Classification on BloodMNIST (test)
91.2CoverageDP-SCP-F (Finite)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DP-SCP-F (Finite)Privacy Budget=ε = 0.5, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 91.2 | 1.746 | 50.9 | |
| DP-SCP-F (Finite)Privacy Budget=ε = 1.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 90.6 | 1.576 | 57.4 | |
| DP-SCP-F (Finite)Privacy Budget=ε = 2.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 90.3 | 1.521 | 59.8 | |
| DP-SplitPrivacy Budget=ε = 1.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 90.1 | 2.028 | 37.9 | |
| DP-SplitPrivacy Budget=ε = 0.5, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 90 | 2.095 | 36.3 | |
| DP-SplitPrivacy Budget=ε = 2.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 90 | 2.003 | 38.5 | |
| Split CPPrivacy Budget=Non-private, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet2026.03 | 90 | 0.99 | 95.6 | |
| DP-SCP-A (Asymp.)Privacy Budget=ε = 0.5, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 89.8 | 1.632 | 54.9 | |
| DP-SCP-A (Asymp.)Privacy Budget=ε = 1.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 89.8 | 1.521 | 59.7 | |
| DP-SCP-A (Asymp.)Privacy Budget=ε = 2.0, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet, Budget allocation (p)=0.52026.03 | 89.8 | 1.492 | 61.1 | |
| Naive FullPrivacy Budget=Non-private, Target coverage=0.90, Backbone=ResNet-18, Pre-training=ImageNet2026.03 | 89 | 0.95 | 94.6 |