MatFuse: Controllable Material Generation with Diffusion Models


Ablation Study



Training Losses

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


Architecture Ablation

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