Multimodal Learning

VideoAuteur: Towards Long Narrative Video Generation ICCV 2025 VideoAutoArena: An Automated Arena for Evaluating Large Multimodal Models in Video Analysis through User Simulation CVPR 2025 Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025 VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models CVPR 2025 Video Compression Commander: Plug-and-Play Inference Acceleration for Video Large Language Models EMNLP 2025 VideoDirector: Precise Video Editing via Text-to-Video Models CVPR 2025 VideoEspresso: A Large-Scale Chain-of-Thought Dataset for Fine-Grained Video Reasoning via Core Frame Selection CVPR 2025 VideoGameBunny: Towards Vision Assistants for Video Games WACV 2025 VideoGEM: Training-free Action Grounding in Videos CVPR 2025 VideoGLaMM : A Large Multimodal Model for Pixel-Level Visual Grounding in Videos CVPR 2025 Video-Guided Foley Sound Generation with Multimodal Controls CVPR 2025 Video-guided Machine Translation: A Survey of Models, Datasets, and Challenges IJCNLP 2025 VideoGuide: Improving Video Diffusion Models without Training Through a Teacher's Guide CVPR 2025 Video In-context Learning: Autoregressive Transformers are Zero-Shot Video Imitators ICLR 2025 Video Individual Counting for Moving Drones ICCV 2025 Video Language Model Pretraining with Spatio-temporal Masking CVPR 2025 VideoLLaMB: Long Streaming Video Understanding with Recurrent Memory Bridges ICCV 2025 VideoLLM Knows When to Speak: Enhancing Time-Sensitive Video Comprehension with Video-Text Duet Interaction Format EMNLP 2025 VideoMiner: Iteratively Grounding Key Frames of Hour-Long Videos via Tree-based Group Relative Policy Optimization ICCV 2025 Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis CVPR 2025 VideoOrion: Tokenizing Object Dynamics in Videos ICCV 2025 VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment EMNLP 2025 VideoQA-TA: Temporal-Aware Multi-Modal Video Question Answering COLING 2025 VideoRefer Suite: Advancing Spatial-Temporal Object Understanding with Video LLM CVPR 2025 Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark AAAI 2025