Image Reconstruction on E-MNIST
13.53CQINR-VAE
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| QINR-VAEmode=reconstruction2026.03 | 13.53 | 12.45 | 12.99 | 14.25 | 12.84 | 13.42 | 14.44 | 12.58 | 12.79 | 12.59 | |
| QINR-AE2026.03 | 13.38 | 12.41 | 13.05 | 14.57 | 13.26 | 13.94 | 13.64 | 12.24 | 13.19 | 13.21 | |
| QINR-QGAN2026.03 | 12.12 | 11.41 | 11.83 | 12.37 | 11.92 | 11.97 | 12.11 | 11.5 | 11.96 | 11.26 | |
| Quantum AnoGAN2026.03 | 12.03 | 11.36 | 11.76 | 12.32 | 11.9 | 11.95 | 12.1 | 11.43 | 11.97 | 11.19 | |
| QINR-VAEmode=prior2026.03 | 10.32 | 10.68 | 10.64 | 10.31 | 10.48 | 10.36 | 10.31 | 10.4 | 10.89 | 9.77 | |
| PQWGAN2026.03 | 10.17 | 9.54 | 10.01 | 10.43 | 9.99 | 10.06 | 10.13 | 9.66 | 10.1 | 9.45 | |
| QINR-QGAN2026.03 | 0.917 | 0.906 | 0.913 | 0.917 | 0.916 | 0.913 | 0.919 | 0.906 | 0.916 | 0.899 | |
| Quantum AnoGAN2026.03 | 0.915 | 0.905 | 0.912 | 0.917 | 0.916 | 0.912 | 0.919 | 0.905 | 0.916 | 0.898 | |
| PQWGAN2026.03 | 0.872 | 0.856 | 0.869 | 0.873 | 0.871 | 0.867 | 0.873 | 0.859 | 0.873 | 0.847 | |
| QINR-AE2026.03 | 0.824 | 0.761 | 0.811 | 0.901 | 0.801 | 0.855 | 0.825 | 0.759 | 0.816 | 0.827 | |
| QINR-VAEmode=recons2026.03 | 0.822 | 0.767 | 0.802 | 0.892 | 0.78 | 0.825 | 0.856 | 0.776 | 0.796 | 0.799 | |
| QINR-VAEmode=prior2026.03 | 0.634 | 0.642 | 0.668 | 0.723 | 0.624 | 0.659 | 0.63 | 0.629 | 0.682 | 0.61 | |
| QINR-AE2026.03 | 0.543 | 0.409 | 0.547 | 0.703 | 0.594 | 0.599 | 0.545 | 0.467 | 0.495 | 0.545 | |
| QINR-VAEmode=reconstruction2026.03 | 0.532 | 0.435 | 0.55 | 0.691 | 0.5 | 0.559 | 0.621 | 0.48 | 0.456 | 0.487 | |
| QINR-VAEmode=prior2026.03 | 0.349 | 0.273 | 0.354 | 0.443 | 0.395 | 0.364 | 0.38 | 0.288 | 0.339 | 0.268 | |
| QINR-QGAN2026.03 | 0.258 | 0.192 | 0.235 | 0.292 | 0.254 | 0.258 | 0.259 | 0.231 | 0.257 | 0.218 | |
| Quantum AnoGAN2026.03 | 0.252 | 0.191 | 0.231 | 0.294 | 0.223 | 0.254 | 0.255 | 0.219 | 0.254 | 0.217 | |
| PQWGAN2026.03 | 0.179 | 0.127 | 0.164 | 0.226 | 0.149 | 0.179 | 0.186 | 0.165 | 0.179 | 0.144 |