Image Classification on CIFAR-10 (test) (Baseline Accuracy)
74.78Test AccuracyGL-BMF
Evaluation Results
| Method | Links | |
|---|---|---|
| GL-BMFSetting=1, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 74.78 | |
| GL-BMFSetting=1, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 74.59 | |
| G-BMFSetting=1, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 74.41 | |
| G-BMFSetting=1, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 74.25 | |
| GL-BMFSetting=1, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 74.09 | |
| G-ShuffPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 73.88 | |
| G-BMFSetting=1, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 73.63 | |
| G-ShuffPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 72.89 | |
| G-ShuffPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 71.93 | |
| GL-BMFSetting=1, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 71.23 | |
| G-BMFSetting=1, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 70.66 | |
| G-ShuffPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 69.09 | |
| GL-BMFSetting=2, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 66.61 | |
| GL-BMFSetting=1, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 65.97 | |
| G-BMFSetting=2, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 65.85 | |
| GL-BMFSetting=2, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 65.32 | |
| G-BMFSetting=1, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 65.14 | |
| G-BMFSetting=2, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 64.42 | |
| G-ShuffPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 63.71 | |
| GL-BMFSetting=2, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 62.29 | |
| G-BMFSetting=2, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 61.47 | |
| GL-BMFSetting=2, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 56.26 | |
| G-BMFSetting=2, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 55.16 | |
| GL-BMFSetting=2, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 51.32 | |
| G-BMFSetting=2, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 49.14 | |
| LDP-GLPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 28.89 | |
| LDP-GPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 28.16 | |
| LDP-GLPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 24.51 | |
| LDP-GPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 23.97 | |
| LDP-GLPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 17.14 | |
| LDP-GPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 16.69 | |
| LDP-GLPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 11.36 | |
| LDP-GPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 11.14 | |
| LDP-GLPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 10.56 | |
| LDP-GPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.04 | 10.29 |