Files
ComfyUI_UltimateSGUpscale/README.md
Ethanfel 01b4800fce fix: resolve overlapping group bounding boxes and add README
Group 4/5 and Group 1/2 bounding boxes overlapped, causing nodes to
appear in multiple groups. Muting the Seam Fix group would have also
muted Pass 1 output nodes. Repositioned GenerateSeamMask node and
adjusted all group boundaries to eliminate overlaps.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-25 16:21:11 +01:00

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# ComfyUI_UltimateSGUpscale
Tiled upscaling for ComfyUI using built-in nodes. Replicates the core features of [UltimateSDUpscale](https://github.com/ssitu/ComfyUI_UltimateSDUpscale) as a transparent workflow you can inspect and modify.
## Requirements
- ComfyUI with `SplitImageToTileList` and `ImageMergeTileList` nodes (added in [PR #12599](https://github.com/comfyanonymous/ComfyUI/pull/12599))
## Installation
Clone into your ComfyUI `custom_nodes` directory:
```bash
cd ComfyUI/custom_nodes
git clone https://github.com/ethanfel/ComfyUI_UltimateSGUpscale.git
```
This installs one custom node (`Generate Seam Mask`) and provides an example workflow.
## What's Included
### Example Workflow
`example_workflows/tiled-upscale-builtin-nodes.json` — a two-pass tiled upscaling workflow:
**Pass 1 — Tiled Redraw:** Upscales the image with a model (e.g. 4x-UltraSharp), splits it into overlapping tiles, runs each tile through KSampler, then merges them back with sine-based blending.
**Pass 2 — Seam Fix (optional):** Generates a mask targeting only the seam regions between tiles, then runs a second tiled denoise pass restricted to those seam bands via `SetLatentNoiseMask`. Mute or bypass the "Seam Fix" group to skip this pass.
### Generate Seam Mask Node
A small helper node that creates a binary mask image with white bands at tile seam positions. It replicates `SplitImageToTileList`'s tiling logic to place bands at the exact center of each overlap region.
**Inputs:**
| Parameter | Default | Description |
|-----------|---------|-------------|
| image_width | 2048 | Image width (connect from GetImageSize) |
| image_height | 2048 | Image height (connect from GetImageSize) |
| tile_width | 1024 | Tile width matching Pass 1 |
| tile_height | 1024 | Tile height matching Pass 1 |
| overlap | 128 | Overlap matching Pass 1 |
| seam_width | 64 | Width of seam bands in pixels |
**Output:** `IMAGE` — a mask with white bands at seam positions, black elsewhere.
## How It Works
The workflow chains standard ComfyUI nodes together. `SplitImageToTileList` outputs a list, and ComfyUI's auto-iteration runs all downstream nodes (VAEEncode, KSampler, VAEDecode) once per tile automatically. Scalar inputs (model, conditioning, VAE) are reused across tiles. `ImageMergeTileList` reassembles tiles using sine-weighted blending for smooth overlap transitions.
The seam fix pass uses `SetLatentNoiseMask` to restrict denoising to only the masked seam regions, leaving the rest of the image untouched.
## License
MIT