Gradient Inversion Attack on ImageNet every 1000th image (val)
20.0534PSNRGIFD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| GIFDGAN model=BigGAN, Batch size (B)=1, Strong BN prior=No, Number of trials=42026.04 | 20.0534 | 0.1559 | 47.13 | 0.0141 | |
| GIASGAN model=BigGAN, Batch size (B)=1, Strong BN prior=No, Number of trials=42026.04 | 17.4923 | 0.2536 | 33.81 | 0.0236 | |
| IGGAN model=BigGAN, Batch size (B)=1, Strong BN prior=No, Number of trials=42026.04 | 17.0756 | 0.3078 | 29.08 | 0.0223 | |
| GIGAN model=BigGAN, Batch size (B)=1, Strong BN prior=No, Number of trials=42026.04 | 16.5109 | 0.3297 | 26.73 | 0.0258 | |
| GGLGAN model=BigGAN, Batch size (B)=1, Strong BN prior=No, Number of trials=42026.04 | 13.3885 | 0.3678 | 12.51 | 0.0553 |