Video Understanding

VITED: Video Temporal Evidence Distillation CVPR 2025 VLog: Video-Language Models by Generative Retrieval of Narration Vocabulary CVPR 2025 VQAGuider: Guiding Multimodal Large Language Models to Answer Complex Video Questions ACL 2025 VRBench: A Benchmark for Multi-Step Reasoning in Long Narrative Videos ICCV 2025 Vulnerability-Aware Spatio-Temporal Learning for Generalizable Deepfake Video Detection ICCV 2025 Watch Less, Do More: Implicit Skill Discovery for Video-Conditioned Policy ICLR 2025 Watch Video, Catch Keyword: Context-aware Keyword Attention for Moment Retrieval and Highlight Detection AAAI 2025 Weakly Supervised Temporal Action Localization via Dual-Prior Collaborative Learning Guided by Multimodal Large Language Models CVPR 2025 What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning ICCV 2025 What Is That Talk About? A Video-to-Text Summarization Dataset for Scientific Presentations ACL 2025 What's Making That Sound Right Now? Video-centric Audio-Visual Localization ICCV 2025 When the Future Becomes the Past: Taming Temporal Correspondence for Self-supervised Video Representation Learning CVPR 2025 Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos CVPR 2025 X-CoT: Explainable Text-to-Video Retrieval via LLM-based Chain-of-Thought Reasoning EMNLP 2025 X-LeBench: A Benchmark for Extremely Long Egocentric Video Understanding EMNLP 2025 ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish ICLR 2025 Zero-Shot Scene Change Detection AAAI 2025 A Backpack Full of Skills: Egocentric Video Understanding with Diverse Task Perspectives CVPR 2024 Abductive Ego-View Accident Video Understanding for Safe Driving Perception CVPR 2024 ActFusion: a Unified Diffusion Model for Action Segmentation and Anticipation NeurIPS 2024 Action Scene Graphs for Long-Form Understanding of Egocentric Videos CVPR 2024 Active Speaker Detection in Fisheye Meeting Scenes with Scene Spatial Spectrums Interspeech 2024 Adapting Short-Term Transformers for Action Detection in Untrimmed Videos CVPR 2024 Advancing Video Anomaly Detection: A Concise Review and a New Dataset NeurIPS 2024 Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering CVPR 2024