Video Understanding

CatVLM: Enhancing Temporal Understanding in Cataract Surgery Videos with Boundary-Aware VLM MIDL 2026 Chain-of-Frames: Advancing Video Understanding in Multimodal LLMs via Frame-Aware Reasoning CVPR 2026 CLASP: Cross-modal Salient Anchor-based Semantic Propagation for Weakly-supervised Dense Audio-Visual Event Localization AAAI 2026 CoCoVideo: The High-Quality Commercial-Model-Based Contrastive Benchmark for AI-Generated Video Detection CVPR 2026 Collaborative Feature Matching with Progressive Correspondence Learning AAAI 2026 Compressed-Domain-Aware Online Video Super-Resolution CVPR 2026 Conan: Progressive Learning to Reason Like a Detective over Multi-Scale Visual Evidence CVPR 2026 Cut to the Chase: Training-free Multimodal Summarization via Chain-of-Events CVPR 2026 CVA: Context-aware Video-text Alignment for Video Temporal Grounding CVPR 2026 D2FANet: Enhancing Video Object Detection with Dual-Domain Feature Aggregation Network CVPR 2026 DETACH : Decomposed Spatio-Temporal Alignment for Exocentric Video and Ambient Sensors with Staged Learning CVPR 2026 DetAny4D: Detect Anything 4D Temporally in a Streaming RGB Video CVPR 2026 Detector-in-the-Loop Tracking: Active Memory Rectification for Stable Glottic Opening Localization MIDL 2026 DiffRegCD: Integrated Registration and Change Detection with Diffusion Features WACV 2026 Divide, then Ground: Adapting Frame Selection to Query Types for Long-Form Video Understanding CVPR 2026 Dronaquatics: Real-time Swimming Analytics Using Drone Captured Imagery WACV 2026 EarlyTom: Early Token Compression Completes Fast Video Understanding CVPR 2026 Efficient Frame Selection for Long Video Understanding via Reinforcement Learning CVPR 2026 Efficient Video Object Segmentation and Tracking with Recurrent Dynamic Submodel CVPR 2026 EgoAVU: Egocentric Audio-Visual Understanding CVPR 2026 ELV-Halluc: Benchmarking Semantic Aggregation Hallucinations in Video Understanding CVPR 2026 EmoVid: A Multimodal Emotion Video Dataset for Emotion-Centric Video Understanding and Generation AAAI 2026 End-to-End Multi-Person Pose Estimation with Pose-Aware Video Transformer AAAI 2026 Enhancing Video Vision Language Model with Hippocampal Sensing CVPR 2026 EVA: Efficient Reinforcement Learning for End-to-End Video Agent CVPR 2026