Privacy Preservation on ImageNet-1K 1.0 (val)
80.5AccuracyDeiT-S+MJP
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DeiT-S+MJPSetting=a2022.05 | 80.5 | 0.1055 | 0.0166 | 11.52 | 0.4053 | 0.6545 | |
| DeiT-SSetting=a2022.05 | 79.8 | 0.035 | 0.0057 | 18.94 | 0.5182 | 0.3767 | |
| ViT-SSetting=a2022.05 | 78.1 | 0.0278 | 0.0039 | 19.27 | 0.5203 | 0.3623 | |
| DeiT-S (w/o PEs)Setting=a2022.05 | 77.5 | 0.0379 | 0.0082 | 20.22 | 0.5912 | 0.2692 | |
| DeiT-S (w/o PEs)Setting=b2022.05 | 77.5 | 0.0379 | 0.0025 | 20.25 | 0.6655 | 0.237 | |
| DeiT-S+MJPSetting=b2022.05 | 62.9 | 0.1043 | 0.0059 | 11.66 | 0.4493 | 0.6519 | |
| DeiT-S+MJPSetting=c2022.05 | 62.9 | 0.1706 | 0.0338 | 8.07 | 0.0875 | 0.8945 | |
| DeiT-S+MJP (w/o Eunk)Setting=a2022.05 | 40.6 | 0.1043 | 0.0059 | 11.66 | 0.4493 | 0.6519 | |
| DeiT-SSetting=b2022.05 | 36 | 0.0391 | 0.0024 | 17.6 | 0.5991 | 0.3355 | |
| ViT-SSetting=b2022.05 | 18.7 | 0.0327 | 0.0016 | 18.44 | 0.6065 | 0.2836 |