Physical Property Regression on PIXIEMULTIVERSE (test)
92.2SSIMPIXIE
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| PIXIEModel Category=Deterministic Baseline, Prediction Strategy=single-point predictions, Dataset adaptation=adapted or re-trained on PIXIEMULTIVERSE2026.06 | 92.2 | 30.17 | 0.0205 | 0.0244 | 0.0557 | 97.3 | 0.137 | |
| UNIPIXIEModel Category=Generative Model, Prediction Strategy=averaged across α ∈ {0.0, 0.5, 1.0}, Decoder Mode=MPM-only single-decoder2026.06 | 91.6 | 30.83 | 0.0091 | 0.0194 | 0.024 | 93.9 | 12.16 | |
| 3D U-Net (Ablation)Model Category=Generative Model, Prediction Strategy=averaged across α ∈ {0.0, 0.5, 1.0}2026.06 | 90.9 | 30.75 | 0.041 | 0.1464 | 0.4604 | 96.3 | 10.77 | |
| PUGSModel Category=Deterministic Baseline, Prediction Strategy=single-point predictions, Dataset adaptation=adapted or re-trained on PIXIEMULTIVERSE2026.06 | 88.6 | 24.21 | 1.0591 | 0.2335 | — | — | 36.31 | |
| NeRF2PhysicsModel Category=Deterministic Baseline, Prediction Strategy=single-point predictions2026.06 | 87.9 | 24.84 | 0.5236 | 0.2958 | 0.343 | 63.4 | 119.49 |