Image Reconstruction on SVHN (test)
0.852SSIMUFSL+KA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UFSL+KANetwork=ResNet18, k=32026.02 | 0.852 | 0.047 | — | — | |
| UFSLNetwork=ResNet182026.02 | 0.846 | 0.046 | — | — | |
| UFSL+DPNetwork=ResNet18, sigma^2=0.22026.02 | 0.758 | 0.054 | — | — | |
| PADL2026.06 | 0.583 | — | 0.09 | 20.88 | |
| KD-UFSLNetwork=ResNet182026.02 | 0.572 | 0.099 | — | — | |
| CRsAE2026.06 | 0.565 | — | 0.092 | 20.3 | |
| L1-Regularized DL2026.06 | 0.559 | — | 0.094 | 20.46 | |
| IBP2026.06 | 0.545 | — | 0.119 | 19.57 | |
| GDDL2026.06 | 0.539 | — | 0.118 | 19.33 | |
| BPFA2026.06 | 0.529 | — | 0.121 | 18.72 | |
| DDL2026.06 | 0.527 | — | 0.124 | 18.01 | |
| JumpReLU SAE2026.06 | 0.518 | — | 0.091 | 20.01 | |
| KSVD2026.06 | 0.449 | — | 0.147 | 16.34 | |
| UFSL+KANetwork=ConvNet, k=32026.02 | 0.163 | 0.256 | — | — | |
| UFSL+KANetwork=ResNet50, k=32026.02 | 0.162 | 0.295 | — | — | |
| KD-UFSLNetwork=ConvNet2026.02 | 0.161 | 0.277 | — | — | |
| UFSL+DPNetwork=ResNet50, sigma^2=0.22026.02 | 0.142 | 0.181 | — | — | |
| UFSLNetwork=ResNet502026.02 | 0.134 | 0.19 | — | — | |
| KD-UFSLNetwork=ResNet502026.02 | 0.124 | 0.277 | — | — | |
| UFSLNetwork=ConvNet2026.02 | 0.111 | 0.289 | — | — | |
| UFSL+DPNetwork=ConvNet, sigma^2=0.22026.02 | 0.045 | 0.235 | — | — | |
| AttentionUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | — | 8.04 | — | — | |
| ResUNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | — | 4.82 | — | — | |
| Topo-UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | — | 2.63 | — | — | |
| UNetInput Resolution=28 × 28, Color Space=grayscale2026.05 | — | 7.43 | — | — | |
| UNetPPInput Resolution=28 × 28, Color Space=grayscale2026.05 | — | 5.65 | — | — |