video understanding

Response-G1: Explicit Scene Graph Modeling for Proactive Streaming Video Understanding ACL 2026 Rethinking Two-Stage Referring-by-Tracking in Referring Multi-Object Tracking: Make it Strong Again CVPR 2026 RipAlert: A Future-Frame-Aware Framework for Rip Current Forecasting and Early Alerting AAAI 2026 SAGE: Synergistic Adaptive Gating of Experts for Hateful Video Detection ACL 2026 Scene-Aware Spatiotemporal Generalization: Towards Robust Temporal Action Detection Across Domains AAAI 2026 SciEducator: Scientific Video Understanding and Educating via Deming-Cycle Multi-Agent System CVPR 2026 SEASON: Mitigating Temporal Hallucination in Video Large Language Models via Self-Diagnostic Contrastive Decoding CVPR 2026 Sharp Eyes and Memory for VideoLLMs: Information-Aware Visual Token Pruning for Efficient and Reliable VideoLLM Reasoning AAAI 2026 SmartSight: Mitigating Hallucination in Video-LLMs Without Compromising Video Understanding via Temporal Attention Collapse AAAI 2026 SMV-EAR: Bring Spatiotemporal Multi-View Representation Learning into Efficient Event-Based Action Recognition CVPR 2026 SoccerMaster: A Vision Foundation Model for Soccer Understanding CVPR 2026 SPARROW: Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded Video MLLMs CVPR 2026 Sparrow: Text-Anchored Window Attention with Visual-Semantic Glimpsing for Speculative Decoding in Video LLMs ACL 2026 SPOC: Spatially-Progressing Object State Change Segmentation in Video WACV 2026 Streaming Video Crime Anticipation with Spatio-Temporal Causal Reasoning CVPR 2026 Streaming Video Instruction Tuning CVPR 2026 StreamRAG: Enhancing Real-Time Video Understanding with Retrieval Augmentation CVPR 2026 Structured Context Learning for Generic Event Boundary Detection WACV 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 SurgPub-Video: A Comprehensive Surgical Video Framework for Enhanced Surgical Intelligence in Vision-Language Model AAAI 2026 SVAgent: Storyline-guided Long Video Understanding via Cross-Modal Multi-Agent Collaboration CVPR 2026 Symphony: A Cognitively-Inspired Multi-Agent System for Long-Video Understanding CVPR 2026 T2SGrid: Temporal-to-Spatial Gridification for Video Temporal Grounding CVPR 2026 TA-Prompting: Enhancing Video Large Language Models for Dense Video Captioning via Temporal Anchors WACV 2026 Temporal Calibrating and Distilling for Scene-Text Aware Text-Video Retrieval AAAI 2026