Image Classification on MNIST regular i.i.d. (test)
99.27AccuracySGD
Evaluation results
| Method | Links | |
|---|---|---|
| SGDCorruption Type=Clean, Corruption (%)=0%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 99.27 | |
| GMDCorruption Type=Clean, Corruption (%)=0%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 99.24 | |
| BGMDCorruption Type=Clean, Corruption (%)=0%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 99.09 | |
| BGMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 99.06 | |
| GMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.98 | |
| CMDCorruption Type=Clean, Corruption (%)=0%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.83 | |
| CMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.79 | |
| GMDCorruption Type=Gradient Attack: Additive, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.69 | |
| BGMDCorruption Type=Gradient Attack: Additive, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.61 | |
| GMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 98.11 | |
| BGMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 97.89 | |
| BGMDCorruption Type=Gradient Attack: Additive, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 97.78 | |
| CMDCorruption Type=Gradient Attack: Additive, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 94.26 | |
| CMDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 93.69 | |
| GMDCorruption Type=Gradient Attack: Additive, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 92.78 | |
| CMDCorruption Type=Gradient Attack: Additive, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 91.86 | |
| SGDCorruption Type=Gradient Attack: Additive, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 9.74 | |
| SGDCorruption Type=Gradient Attack: Additive, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 9.68 | |
| SGDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=40%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 9.6 | |
| SGDCorruption Type=Gradient Attack: Bit Flip, Corruption (%)=20%, Backbone=1.12M parameter CNN, Training Setting=Homogeneous2021.06 | 9.51 |