Video Understanding

VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking CVPR 2026 VideoSSR: Video Self-Supervised Reinforcement Learning CVPR 2026 VideoStir: Understanding Long Videos via Spatio-Temporally Structured and Intent-Aware RAG ACL 2026 VideoWorld 2: Learning Transferable Knowledge from Real-world Videos CVPR 2026 VidPrism: Heterogeneous Mixture of Experts for Image-to-Video Transfer CVPR 2026 VidTAG: Temporally Aligned Video to GPS Geolocalization with Denoising Sequence Prediction at a Global Scale CVPR 2026 ViLL-E: Video LLM Embeddings for Retrieval ACL 2026 VIRST: Video-Instructed Reasoning Assistant for SpatioTemporal Segmentation CVPR 2026 VirtueBench: Evaluating Trustworthiness under Uncertainty in Long Video Understanding CVPR 2026 Vista-LLM: Decoupled Query-Guided Visual Token Pruning for Efficient Long-Video Large Language Models ACL 2026 VMD-FACT: A New Video Dataset and MLLM-based method for Detecting Realistic AI-Generated Video Misinformation CVPR 2026 VRR-QA: Visual Relational Reasoning in Videos Beyond Explicit Cues CVPR 2026 Wavelet-based Frame Selection by Detecting Semantic Boundary for Long Video Understanding CVPR 2026 Weakly Supervised Video Anomaly Detection with Anomaly-Connected Components and Intention Reasoning CVPR 2026 WeaveTime: Streaming from Earlier Frames into Emergent Memory in VideoLLMs CVPR 2026 What Happens When: Learning Temporal Orders of Events in Videos WACV 2026 When Transformers Meet Mamba: A Hybrid Transformer-Mamba Network for Video Object Detection CVPR 2026 WorldMM: Dynamic Multimodal Memory Agent for Long Video Reasoning CVPR 2026 $F^3Set$: Towards Analyzing Fast, Frequent, and Fine-grained Events from Videos ICLR 2025 Action Detail Matters: Refining Video Recognition with Local Action Queries CVPR 2025 ActionDiffusion: An Action-Aware Diffusion Model for Procedure Planning in Instructional Videos WACV 2025 Action Sequence Augmentation for Action Anticipation ICLR 2025 A Culturally-diverse Multilingual Multimodal Video Benchmark & Model EMNLP 2025 AdaCM^2: On Understanding Extremely Long-Term Video with Adaptive Cross-Modality Memory Reduction CVPR 2025 A Dataset for Programming-based Instructional Video Classification and Question Answering COLING 2025