Image Classification on CIFAR-10 Distribution I: Label Scarcity (test)
0.6133AccuracyNo Protection
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No ProtectionBackbone=ResNet-182026.01 | 0.6133 | — | |
| LaDP-FLepsilon=0.5, Backbone=ResNet-182026.01 | 0.4873 | 84,013 | |
| AdapLDPepsilon=0.5, Backbone=ResNet-182026.01 | 0.4662 | 197,558 | |
| DPA LDPepsilon=0.5, Backbone=ResNet-182026.01 | 0.4377 | 150,691 | |
| LaDP-FLepsilon=0.2, Backbone=ResNet-182026.01 | 0.4213 | 251,207 | |
| Sensitive DPepsilon=0.5, Backbone=ResNet-182026.01 | 0.4011 | 87,669 | |
| DPA LDPepsilon=0.2, Backbone=ResNet-182026.01 | 0.3907 | 398,653 | |
| Sensitive DPepsilon=0.2, Backbone=ResNet-182026.01 | 0.3876 | 253,336 | |
| Time-Varying DPepsilon=0.5, Backbone=ResNet-182026.01 | 0.3788 | 178,278 | |
| Full DPepsilon=0.5, Backbone=ResNet-182026.01 | 0.3549 | 203,955 | |
| AdapLDPepsilon=0.2, Backbone=ResNet-182026.01 | 0.3524 | 719,643 | |
| Time-Varying DPepsilon=0.2, Backbone=ResNet-182026.01 | 0.3444 | 356,555 | |
| Full DPepsilon=0.2, Backbone=ResNet-182026.01 | 0.3032 | 727,894 |