| Dataset | Scenes | Objects | Shape | Capture | Material Types | Material Source |
|---|---|---|---|---|---|---|
| OpenIllumination | 155 | 64 | ✗ | camera | mixed | real |
| LLFF Real | 24 | 24 | ✗ | camera | mixed | real |
| NeRD Real | 4 | 4 | ✗ | camera | mixed | real |
| Ref-NeRF dataset | 1 | 3 | ✗ | camera | mixed | real |
| NeROIC | 10 | 3 | ✗ | camera | mixed | real |
| ReNe | 1 | 20 | ✗ | camera | mixed | real |
| Oxholm-real | 3 | 4 | ✓ | camera | mixed | real |
| DTU-MVS | 1 | 80 | ✓ | camera | mixed | real |
| Tanks and Temples | 14 | 14 | ✓ | camera | mixed | real |
| DiLiGenT-MV | 1 | 5 | ✓ | camera | mixed | real |
| Stanford-ORB | 7 | 14 | ✓ | camera | mixed | real |
| OmniObject3D | 1 | 6k | ✓ | camera | mixed | real |
| NeRO Glossy-Real | 1 | 5 | ✓ | camera | mixed | real |
| NAVI | 35 | 36 | ✓ | camera | mixed | real |
| Diffuse Synthetic 360 | 1 | 4 | ✗ | basic BRDF | Lambertian | Human definition |
| Realistic Synthetic 360 | 1 | 8 | ✗ | basic BRDF | mixed | Human definition |
| NeRD Synthetic | 30 | 3 | ✗ | basic BRDF | mixed | Human definition |
| ShinyBlender | 1 | 6 | ✗ | basic BRDF | reflective | Human definition |
| ShapeNet-Intrinsics | 98 | 31K | ✓ | basic BRDF | reflective | Human definition |
| Oxholm-Synthetic | 5 | 10 | ✓ | basic BRDF | single(7) | Lab Measurements |
| BlendedMVS | 113 | 113 | ✓ | basic BRDF | mixed | Human definition |
| ABO | 40k | 8K | ✓ | basic BRDF | mixed | Human definition |
| Objaverse | 81 | 818K | ✓ | basic BRDF | mixed | Human definition |
| NeRO Glossy-Blender | 1 | 8 | ✓ | basic BRDF | reflective | Human definition |
| Ours | 723 (HDR) | 1001 | ✓ | tailored BxDFs | single(295) | Lab Measurements |