Image Reconstruction on EMNIST (test)
0.001MSETopo-UNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.001 | — | |
| ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0014 | — | |
| UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0015 | — | |
| UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0015 | — | |
| AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0017 | — | |
| UFSL+DPNetwork=ResNet18, sigma^2=0.22026.02 | 0.302 | 0.24 | |
| KD-UFSLNetwork=ResNet182026.02 | 0.312 | 0.113 | |
| UFSLNetwork=ResNet182026.02 | 0.344 | 0.159 | |
| UFSLNetwork=ResNet502026.02 | 0.367 | 0.017 | |
| UFSL+KANetwork=ResNet18, k=32026.02 | 0.417 | 0.164 | |
| UFSL+KANetwork=ResNet50, k=32026.02 | 0.442 | 0.013 | |
| UFSLNetwork=ConvNet2026.02 | 0.454 | 0.012 | |
| UFSL+DPNetwork=ConvNet, sigma^2=0.22026.02 | 0.472 | 0.009 | |
| UFSL+DPNetwork=ResNet50, sigma^2=0.22026.02 | 0.472 | 0.009 | |
| KD-UFSLNetwork=ResNet502026.02 | 0.477 | 0.011 | |
| UFSL+KANetwork=ConvNet, k=32026.02 | 0.534 | 0.008 | |
| KD-UFSLNetwork=ConvNet2026.02 | 0.557 | 0.008 |