Video Understanding

Learning to Visually Connect Actions and their Effects WACV 2025 LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging CVPR 2025 LightningDrag: Lightning Fast and Accurate Drag-based Image Editing Emerging from Videos ICML 2025 LION-FS: Fast & Slow Video-Language Thinker as Online Video Assistant CVPR 2025 LLaFEA: Frame-Event Complementary Fusion for Fine-Grained Spatiotemporal Understanding in LMMs ICCV 2025 LLaVA-ST: A Multimodal Large Language Model for Fine-Grained Spatial-Temporal Understanding CVPR 2025 LLAVIDAL: A Large LAnguage VIsion Model for Daily Activities of Living CVPR 2025 Localizing Events in Videos with Multimodal Queries CVPR 2025 Long Range Navigator (LRN): Extending robot planning horizons beyond metric maps CoRL 2025 Long-Term TalkingFace Generation via Motion-Prior Conditional Diffusion Model ICML 2025 LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos CVPR 2025 LoSA: Long-Short-Range Adapter for Scaling End-to-End Temporal Action Localization WACV 2025 LUV-Net: Multi-Pattern Lung Ultrasound Video Classification through Pattern-Specific Attention with Efficient Temporal Feature Extraction MIDL 2025 LVAgent: Long Video Understanding by Multi-Round Dynamical Collaboration of MLLM Agents ICCV 2025 LV-MAE: Learning Long Video Representations through Masked-Embedding Autoencoders ICCV 2025 MagicMotion: Controllable Video Generation with Dense-to-Sparse Trajectory Guidance ICCV 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 MambaLCT: Boosting Tracking via Long-term Context State Space Model AAAI 2025 MammAlps: A Multi-view Video Behavior Monitoring Dataset of Wild Mammals in the Swiss Alps CVPR 2025 MAMS: Model-Agnostic Module Selection Framework for Video Captioning AAAI 2025 MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation CVPR 2025 MATE: Motion-Augmented Temporal Consistency for Event-based Point Tracking ICCV 2025 MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding ICCV 2025 MCAT: Visual Query-Based Localization of Standard Anatomical Clips in Fetal Ultrasound Videos Using Multi-Tier Class-Aware Token Transformer AAAI 2025 MDIT-Bench: Evaluating the Dual-Implicit Toxicity in Large Multimodal Models ACL 2025