Video Understanding

Explicit Temporal-Semantic Modeling for Dense Video Captioning via Context-Aware Cross-Modal Interaction AAAI 2026 Featurising Pixels from Dynamic 3D Scenes with Linear In-Context Learners CVPR 2026 Fine-VAD: Towards Fine-Grained Video Anomaly Detection via Progressive Cross-Granularity Learning CVPR 2026 Flat-Pack Bench: Evaluating Spatio-Temporal Understanding in Large Vision-Language Models through Furniture Assembly CVPR 2026 FlexiVideo: Variation-Aware Temporal Dynamics Modeling for Efficient Video Understanding CVPR 2026 FluxMem: Adaptive Hierarchical Memory for Streaming Video Understanding CVPR 2026 Focus-to-Perceive Representation Learning: A Cognition-Inspired Hierarchical Framework for Endoscopic Video Analysis CVPR 2026 Forecasting 3D Scanpaths in Egocentric Video CVPR 2026 FPS-Bench: A Benchmark for High Frame-Rate Video Understanding CVPR 2026 Frame2Freq: Spectral Adapters for Fine-Grained Video Understanding CVPR 2026 From Corners to Fiducial Tags: Revisiting Checkerboard Calibration for Event Cameras CVPR 2026 From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents ACL 2026 Fused Similarity Measure Based Alignment with Dual-Scale Adaptive Selection for Weakly Supervised Video Anomaly Detection WACV 2026 GateFusion: Hierarchical Gated Cross-Modal Fusion for Active Speaker Detection WACV 2026 GenVidBench: A 6-Million Benchmark for AI-Generated Video Detection AAAI 2026 GIFT: Global Irreplaceability Frame Targeting for Efficient Video Understanding CVPR 2026 Graph-to-Frame RAG: Visual-Space Knowledge Fusion for Training-Free and Auditable Video Reasoning CVPR 2026 GroundVTS: Visual Token Sampling in Multimodal Large Language Models for Video Temporal Grounding CVPR 2026 HanDyVQA: A Video QA Benchmark for Fine-Grained Hand-Object Interaction Dynamics CVPR 2026 HARK: Hierarchical Agentic Retrieval with Keyframing for Video Understanding (Student Abstract) AAAI 2026 HERBench: A Benchmark for Multi-Evidence Integration in Video Question Answering CVPR 2026 HERMES: KV Cache as Hierarchical Memory for Efficient Streaming Video Understanding ACL 2026 HieraMamba: Video Temporal Grounding via Hierarchical Anchor-Mamba Pooling CVPR 2026 Hierarchical Action Learning for Weakly-Supervised Action Segmentation CVPR 2026 Hierarchical Frequency-Guided Alignment Transformer for Compressed Video Quality Enhancement AAAI 2026