video understanding

RAVEN++: Pinpointing Fine-Grained Violations in Advertisement Videos with Active Reinforcement Reasoning EMNLP 2025 Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance EMNLP 2025 Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation ACL 2025 Recovering Dynamic 3D Sketches from Videos CVPR 2025 RELOCATE: A Simple Training-Free Baseline for Visual Query Localization Using Region-Based Representations CVPR 2025 Re-thinking Temporal Search for Long-Form Video Understanding CVPR 2025 Revisiting Audio-Visual Segmentation with Vision-Centric Transformer CVPR 2025 RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety CVPR 2025 RoadSocial: A Diverse VideoQA Dataset and Benchmark for Road Event Understanding from Social Video Narratives CVPR 2025 RobAVA: A Large-scale Dataset and Baseline Towards Video based Robotic Arm Action Understanding ICCV 2025 Robust and Consistent Online Video Instance Segmentation via Instance Mask Propagation AAAI 2025 Rubric-Constrained Figure Skating Scoring WACV 2025 SADA: Semantic Adversarial Unsupervised Domain Adaptation for Temporal Action Localization WACV 2025 Sali4Vid: Saliency-Aware Video Reweighting and Adaptive Caption Retrieval for Dense Video Captioning EMNLP 2025 SALOVA: Segment-Augmented Long Video Assistant for Targeted Retrieval and Routing in Long-Form Video Analysis CVPR 2025 Scaling Action Detection: AdaTAD++ with Transformer-Enhanced Temporal-Spatial Adaptation ICCV 2025 SCVBench: A Benchmark with Multi-turn Dialogues for Story-Centric Video Understanding IJCAI 2025 Semantic and Sequential Alignment for Referring Video Object Segmentation CVPR 2025 Semantics-aware Test-time Adaptation for 3D Human Pose Estimation ICML 2025 Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding CVPR 2025 SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding CVPR 2025 SF2T: Self-supervised Fragment Finetuning of Video-LLMs for Fine-Grained Understanding CVPR 2025 Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos ICLR 2025 Shot-by-Shot: Film-Grammar-Aware Training-Free Audio Description Generation ICCV 2025 Sign Language Recognition: A Large-Scale Multi-View Dataset and Comprehensive Evaluation WACV 2025