Karras sigmas
Often sharper at low step counts
Sampling · Interactive explorer Karras sigmas


The plain schedule at 10 steps, with little room left to settle the detail.The same 10 steps, redistributed so that more of them land near the end.
Fetching the example images.
Both settings together, side by side
| Steps down × Karras sigmas across | ||
Steps, top to bottom. The plain schedule, then the Karras one.
Pick any picture to see it larger. Arrow keys move between them.