---
license: apache-2.0
tags:
  - image-generation
  - normal-map
  - controlnet
  - comparison
library_name: ComfyUI
---

# Normal2RGB

Normal-map conditioned generation helper. Lora trained to preserve source geometry / normals while generating RGB output.

Checkpoints in this repo:
- `Normal2RGB_2000.safetensors`
- `Normal2RGB_3000.safetensors`
- `Normal2RGB_4000.safetensors`

Each comparison below is a 3-panel strip: **Source (Normal Map) | with Normal2RGB | without Normal2RGB**.

## Comparisons

### 1. Product Shot - Wireless Mouse
![Mouse comparison](Comparison/ComfyUI_temp_vgpda_00002_.png)

Left: Source normal map. Middle: with Normal2RGB - preserves mouse shape, scroll wheel, side buttons and viewpoint. Right: without Normal2RGB - geometry and details drift.

### 2. Illustration - Boy Studying with Dog
![Boy and dog comparison](Comparison/ComfyUI_temp_vgpda_00003_.png)

Left: Source normal map. Middle: with Normal2RGB - preserves pose, table layout, and dog position. Right: without Normal2RGB - composition changes, extra objects appear.

### 3. Studio Portrait - Swimmer with Racket
![Swimmer comparison](Comparison/ComfyUI_temp_vgpda_00004_.png)

Left: Source normal map. Middle: with Normal2RGB - preserves profile pose, racket strings, and ball stack. Right: without Normal2RGB - face angle, racket and props shift.

### 4. Landscape - Abandoned Industrial Railway
![Industrial railway comparison](Comparison/ComfyUI_temp_vgpda_00006_.png)

Left: Source normal map. Middle: with Normal2RGB - preserves tracks, structures, and foreground debris layout. Right: without Normal2RGB - scene gets overgrown / re-imagined, layout drifts.