Video Understanding

MeToM: Metadata-Guided Token Merging for Efficient Video LLMs CVPR 2026 Minerva-Ego: Spatiotemporal Hints for Egocentric Video Understanding CVPR 2026 Mistake Attribution: Fine-Grained Mistake Understanding in Egocentric Videos CVPR 2026 Molmo2: Open Weights and Data for Vision-Language Models with Video Understanding and Grounding CVPR 2026 MomentMix Augmentation with Length-Aware DETR for Temporally Robust Moment Retrieval WACV 2026 MonoDream: Monocular Vision-Language Navigation with Panoramic Dreaming AAAI 2026 MotionEnhancer: Leveraging Video Diffusion for Motion-Enhanced Vision-Language Models CVPR 2026 MSJoE: Jointly Evolving MLLM and Sampler for Efficient Long-Form Video Understanding CVPR 2026 MS-Temba: Multi-Scale Temporal Mamba for Understanding Long Untrimmed Videos CVPR 2026 MUSEG: Reinforcing Video Temporal Understanding via Timestamp-Aware Multi-Segment Grounding ACL 2026 MVGD-Net: A Novel Motion-aware Video Glass Surface Detection Method AAAI 2026 MVP: Enhancing Video Large Language Models via Self-supervised Masked Video Prediction ACL 2026 OASIS: On-Demand Hierarchical Event Memory for Streaming Video Reasoning CVPR 2026 Object-Centric Framework for Video Moment Retrieval AAAI 2026 OmniGround: A Comprehensive Spatio-Temporal Grounding Benchmark for Real-World Complex Scenarios CVPR 2026 OmniVTG: A Large-Scale Dataset and Training Paradigm for Open-World Video Temporal Grounding CVPR 2026 Open-World Object Counting in Videos AAAI 2026 ORBIT: Benchmarking SfM in the Wild with 360deg Video CVPR 2026 PAD-Hand: Physics-Aware Diffusion for Hand Motion Recovery CVPR 2026 PAI-Bench: A Comprehensive Benchmark For Physical AI CVPR 2026 ParallelVLM: Lossless Video-LLM Acceleration with Visual Alignment Aware Parallel Speculative Decoding CVPR 2026 PAS: A Training-Free Stabilizer for Temporal Encoding in Video LLMs CVPR 2026 PLACID: Identity-Preserving Multi-Object Compositing via Video Diffusion with Synthetic Trajectories CVPR 2026 PRISM: Video Dataset Condensation with Progressive Refinement and Insertion for Sparse Motion CVPR 2026 PriVi: Towards a General-Purpose Video Model for Primate Behavior in the Wild CVPR 2026