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.
Aggregate Rendering Metrics
| Method | PSNR ↑ | SSIM ↑ | LPIPS ↓ |
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Aggregate Distribution Metrics
| Method | CLIP-FID ↓ | CMMD ↓ | LPIPS-Alex ↓ |
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