PixelWizard: Towards Efficient High-Fidelity Video Generation at Ultra-Large Spatial Resolutions

PixelWizard is a high-resolution text-to-video generation framework that decouples global structure from detail generation and accelerates synthesis using shortcut step-size conditioning, requiring 52GB VRAM for 2K or 100GB for 4K generation.