Image Classification on CIFAR-10 ε = 36/255 (test)
87.5Clean AccuracyStandard
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| StandardModel=6C2F2021.11 | 87.5 | 32.5 | 0 | |
| StandardModel=4C3F2021.11 | 85.3 | 41.2 | 0 | |
| Local-Lip-B + MaxMinModel=6C2F2021.11 | 77.4 | 70.4 | 60.7 | |
| GloRo + MaxMinModel=6C2F2021.11 | 77 | 69.2 | 58.4 | |
| Local-Lip-GModel=6C2F2021.11 | 76.4 | 69.2 | 51.3 | |
| Local-Lip-GModel=4C3F2021.11 | 75.7 | 68.6 | 49.7 | |
| Caylay + MaxMinModel=6C2F2021.11 | 75.3 | 67.7 | 59.2 | |
| GloRoModel=4C3F2021.11 | 73.2 | 66.3 | 49 | |
| GloRoModel=6C2F2021.11 | 70.7 | 63.8 | 49.3 | |
| Local-Lip-BModel=6C2F2021.11 | 70.7 | 64.8 | 54.3 | |
| Local-Lip-BModel=4C3F2021.11 | 70.1 | 64.2 | 53.5 | |
| BCPModel=6C2F2021.11 | 65.7 | 60.8 | 51.3 | |
| BCPModel=4C3F2021.11 | 64.4 | 59.4 | 50 | |
| LMTModel=6C2F2021.11 | 63.1 | 58.3 | 38.1 | |
| CAPModel=4C3F2021.11 | 60.1 | 55.7 | 50.3 | |
| CAPModel=6C2F2021.11 | 60.1 | 56.2 | 50.9 | |
| ReLU-StabilityModel=4C3F2021.11 | 57.4 | 52.4 | 51.1 | |
| LMTModel=4C3F2021.11 | 56.5 | 49.8 | 37.2 | |
| CROWN-IBPModel=4C3F2021.11 | 54.2 | 52.7 | 41.9 | |
| CROWN-IBPModel=6C2F2021.11 | 53.7 | 52.2 | 41.9 | |
| IBPModel=4C3F2021.11 | 34.5 | 31.8 | 24.4 | |
| IBPModel=6C2F2021.11 | 33 | 31.1 | 23.4 |