Model Inversion Defense on CIFAR-100 (test)
67.5AccuracyResSFL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ResSFLlambda=0.3, structure=c8-s1, Backbone=VGG-11, Cut-layer=22022.05 | 67.5 | 0.072 | 0.05 | |
| AdvNoiseepsilon=0.05, Backbone=VGG-11, Cut-layer=22022.05 | 65.8 | 0.012 | 0.007 | |
| Laplacianb=0.05, Backbone=VGG-11, Cut-layer=22022.05 | 65.4 | 0.009 | 0.006 | |
| TopkPrunek=50, Backbone=VGG-11, Cut-layer=22022.05 | 65.4 | 0.007 | 0.004 | |
| AdvNoiseepsilon=0.08, Backbone=VGG-11, Cut-layer=22022.05 | 64.6 | 0.026 | 0.012 | |
| Bottleneck Layersstructure=c16-s1, Backbone=VGG-11, Cut-layer=22022.05 | 64.4 | 0.008 | 0.008 | |
| Dropoutp=0.15, Backbone=VGG-11, Cut-layer=22022.05 | 64.2 | 0.01 | 0.006 | |
| DistCorralpha=1.0, Backbone=VGG-11, Cut-layer=22022.05 | 63.6 | 0.014 | 0.009 | |
| Bottleneck Layersstructure=c8-s1, Backbone=VGG-11, Cut-layer=22022.05 | 63.4 | 0.02 | 0.013 | |
| DistCorralpha=1.5, Backbone=VGG-11, Cut-layer=22022.05 | 63.2 | 0.036 | 0.014 | |
| Laplacianb=0.08, Backbone=VGG-11, Cut-layer=22022.05 | 62.2 | 0.012 | 0.008 | |
| DistCorralpha=2.0, Backbone=VGG-11, Cut-layer=22022.05 | 62.1 | 0.051 | 0.019 | |
| AdvNoiseepsilon=0.10, Backbone=VGG-11, Cut-layer=22022.05 | 62 | 0.037 | 0.018 | |
| Dropoutp=0.20, Backbone=VGG-11, Cut-layer=22022.05 | 61.6 | 0.011 | 0.007 | |
| TopkPrunek=60, Backbone=VGG-11, Cut-layer=22022.05 | 61.1 | 0.007 | 0.004 | |
| Laplacianb=0.10, Backbone=VGG-11, Cut-layer=22022.05 | 58.4 | 0.016 | 0.011 | |
| Bottleneck Layersstructure=c4-s1, Backbone=VGG-11, Cut-layer=22022.05 | 58 | 0.032 | 0.02 | |
| Dropoutp=0.25, Backbone=VGG-11, Cut-layer=22022.05 | 57.8 | 0.012 | 0.009 | |
| TopkPrunek=70, Backbone=VGG-11, Cut-layer=22022.05 | 50.4 | 0.008 | 0.005 |