| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Relighting | Synthetic Scenes (test) | PSNR35.3 | 16 | |
| Novel View Synthesis | Synthetic Scenes LDR-OE: t1, t3, t5 (test) | PSNR43.78 | 15 | |
| SVBRDF Multi-view Consistency | 5 synthetic scenes (test) | Basecolor Consistency0.056 | 10 | |
| Novel View Synthesis | Synthetic Scenes LDR-NE: t2, t4 (test) | PSNR43 | 9 | |
| 3D Object Reconstruction | Synthetic Scenes 3 Rescans | Chamfer Distance (CD)1.98 | 7 | |
| 3D Object Reconstruction | Synthetic Scenes 1 Rescan | Chamfer Distance (CD)2.35 | 7 | |
| Albedo Estimation | Synthetic Scenes hotdog, ficus, lego, and drums (novel views) | PSNR29.1608 | 7 | |
| View Synthesis | Synthetic Scenes (test) | PSNR26.4971 | 6 | |
| Aligned Albedo Estimation | Synthetic Scenes (test) | PSNR25.2511 | 6 | |
| Albedo Estimation | Synthetic Scenes (test) | PSNR24.1608 | 6 | |
| Relighting (image) | Synthetic Scenes hotdog, ficus, lego, and drums (novel views) | PSNR26.6275 | 6 | |
| Relighting (point) | Synthetic Scenes hotdog, ficus, lego, and drums (novel views) | PSNR23.7885 | 6 | |
| View Synthesis | Synthetic Scenes hotdog, ficus, lego, and drums (novel views) | PSNR32.7156 | 6 | |
| Normal Estimation | Synthetic Scenes hotdog, ficus, lego, and drums (novel views) | Angle Error22.1327 | 6 | |
| 4D Reconstruction during occlusion | Synthetic Scenes | PSNR (dB)17.34 | 5 | |
| 3D Object Reconstruction | Synthetic Scenes Target-only | CD2.84 | 5 | |
| 3D Geometry Reconstruction | 6 synthetic scenes (bunny, cow, monkey, horse, hand, mouse) NEMTO | Chamfer Distance (CD)3.264 | 5 | |
| Roughness Estimation | Synthetic Scenes (test) | MSE0.0723 | 5 | |
| Geometric reconstruction | Synthetic scenes | Chamfer Distance0.0137 | 4 | |
| Generated Scene Preference | Synthetic Scenes User Study | Win Rate78.6 | 4 | |
| Tomographic Reconstruction | Synthetic Scenes 500 x 128-pixel (evaluation) | PSNR44.1 | 4 | |
| Inverse Rendering | Synthetic Scenes | PSNR20.72 | 4 | |
| Novel View Synthesis | Synthetic Scenes HDR (test) | PSNR38.31 | 4 | |
| Novel View Synthesis | Synthetic Scenes Camera Motion Blur | PSNR28.77 | 4 | |
| BRDF decomposition | Synthetic Scenes (Globe, Car, Chair) | PSNR (Diffuse)20.22 | 4 |