TurboDiffusion: TurboDiffusion: 100–200× Acceleration for Video Diffusion Models

TurboDiffusion is a video generation acceleration framework that speeds up AI video creation by 100-200 times on a single RTX 5090 GPU while maintaining quality. The system reduces generation time from over 4,000 seconds to just 38 seconds for high-resolution clips using advanced techniques like SageAttention and Sparse-Linear Attention. Multiple pre-trained models support both 480p and 720p video generation, making high-quality AI video creation more accessible and practical.