one-step

SoL-Refiner is a one-step video refiner that transforms low-resolution video outputs into 4K resolution with a single denoising step, achieving significant speed improvements and outperforming existing refineries in quality metrics.

AAD-1 introduces asymmetric adversarial distillation with phased training to achieve one-step autoregressive video generation, outperforming prior methods on VBench.