| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Synthetic dataset | Ours R3DG | MSE0.009 | 10 | 1mo ago | |
| InteriorVerse 2633 images (test) | GenPercept | PSNR19.57 | 9 | 1mo ago | |
| Polyhaven + Blender Shiny | ReLi3D | PSNR24.5 | 8 | 27d ago | |
| Synthetic Dataset (test) | Neural-PBIR (Full) | MSE0.002 | 8 | 1mo ago | |
| SynRotLight Counter (test) | RotLight (w/o proxy mesh) | MSE0.015 | 7 | 1mo ago | |
| SynRotLight Toy (test) | RefGS | MSE0.007 | 7 | 1mo ago | |
| SynRotLight Table (test) | RotLight (w/o proxy mesh) | MSE0.007 | 7 | 1mo ago | |
| SynRotLight Hotdog (test) | RotLight (w/o proxy mesh) | MSE0.014 | 7 | 1mo ago | |
| MII dataset | MII | MSE0.008 | 7 | 1mo ago | |
| Synthetic Dataset (val) | Uni-Renderer | MSE0.1037 | 6 | 1mo ago | |
| Golden Bay → Dam Wall | LumiMotion | MSE0.01 | 5 | 5d ago | |
| Chapel Day → Golden Bay | LumiMotion | MSE0.011 | 5 | 5d ago | |
| Dam Wall → Harbour Sunset | LumiMotion | MSE0.012 | 5 | 5d ago | |
| Synthetic Scenes (test) | InvRender | MSE0.0723 | 5 | 1mo ago | |
| Synthetic4Relight (test) | IRGS | MSE0.008 | 4 | 1mo ago | |
| Synthetic4Relight 8 views (test) | GAINS | MSE0.026 | 3 | 1mo ago | |
| 17 synthetic objects | IRGS | PSNR16.182 | 3 | 1mo ago |
