video understanding

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 Logos as a Well-Tempered Pre-train for Sign Language Recognition EMNLP 2025 LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long Videos CVPR 2025 LongVILA: Scaling Long-Context Visual Language Models for Long Videos ICLR 2025 LoSA: Long-Short-Range Adapter for Scaling End-to-End Temporal Action Localization WACV 2025 Lost in Translation, Found in Context: Sign Language Translation with Contextual Cues CVPR 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 M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation CVPR 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 MANTA: Diffusion Mamba for Efficient and Effective Stochastic Long-Term Dense Action Anticipation CVPR 2025 MASH-VLM: Mitigating Action-Scene Hallucination in Video-LLMs through Disentangled Spatial-Temporal Representations CVPR 2025 MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding ICCV 2025 METok: Multi-Stage Event-based Token Compression for Efficient Long Video Understanding EMNLP 2025 METOR: A Unified Framework for Mutual Enhancement of Objects and Relationships in Open-vocabulary Video Visual Relationship Detection IJCAI 2025 MFTIQ: Multi-Flow Tracker with Independent Matching Quality Estimation WACV 2025 MHBench: Demystifying Motion Hallucination in VideoLLMs AAAI 2025 Mitigating the Discrepancy Between Video and Text Temporal Sequences: A Time-Perception Enhanced Video Grounding method for LLM COLING 2025 M-LLM Based Video Frame Selection for Efficient Video Understanding CVPR 2025 MMAD: Multi-label Micro-Action Detection in Videos ICCV 2025 MMVU: Measuring Expert-Level Multi-Discipline Video Understanding CVPR 2025 MMWorld: Towards Multi-discipline Multi-faceted World Model Evaluation in Videos ICLR 2025