video understanding

Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models CVPR 2026 Time Blindness: Why Video-Language Models Can't See What Humans Can? CVPR 2026 TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs CVPR 2026 Timestamp Query Transformer for Temporal Action Segmentation WACV 2026 TM-Adapter: Temporal Merge Adapter for Efficient Global Temporal Modeling WACV 2026 Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models CVPR 2026 Tracking and Segmenting Anything in Any Modality AAAI 2026 TrajTok: Learning Trajectory Tokens Enhances Video Understanding CVPR 2026 Trauma THOMPSON: A Dataset and Realistic Generative Framework for AI Copilots in Emergency Care AAAI 2026 TRCoRSurg: Temporal-Relational Co-Reasoning for Surgical Video Triplet Recognition CVPR 2026 TSPO: Temporal Sampling Policy Optimization for Long-form Video Language Understanding AAAI 2026 UFVideo: Towards Unified Fine-Grained Video Cooperative Understanding with Large Language Models CVPR 2026 Unified Spatiotemporal Token Compression for Video-LLMs at Ultra-Low Retention CVPR 2026 UniVBench: Towards Unified Evaluation for Video Foundation Models CVPR 2026 UVLM: Benchmarking Video Language Model for Underwater World Understanding AAAI 2026 VAST: Video Ability-Stratified Taxonomy for Data-Efficient Video Reasoning CVPR 2026 VecAttention: Vector-wise Sparse Attention for Accelerating Long Context Inference CVPR 2026 v-HUB: A Benchmark for Video Humor Understanding from Vision and Sound ACL 2026 VideoAuto-R1: Video Auto Reasoning via Thinking Once, Answering Twice CVPR 2026 VideoChat-A1: Thinking with Long Videos by Chain-of-Shot Reasoning AAAI 2026 VideoChat-M1: Collaborative Policy Planning for Video Understanding via Multi-Agent Reinforcement Learning CVPR 2026 Video-CoE: Reinforcing Video Event Prediction via Chain of Events CVPR 2026 VideoCuRL: Video Curriculum Reinforcement Learning with Orthogonal Difficulty Decomposition ACL 2026 VideoITG: Multimodal Video Understanding with Instructed Temporal Grounding CVPR 2026 Video Mirror Detection with the Motion-in-Depth Cue AAAI 2026