Clustering Visualizations

DP-Shield Demo

Methods
Evaluations
Sample Images
Representations

Step 1: Select dataset

VGGFace2

CASIA-WebFace

Step 2: Select privacy method

DP-Samp

DP-Pix

DP-SVD

Snow

Step 2.5: Select parameters

$$\Large{\epsilon=}$$ 0.01

$$\Large{k=}$$ 30

$$\Large{m=}$$ 1

Step 2.5: Select parameters

$$\Large{\epsilon=}$$ 0.01

$$\Large{b=}$$ 6

$$\Large{m=}$$ 1

Step 2.5: Select parameters

$$\Large{\epsilon=}$$ 0.01

$$\Large{i=}$$ 6

Step 2.5: Select parameters

$$\Large{\delta=}$$ 0.5

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Clean Images

Obfuscated Images

UNC Charlotte