Multimodal Learning

VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models CVPR 2025 VERITAS: Leveraging Vision Priors and Expert Fusion to Improve Multimodal Data EMNLP 2025 VersaGen: Unleashing Versatile Visual Control for Text-to-Image Synthesis AAAI 2025 VEU-Bench: Towards Comprehensive Understanding of Video Editing CVPR 2025 VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos ACL 2025 ViCaS: A Dataset for Combining Holistic and Pixel-level Video Understanding using Captions with Grounded Segmentation CVPR 2025 VidComposition: Can MLLMs Analyze Compositions in Compiled Videos? CVPR 2025 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 VideoElevator: Elevating Video Generation Quality with Versatile Text-to-Image Diffusion Models AAAI 2025 VideoGameBunny: Towards Vision Assistants for Video Games WACV 2025 Video-Guided Foley Sound Generation with Multimodal Controls CVPR 2025 VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding CVPR 2025 Video Language Model Pretraining with Spatio-temporal Masking CVPR 2025 VideoMage: Multi-Subject and Motion Customization of Text-to-Video Diffusion Models CVPR 2025 Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis CVPR 2025 Video-Panda: Parameter-efficient Alignment for Encoder-free Video-Language Models CVPR 2025 VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment EMNLP 2025 VideoRAG: Retrieval-Augmented Generation over Video Corpus ACL 2025 Video Repurposing from User Generated Content: A Large-scale Dataset and Benchmark AAAI 2025 Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025 VidHalluc: Evaluating Temporal Hallucinations in Multimodal Large Language Models for Video Understanding CVPR 2025 ViDove: A Translation Agent System with Multimodal Context and Memory-Augmented Reasoning EMNLP 2025 ViKIENet: Towards Efficient 3D Object Detection with Virtual Key Instance Enhanced Network CVPR 2025 VISaGE: Understanding Visual Generics and Exceptions EMNLP 2025