Lab · 4 min read
Faster samplers, sharper edges
Cutting sampling steps without smearing the high-frequency detail.
Noetic Lab

Fewer steps, same crispness
Each sampling step costs time, so the race is to reach a clean image in as few as possible. Naive shortcuts soften edges and wash out texture.
Higher-order samplers and learned step schedules let us drop from fifty steps to a handful while keeping the high-frequency detail that makes an edge look intentional rather than blurred.