Video Understanding

DiffDVC: Accurate Event Detection for Dense Video Captioning via Diffusion Models AAAI 2025 Diff-LMM: Diffusion Teacher-Guided Spatio-Temporal Perception for Video Large Multimodal Models IJCAI 2025 DiffMesh: A Motion-Aware Diffusion Framework for Human Mesh Recovery from Videos WACV 2025 Diffusion-based 3D Hand Motion Recovery with Intuitive Physics ICCV 2025 DiGIT: Multi-Dilated Gated Encoder and Central-Adjacent Region Integrated Decoder for Temporal Action Detection Transformer CVPR 2025 Direct Motion Models for Assessing Generated Videos ICML 2025 DiscoVLA: Discrepancy Reduction in Vision, Language, and Alignment for Parameter-Efficient Video-Text Retrieval CVPR 2025 Disentangling Spatio-Temporal Knowledge for Weakly Supervised Object Detection and Segmentation in Surgical Video WACV 2025 DisFlowEm : One-Shot Emotional Talking Head Generation using Disentangled Pose and Expression Flow-Guidance WACV 2025 Dispider: Enabling Video LLMs with Active Real-Time Interaction via Disentangled Perception, Decision, and Reaction CVPR 2025 Distilling Aggregated Knowledge for Weakly-Supervised Video Anomaly Detection WACV 2025 DisTime: Distribution-based Time Representation for Video Large Language Models ICCV 2025 Diversifying Query: Region-Guided Transformer for Temporal Sentence Grounding AAAI 2025 Does Your Vision-Language Model Get Lost in the Long Video Sampling Dilemma? ICCV 2025 DropletVideo: A Dataset and Approach to Explore Integral Spatio-Temporal Consistent Video Generation ICCV 2025 DrVideo: Document Retrieval Based Long Video Understanding CVPR 2025 DToMA: Training-free Dynamic Token MAnipulation for Long Video Understanding IJCAI 2025 Dual Conditioned Motion Diffusion for Pose-Based Video Anomaly Detection AAAI 2025 DUQ: Dual Uncertainty Quantification for Text-Video Retrieval IJCAI 2025 Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models ICLR 2025 Dynamic Camera Poses and Where to Find Them CVPR 2025 Dynamic Group Detection using VLM-augmented Temporal Groupness Graph ICCV 2025 DynFocus: Dynamic Cooperative Network Empowers LLMs with Video Understanding CVPR 2025 DynImg: Key Frames with Visual Prompts are Good Representation for Multi-Modal Video Understanding ICCV 2025 ECBench: Can Multi-modal Foundation Models Understand the Egocentric World? A Holistic Embodied Cognition Benchmark CVPR 2025