This blog details SANA-Video transition to a Two-Stage Inference Paradigm. By leveraging a high-compression base model for structural discovery (Stage 1) and a step-distilled refiner for high-frequency detail injection (Stage 2), we achieve 2K resolution output without compromising the latency profile of the original 720p generation.
