Upscale-A-Video is a temporal-consistent diffusion model designed for real-world video super-resolution. It takes low-resolution videos and optional text prompts as input and outputs enhanced high-resolution videos. The model leverages diffusion-based generation to produce visually improved frames while preserving temporal coherence across the video sequence. Published at CVPR 2024 as a highlight paper.