Video Understanding

Unbiased Video Scene Graph Generation via Visual and Semantic Dual Debiasing CVPR 2025 Unbiasing through Textual Descriptions: Mitigating Representation Bias in Video Benchmarks CVPR 2025 Unified Reconstruction of Static and Dynamic Scenes from Events CVPR 2025 Unifying Low-Resolution and High-Resolution Alignment by Event Cameras for Space-Time Video Super-Resolution WACV 2025 Unsupervised Video Highlight Detection by Learning from Audio and Visual Recurrence WACV 2025 UrbanVideo-Bench: Benchmarking Vision-Language Models on Embodied Intelligence with Video Data in Urban Spaces ACL 2025 UST-SSM: Unified Spatio-Temporal State Space Models for Point Cloud Video Modeling ICCV 2025 V2M4: 4D Mesh Animation Reconstruction from a Single Monocular Video ICCV 2025 Vamba: Understanding Hour-Long Videos with Hybrid Mamba-Transformers ICCV 2025 VarCMP: Adapting Cross-Modal Pre-Training Models for Video Anomaly Retrieval AAAI 2025 VCA: Video Curious Agent for Long Video Understanding ICCV 2025 VE-Bench: Subjective-Aligned Benchmark Suite for Text-Driven Video Editing Quality Assessment AAAI 2025 VENUS: A VLLM-driven Video Content Discovery System for Real Application Scenarios EMNLP 2025 VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models CVPR 2025 VEU-Bench: Towards Comprehensive Understanding of Video Editing CVPR 2025 ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation CVPR 2025 VidCapBench: A Comprehensive Benchmark of Video Captioning for Controllable Text-to-Video Generation ACL 2025 VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? CVPR 2025 Video2Roleplay: A Multimodal Dataset and Framework for Video-Guided Role-playing Agents EMNLP 2025 VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation CVPR 2025 VideoChain: A Transformer-Based Framework for Multi-hop Video Question Generation IJCNLP 2025 VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection CVPR 2025 VideoGEM: Training-free Action Grounding in Videos CVPR 2025 VideoGLaMM : A Large Multimodal Model for Pixel-Level Visual Grounding in Videos CVPR 2025 VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding CVPR 2025