Certified Robustness Evaluation on TinyImageNet (test)
36.9Vanilla AccuracyLocal-Lip-B (+MaxMin)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Local-Lip-B (+MaxMin)2023.03 | 36.9 | 23.4 | 12.7 | 6.1 | 0 | |
| GloRo2023.03 | 35.5 | 22.4 | — | — | — | |
| LipConvnet-20Conv. Type=LOT, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 33.19 | 22.02 | 13.42 | 8.12 | — | |
| LipConvnet-15Conv. Type=LOT, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 33.14 | 22.21 | 13.34 | 8.12 | — | |
| LipConvnet-5Conv. Type=LOT, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 32.71 | 21.44 | 12.96 | 7.92 | — | |
| LipConvnet-20Conv. Type=SOC, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 32.44 | 21.27 | 12.9 | 7.63 | — | |
| LipConvnet-10Conv. Type=LOT, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 32.31 | 21.22 | 12.96 | 7.75 | — | |
| LipConvnet-15Conv. Type=SOC, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 32.26 | 21.36 | 12.94 | 7.8 | — | |
| SLLsize=X-Large2023.03 | 32.1 | 23.2 | 16.8 | 12 | 3.2 | |
| LipConvnet-10Conv. Type=SOC, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 31.94 | 21.21 | 12.8 | 7.79 | — | |
| SLLsize=Large2023.03 | 31.3 | 23 | 16.9 | 12.3 | 3.3 | |
| LipConvnet-5Conv. Type=SOC, CReg loss=false, HH activation=false, Supervision setting=supervised2022.10 | 30.77 | 19.74 | 11.6 | 6.89 | — | |
| SLLsize=Medium2023.03 | 30.4 | 22.3 | 15.9 | 11.6 | 3 | |
| SLLsize=Small2023.03 | 26.6 | 19.5 | 14.2 | 10.4 | 2.9 |