Model Inversion Attack on CASIA
80.95Acc@1SMILE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SMILEPublic Dataset (D_pub)=FFHQ, Surrogate Model (M)=VGG16, Surrogate Backbone=EfficientNetB02025.03 | 80.95 | 93.2 | |
| SMILEPublic Dataset (D_pub)=FFHQ, Surrogate Model (M)=VGG16, Surrogate Backbone=InceptionV1*2025.03 | 78.91 | 91.16 | |
| SMILEPublic Dataset (D_pub)=FFHQ, Surrogate Model (M)=VGG16, Surrogate Backbone=Average2025.03 | 77.89 | 90.02 | |
| SMILEPublic Dataset (D_pub)=VGGFace, Surrogate Model (M)=VGG16, Surrogate Backbone=Average2025.03 | 71.28 | 85.91 | |
| SMILEPublic Dataset (D_pub)=CelebA, Surrogate Model (M)=VGG16BN, Surrogate Backbone=EfficientNetB02025.03 | 70.75 | 76.87 | |
| SMILEPublic Dataset (D_pub)=VGGFace, Surrogate Model (M)=VGG16, Surrogate Backbone=EfficientNetB02025.03 | 69.39 | 82.31 | |
| SMILEPublic Dataset (D_pub)=CelebA, Surrogate Model (M)=VGG16BN, Surrogate Backbone=Average2025.03 | 68.56 | 79.79 | |
| SMILEPublic Dataset (D_pub)=Average, Surrogate Model (M)=VGG16BN, Surrogate Backbone=EfficientNetB02025.03 | 68.03 | 87.07 | |
| SMILEPublic Dataset (D_pub)=Average, Surrogate Model (M)=VGG16BN, Surrogate Backbone=InceptionV1*2025.03 | 66.66 | 80.95 | |
| SMILEPublic Dataset (D_pub)=Average, Surrogate Model (M)=VGG16BN, Surrogate Backbone=Average2025.03 | 66.3 | 84.23 | |
| SMILEPublic Dataset (D_pub)=VGGFace, Surrogate Model (M)=VGG16, Surrogate Backbone=InceptionV1*2025.03 | 65.99 | 83.67 | |
| SMILEPublic Dataset (D_pub)=CelebA, Surrogate Model (M)=VGG16BN, Surrogate Backbone=InceptionV1*2025.03 | 64.62 | 82.31 |