Lab · 4 min read

Faster samplers, sharper edges

Cutting sampling steps without smearing the high-frequency detail.

Noetic Lab
Crisp snowy landscape

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.