Privacy-preserving classification on MNIST (PSNR, Accuracy)
15.61PSNRLOUPE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LOUPEAcceleration=32×2026.04 | 15.61 | 96.92 | |
| A-DPSAcceleration=32×2026.04 | 15.1 | 97.73 | |
| InfoMRI (β = 0)Acceleration=32×2026.04 | 14.84 | 97.76 | |
| Variable densityAcceleration=32×2026.04 | 14.05 | 94.1 | |
| LOUPEAcceleration=48×2026.04 | 13.73 | 92.53 | |
| A-DPSAcceleration=48×2026.04 | 13.02 | 96.51 | |
| Variable densityAcceleration=48×2026.04 | 12.74 | 88.38 | |
| InfoMRI (β = 0)Acceleration=48×2026.04 | 12.19 | 95.87 | |
| InfoMRI (β > 0)Acceleration=32×2026.04 | 11.79 | 98.01 | |
| Uniform randomAcceleration=32×2026.04 | 11.33 | 82.36 | |
| Uniform randomAcceleration=48×2026.04 | 11.2 | 80.61 | |
| InfoMRI (β > 0)Acceleration=48×2026.04 | 10.25 | 96.22 |