Image Classification on CIFAR-10 (test) (Median/Std Dev Reporting)
89Median Test AccuracyOurs
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oursε (Privacy budget)=8, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 89 | 0.2 | |
| Oursε (Privacy budget)=6, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 88.4 | 0.2 | |
| Oursε (Privacy budget)=4, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 87 | 0.2 | |
| Oursε (Privacy budget)=2, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 84.9 | 0.2 | |
| Oursε (Privacy budget)=1.5, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 83.8 | 0.3 | |
| Luo et al.ε (Privacy budget)=1.5, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 81.6 | — | |
| Oursε (Privacy budget)=1, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 80.4 | 0.7 | |
| Oursε (Privacy budget)=0.5, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 76.7 | 0.3 | |
| Luo et al.ε (Privacy budget)=1, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 76.6 | — | |
| Luo et al.ε (Privacy budget)=0.5, Pre-training=CIFAR-100, Backbone=WRN-40-4, Fine-tuning mode=Privately fine-tuned2022.04 | 73.3 | — |