# MatFuse: Controllable Material Generation with Diffusion Models

## Ablation Study

### Training Losses

| Diffuse | Normal | Roughness | Specular | Render
--- | --- | --- | --- | --- | ---
Ground Truth |  |  |  |  |
L1 Loss |  |  |  |  |
Rendering Loss |  |  |  |  |
Adversarial Loss |  |  |  |  |
Perceptual Loss |  |  |  |  |

### Architecture Ablation

| Diffuse | Normal | Roughness | Specular | Render
--- | --- | --- | --- | --- | ---
Ground Truth |  |  |  |  |
Base |  |  |  |  |
Multi-Encoder |  |  |  |  |