Single-View to Material — Diffuse

Images are 512 × 512 JPEG previews (quality 90). Four displayed views per object (0, 4, 10, 14), under Aerodynamics Workshop lighting only. Aggregate metrics retain the full original-resolution evaluation across all source scenes, views, and lighting conditions; they are not recomputed on this display subset.

Diffuse-material comparisons from a single input image, rendered with ACES.

Visible methods
Visible lighting
Aggregate Rendering Metrics
MethodPSNR ↑SSIM ↑LPIPS ↓
Aggregate Distribution Metrics
MethodCLIP-FID ↓CMMD ↓LPIPS-Alex ↓