ssitu/ComfyUI_UltimateSDUpscale

What it solves

This project provides a way to upscale images using diffusion models without running into hardware limitations or losing detail. Standard upscaling often struggles with large images because they exceed the memory capacity of the GPU or deviate from the original training size of the diffusion model.

How it works

It implements an image-to-image diffusion process that operates on large images in tiles. By breaking the image into smaller, manageable sections, it can enhance details and increase resolution while keeping the image size within the range the diffusion model was trained on.

Who it’s for

Users of ComfyUI who want to generate high-resolution images with better detail than standard upscaling methods.

Highlights

• Custom nodes for ComfyUI integrated into the image/upscaling menu.
• Tiled diffusion process to reduce hardware requirements.
• Support for high-detail upscaling while maintaining model training constraints.