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Upscaling In SwarmUI

(TODO)

Upscale Stages

There are two places to upscale, differing in what happens after:

  • Refine / Upscale group: the refiner model samples over the upscaled result, per Refiner Control Percentage. Set that to 0 for an upscale-only stage.
  • Final Stage group: runs after the base and refiner stages are done, and nothing samples over the result, only whatever the upscaler does itself.
    • Final Upscale stacks on top of Refiner Upscale, eg 1.5 refiner upscale and 2 final upscale is 3x total.
    • Final Upscale Method offers the same methods as Refiner Upscale Method, minus the latent upscalers (which need a sampler after them).

Pixel Decoder (PiD)

(TODO)

Downloads here: https://huggingface.co/Comfy-Org/PixelDiT/tree/main/diffusion_models

SeedVR2

  • SeedVR2 is a one-step restoration model for upscaling images or videos.
    • Models can be downloaded here: Comfy-Org/SeedVR2
    • Save in diffusion_models
    • The VAE will be automatically downloaded
  • Select it as your Refiner Upscale Method or your Final Upscale Method, see Upscale Stages