Image Classification on CIFAR-10 epsilon=8/255 1.0 (test)
51.94Clean ErrorCROWN-IBP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CROWN-IBPActivation=Ramp(0.01→0)2021.04 | 51.94 | 65.19 | 65.08 | 62.05 | |
| CROWN-IBPActivation=Ramp(0.01)2021.04 | 52.15 | 66.04 | 65.75 | 63.85 | |
| CROWN-IBPActivation=Ramp(0)2021.04 | 52.52 | 65.24 | 65.12 | 62.51 | |
| CROWN-IBPModel=CNN-7+BN, Activation=ReLU2021.04 | 53.71 | 66.62 | — | 64.31 | |
| CROWN-IBPModel=ResNeXt, Activation=ReLU2021.04 | 53.85 | 68.25 | — | 64.16 | |
| CROWN-IBPModel=WideResNet, Activation=ReLU2021.04 | 53.89 | 67.77 | — | 64.42 | |
| CROWN-IBPActivation=ReLU(0)2021.04 | 54.02 | 66.94 | 66.69 | 65.42 | |
| IBPActivation=Ramp(0.01)2021.04 | 54.16 | 68.26 | 67.78 | 65.06 | |
| IBPActivation=ReLU(0.01)2021.04 | 55.16 | 69.05 | 68.45 | 66.05 | |
| CROWN-IBPActivation=ReLU(0.01)2021.04 | 55.18 | 68.54 | 68.13 | 66.41 | |
| IBPActivation=Ramp(0.01→0)2021.04 | 55.28 | 67.26 | 67.09 | 60.39 | |
| IBPActivation=ReLU(0.01→0)2021.04 | 55.62 | 68.32 | 68.22 | 65.29 | |
| CROWN-IBPModel=Densenet, Activation=ReLU2021.04 | 56.03 | 67.57 | — | 65.09 | |
| IBPActivation=Ramp(0)2021.04 | 56.32 | 68.89 | 68.82 | 63.89 | |
| IBPModel=ResNeXt, Activation=ReLU2021.04 | 56.32 | 70.41 | — | 67.55 | |
| IBPModel=Densenet, Activation=ReLU2021.04 | 57.21 | 69.59 | — | 67.75 | |
| IBPModel=CNN-7+BN, Activation=ReLU2021.04 | 57.95 | 69.56 | — | 67.1 | |
| IBPModel=WideResNet, Activation=ReLU2021.04 | 58.07 | 70.04 | — | 67.23 | |
| IBPActivation=ReLU(0)2021.04 | 58.43 | 70.81 | 69.98 | 68.73 | |
| CROWN-IBPActivation=ReLU(0.01→0)2021.04 | 63.88 | 72.28 | 72.13 | 70.34 |