Image Reconstruction on FashionMNIST (test)
0.004MSEResUNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.004 | — | |
| Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0043 | — | |
| UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0053 | — | |
| AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.006 | — | |
| UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.05 | 0.0061 | — | |
| UFSL+DPNetwork=ResNet18, sigma^2=0.22026.02 | 0.403 | 0.176 | |
| KD-UFSLNetwork=ResNet182026.02 | 0.428 | 0.119 | |
| UFSLNetwork=ResNet502026.02 | 0.494 | 0.024 | |
| UFSLNetwork=ConvNet2026.02 | 0.578 | 0.022 | |
| UFSL+DPNetwork=ConvNet, sigma^2=0.22026.02 | 0.578 | 0.022 | |
| UFSLNetwork=ResNet182026.02 | 0.655 | 0.212 | |
| UFSL+KANetwork=ConvNet, k=32026.02 | 0.659 | 0.06 | |
| KD-UFSLNetwork=ResNet502026.02 | 0.659 | 0.007 | |
| UFSL+KANetwork=ResNet50, k=32026.02 | 0.66 | 0.024 | |
| KD-UFSLNetwork=ConvNet2026.02 | 0.676 | 0.026 | |
| UFSL+DPNetwork=ResNet50, sigma^2=0.22026.02 | 0.733 | 0.018 | |
| UFSL+KANetwork=ResNet18, k=32026.02 | 0.881 | 0.15 |