From: Iterative and mixed-spaces image gradient inversion attack in federated learning
Metric | CIFAR-10 | FFHQ | ImageNet | ||||||
---|---|---|---|---|---|---|---|---|---|
 | IGIMS | GIAS | IG | IGIMS | GIAS | IG | IGIMS | GIAS | IG |
MSE \(\downarrow\) | 0.0030 | 0.0043 | 0.0065 | 0.0041 | 0.0056 | 0.0073 | 0.0217 | 0.0246 | 0.0420 |
PSNR \(\uparrow\) | 26.33 | 24.41 | 22.88 | 25.00 | 23.27 | 21.98 | 16.68 | 15.86 | 14.06 |
SSIM \(\uparrow\) | 0.8924 | 0.8602 | 0.8176 | 0.8737 | 0.8521 | 0.8001 | 0.4727 | 0.4274 | 0.2313 |
LPIPS \(\downarrow\) | 0.0069 | 0.0092 | 0.0134 | 0.0073 | 0.0129 | 0.0166 | 0.4665 | 0.5510 | 0.7974 |