Tree-based Video Representation for LLM Reasoning on Long Videos CVPR 2025 VideoVista-CulturalLingo: 360° Horizons-Bridging Cultures, Languages, and Domains in Video Comprehension ACL 2025 VideoWebArena: Evaluating Long Context Multimodal Agents with Video Understanding Web Tasks ICLR 2025 VideoWorld: Exploring Knowledge Learning from Unlabeled Videos CVPR 2025 VidEvent: A Large Dataset for Understanding Dynamic Evolution of Events in Videos AAAI 2025 Vid-Group: Temporal Video Grounding Pretraining from Unlabeled Videos in the Wild ICCV 2025 VidSeg: Training-free Video Semantic Segmentation based on Diffusion Models CVPR 2025 VILLS : Video-Image Learning to Learn Semantics for Person Re-Identification WACV 2025 ViPE: Visual Perception in Parameter Space for Efficient Video-Language Understanding EMNLP 2025 ViSpeak: Visual Instruction Feedback in Streaming Videos ICCV 2025 VISTA: Enhancing Long-Duration and High-Resolution Video Understanding by Video Spatiotemporal Augmentation CVPR 2025 VisTRA: Visual Tool-use Reasoning Analyzer for Small Object Visual Question Answering ACL 2025 Visual Imitation Enables Contextual Humanoid Control CoRL 2025 Visual Surface Wave Elastography: Revealing Subsurface Physical Properties via Visible Surface Waves ICCV 2025