Biomedical Image Classification on OpenSRH 1.0 (test)
75Acc-DResNet-50
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patient2025.03 | 75 | 77.88 | |
| ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Slide2025.03 | 74.71 | 72.94 | |
| ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patch2025.03 | 66.81 | 64.81 | |
| ResNet-101Surrogate Model=ResNet-50 [17], Attack Type=Patch2025.03 | 39.49 | 41.98 | |
| ResNet-101Surrogate Model=ResNet-50 [17], Attack Type=Slide2025.03 | 37.35 | 39.6 | |
| ResNet-101Surrogate Model=ResNet-50 [17], Attack Type=Patient2025.03 | 36.66 | 43.33 | |
| WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patch2025.03 | 35.64 | 37.99 | |
| WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Slide2025.03 | 32.68 | 37.34 | |
| WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patient2025.03 | 31.67 | 38.63 | |
| ResNet-101Surrogate Model=HSAT-ResNet-50, Attack Type=Patch2025.03 | 23.69 | 29.68 | |
| WResNet-50Surrogate Model=HSAT-ResNet-50, Attack Type=Patch2025.03 | 20.62 | 25.76 | |
| ResNet-50Surrogate Model=HSAT-ResNet-50, Attack Type=Patch2025.03 | 20.48 | 25.67 | |
| HSAT-WResNet-50Surrogate Model=HSAT-WResNet-50, Attack Type=Patch2025.03 | 15.34 | 16.62 | |
| HSAT-ResNet-50Surrogate Model=HSAT-ResNet-50, Attack Type=Patch2025.03 | 9.54 | 11.38 | |
| HSAT-WResNet-50Surrogate Model=HSAT-ResNet-50, Attack Type=Patch2025.03 | 4.81 | 7.43 | |
| HSAT-WResNet-50Surrogate Model=Average, Attack Type=Slide2025.03 | 4.18 | 7.17 | |
| HSAT-WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patient2025.03 | 3.33 | 5.58 | |
| HSAT-WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Slide2025.03 | 2.72 | 5.26 | |
| HSAT-WResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patch2025.03 | 2.48 | 4.32 | |
| HSAT-ResNet-50Surrogate Model=Average, Attack Type=Patch2025.03 | 2.33 | 4.02 | |
| HSAT-ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Slide2025.03 | 1.55 | 3.56 | |
| HSAT-ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patch2025.03 | 1.42 | 3.08 | |
| HSAT-ResNet-50Surrogate Model=ResNet-50 [17], Attack Type=Patient2025.03 | 1.27 | 3.16 | |
| HSAT-ResNet-50Surrogate Model=WResNet-50 [17], Attack Type=Patient2025.03 | 0 | 1.27 |