Geometry Estimation on StanfordORB
0.25Depth ErrorDiffusion-Based Material Regularization
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Diffusion-Based Material Regularization2026.06 | 0.25 | — | 0.3 | 0.014 | |
| Neural-PBIRCategory=Single-Scene Opt., Runtime (Time hr.)=~12025.03 | 0.3 | 6 | 0.43 | — | |
| MaterialFusion2026.06 | 0.3 | — | 1.08 | 0.044 | |
| NVDiffRecCategory=Single-Scene Opt., Runtime (Time hr.)=~12025.03 | 0.31 | 6 | 0.62 | — | |
| NVDiffRecMCCategory=Single-Scene Opt., Runtime (Time hr.)=~22025.03 | 0.32 | 4 | 0.51 | — | |
| Neural-PBIR2026.06 | 0.32 | — | 0.42 | 0.061 | |
| InvRenderCategory=Single-Scene Opt., Runtime (Time hr.)=~32025.03 | 0.59 | 6 | 0.44 | — | |
| TwinnerCategory=Predictive, Runtime (Time hr.)=0.0062025.03 | 0.709 | 6 | 0.37 | — | |
| Twinner (w/o Shading Loss)Category=Predictive, Runtime (Time hr.)=0.0042025.03 | 0.762 | 6 | 0.3 | — | |
| NeRFactorCategory=Single-Scene Opt., Runtime (Time hr.)=>202025.03 | 0.87 | 29 | 9.53 | — | |
| Twinner (w/o ZeroVerse)Category=Predictive, Runtime (Time hr.)=0.0062025.03 | 1.126 | 9 | 0.74 | — | |
| NeRDCategory=Single-Scene Opt., Runtime (Time hr.)=>202025.03 | 1.39 | 28 | 13.7 | — | |
| PhySGCategory=Single-Scene Opt., Runtime (Time hr.)=~32025.03 | 1.9 | 17 | 9.28 | — | |
| MetaLRMCategory=Predictive, Runtime (Time hr.)=0.0042025.03 | 8.669 | 6 | 1.26 | — |