Reconstruction on CIFAR10 (test)
0.0012MSETopo-UNet
Evaluation Results
| Method | Links | |
|---|---|---|
| Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0012 | |
| ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0018 | |
| UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0021 | |
| UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0025 | |
| AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0029 | |
| AEDim.=642020.09 | 0.008 | |
| VAEDim.=642020.09 | 0.0084 | |
| PCADim.=642020.09 | 0.0084 | |
| UMAP/AEDim.=642020.09 | 0.0094 | |
| VAEDim.=22020.09 | 0.0217 | |
| Parametric UMAPDim.=642020.09 | 0.03 | |
| AEDim.=22020.09 | 0.0344 | |
| UMAP/AEDim.=22020.09 | 0.0364 | |
| Parametric UMAPDim.=22020.09 | 0.0369 | |
| PCADim.=22020.09 | 0.037 | |
| UMAPDim.=22020.09 | 0.0528 |