Video Understanding

Symphony: A Cognitively-Inspired Multi-Agent System for Long-Video Understanding CVPR 2026 T2SGrid: Temporal-to-Spatial Gridification for Video Temporal Grounding CVPR 2026 Temporal Calibrating and Distilling for Scene-Text Aware Text-Video Retrieval AAAI 2026 TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning CVPR 2026 Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations WACV 2026 TF-CADE: Foreground-Concentrated Text-Video Alignment for Zero-Shot Temporal Action Detection CVPR 2026 Think-as-You-See: Streaming Chain-of-Thought Reasoning for Large Vision-Language Models CVPR 2026 Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World CVPR 2026 Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning CVPR 2026 Think, Then Verify: A Hypothesis-Verification Multi-Agent Framework for Long Video Understanding CVPR 2026 Time Blindness: Why Video-Language Models Can't See What Humans Can? CVPR 2026 TimeBridge: Self-Supervised Video Representation Learning via Start-End Joint Embedding and In-Between Frame Prediction CVPR 2026 TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs CVPR 2026 Timestamp Query Transformer for Temporal Action Segmentation WACV 2026 TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding CVPR 2026 Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models CVPR 2026 Towards Explainable Video Camouflaged Object Detection: SAM2 with Eventstream-Inspired Data AAAI 2026 Towards Visual Query Localization in the 3D World CVPR 2026 Tracking and Segmenting Anything in Any Modality AAAI 2026 TrackMAE: Video Representation Learning via Track Mask and Predict CVPR 2026 Training-free Detection of Generated Videos via Spatial-Temporal Likelihoods CVPR 2026 TrajTok: Learning Trajectory Tokens Enhances Video Understanding CVPR 2026 TRCoRSurg: Temporal-Relational Co-Reasoning for Surgical Video Triplet Recognition CVPR 2026 TR-EduVSum: A Turkish-Focused Dataset and Consensus Framework for Educational Video Summarization EACL 2026 TROPHIES: Temporal Reconstruction of Places, Humans, and Cameras from Multi-view Videos CVPR 2026