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Ultimate SD Upscale

Splits large images into overlapping tiles, runs low-denoise KSampler detail passes on each tile, and blends seams for 4K–8K output. Package: ssitu/ComfyUI_UltimateSDUpscale.

Updated Oct 17, 2026 · 1 min read

At a glanceEntity
Node / Pack
Ultimate SD Upscale
Category
custom-pack
Inputs
image, model, positive, negative, vae, upscale_by, tile_width, tile_height, seam_fix_mode
Outputs
IMAGE
Source Pack
ssitu/ComfyUI_UltimateSDUpscale

What Ultimate SD Upscale does in a ComfyUI graph

Splits large images into overlapping tiles, runs low-denoise KSampler detail passes on each tile, and blends seams for 4K–8K output.

On the canvas, this node accepts `image, model, positive, negative, vae, upscale_by, tile_width, tile_height, seam_fix_mode` and emits `IMAGE`. Every pin is color-coded by data type so you cannot accidentally wire a pixel `IMAGE` tensor into a `LATENT` pin without an intermediate encode step.

Installation and missing-node recovery on Windows

Ultimate SD Upscale is provided by `ssitu/ComfyUI_UltimateSDUpscale`. Open ComfyUI-Manager, click **Install Custom Nodes** (or **Install Missing Custom Nodes** if you loaded a workflow with red boxes), and restart the server.

Download the full Windows desktop or portable package at /download to get started with a clean Python 3.12 environment.

FAQs

How do I fix "Ultimate SD Upscale" showing up as a red box in ComfyUI?

Open ComfyUI-Manager, click **Install Missing Custom Nodes**, install `ssitu/ComfyUI_UltimateSDUpscale`, and restart ComfyUI.

What are the main inputs and outputs of Ultimate SD Upscale?

Inputs: image, model, positive, negative, vae, upscale_by, tile_width, tile_height, seam_fix_mode. Outputs: IMAGE.

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