Image Generation on MNIST (SSIM)
67.5SSIM (Class 0)QINR-VAE
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| QINR-VAEEvaluation Mode=reconstruction2026.03 | 67.5 | 86 | 53.9 | 63.7 | 61 | 57.2 | 64.9 | 65.4 | 60.9 | 71.3 | |
| QINR-AEEvaluation Mode=reconstruction2026.03 | 66.3 | 82.4 | 51.2 | 64.4 | 64.4 | 58.5 | 64.9 | 63.8 | 62.2 | 71.2 | |
| QINR-VAEEvaluation Mode=prior2026.03 | 47.9 | 65.9 | 40.3 | 45.9 | 45.2 | 42 | 50.1 | 50.5 | 48.5 | 54.1 | |
| QINR-QGAN2026.03 | 35.1 | 46.7 | 24.5 | 30.6 | 25.8 | 26.6 | 32.4 | 32.8 | 27.8 | 31.1 | |
| Quantum AnoGAN2026.03 | 33.8 | 34.7 | 24.1 | 28.9 | 23 | 25 | 30.1 | 30.4 | 27.3 | 30.4 | |
| PQWGAN2026.03 | 26.1 | 35.7 | 20.3 | 24 | 17.5 | 18 | 25.4 | 28.4 | 20.7 | 25.5 | |
| QINR-AE2026.03 | 13.86 | 18.46 | 12.99 | 14.12 | 14.57 | 13.64 | 13.76 | 14.3 | 13.32 | 14.67 | |
| QINR-VAEmode=reconstruction2026.03 | 13.81 | 19.05 | 13.28 | 13.91 | 14.17 | 13.52 | 13.84 | 14.72 | 13.17 | 14.57 | |
| QINR-QGAN2026.03 | 12.14 | 15.67 | 11.91 | 12.47 | 12.88 | 12.29 | 12.9 | 13.26 | 12.41 | 13.16 | |
| Quantum AnoGAN2026.03 | 12.11 | 15.61 | 11.88 | 12.37 | 12.79 | 12.25 | 12.9 | 13.27 | 12.48 | 13.23 | |
| QINR-VAEmode=prior2026.03 | 10.78 | 14.05 | 11.17 | 11.68 | 11.68 | 11.18 | 11.27 | 11.83 | 11.52 | 11.73 | |
| PQWGAN2026.03 | 10.17 | 13.29 | 10.43 | 10.88 | 11 | 10.27 | 11.22 | 11.6 | 10.54 | 11.42 |