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Benchmarks
Privacy Evaluation on ChestMNIST
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0.722
Reconstruction SSIM
Raw features (no defense)
0.644
0.66425
0.6845
0.70475
May 13, 2026
Reconstruction SSIM
Verification AUC
Top-1 Accuracy
Updated 19d ago
Evaluation Results
Method
Method
Links
Reconstruction SSIM
Verification AUC
Top-1 Accuracy
Raw features (no defense)
Backbone=ResNet-18 lay...
2026.05
0.722
0.635
1.3
KNT w/o permutation (ReLU + key)
Backbone=ResNet-18 lay...
2026.05
0.698
0.634
1
NoPeek
Backbone=ResNet-18 lay...
2026.05
0.691
0.615
0.6
Spatial permutation (keyed)
Backbone=ResNet-18 lay...
2026.05
0.686
0.624
0.8
KNT w/o ReLU (linear, keyed)
Backbone=ResNet-18 lay...
2026.05
0.68
0.607
0.6
KNT (full, 2-layer)
Backbone=ResNet-18 lay...
2026.05
0.665
0.586
0.5
KNT w/o key (non-secret W)
Backbone=ResNet-18 lay...
2026.05
0.664
0.59
0.4
Gaussian noise
sigma=3.0, Backbone=Re...
2026.05
0.647
0.61
0.7
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