Video Understanding

Hierarchical Long Video Understanding with Audiovisual Entity Cohesion and Agentic Search CVPR 2026 Human Pose Aggregation for Multi-View Temporal Video Alignment WACV 2026 HumanVBench: Probing Human-Centric Video Understanding in MLLMs with Automatically Synthesized Benchmarks CVPR 2026 Hybrid State Representation for Video Procedure Planning WACV 2026 HyperSign: Saliency-Aware Spatial Graphs and Temporal Hypergraphs for Continuous Sign Language Recognition AAAI 2026 Imagine Before Concentration: Diffusion-Guided Registers Enhance Partially Relevant Video Retrieval CVPR 2026 I'm a Map! Interpretable Motion-Attentive Maps: Spatio-Temporally Localizing Concepts in Video Diffusion Transformers CVPR 2026 Incentivizing Versatile Video Reasoning in MLLMs via Data-Efficient Reinforcement Learning CVPR 2026 INFACT: A Diagnostic Benchmark for Induced Faithfulness and Factuality Hallucinations in Video-LLMs ACL 2026 Interactive Episodic Memory with User Feedback CVPR 2026 InternVideo-Next: Towards World-Understanding Video Models CVPR 2026 Isolating the Role of Temporal Information in Video Saliency: A Controlled Experimental Analysis WACV 2026 Joint Learning of General and Diverse Patterns with Mixture of Memory Experts for Weakly-Supervised Video Anomaly Detection CVPR 2026 KCVR: Knowledge-Centric Video Reconstruction for Structured Pedagogical Summarization via Dynamic Graph Planning ACL 2026 Learning Action Hierarchies via Hybrid Geometric Diffusion WACV 2026 Learning Spatio-temporal Feature Representations for Video-based Gaze Estimation WACV 2026 Learning to Refuse: Refusal-Aware Reinforcement Fine-Tuning for Hard-Irrelevant Queries in Video Temporal Grounding CVPR 2026 Learning Transferable Temporal Primitives for Video Reasoning via Synthetic Videos CVPR 2026 Learning Unified Spatio-temporal Representations for Efficient Compressed Video Understanding WACV 2026 LensWalk: Agentic Video Understanding by Planning How You See in Videos CVPR 2026 LongVideo-R1: Smart Navigation for Low-cost Long Video Understanding CVPR 2026 LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling CVPR 2026 MA-Bench: Towards Fine-grained Micro-Action Understanding CVPR 2026 MAVERIX: Multimodal Audio-Visual Evaluation and Recognition IndeX AAAI 2026 META: Meta Evolution of Tool Trajectory Adaptation for Long-Video Understanding CVPR 2026