Image Classification on CIFAR-10 (Nominal and Provable Robustness Evaluation)
25.34Time/epoch (s)SOC
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SOCSOC layers=6, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 25.34 | -17.27 | 79.36 | 67.13 | |
| SOCSOC layers=6, Reference=[Singla et al., 2022]2022.11 | 30.63 | — | 76.68 | 60.09 | |
| SOCSOC layers=11, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 37.11 | -23.39 | 79.57 | 66.75 | |
| SOCSOC layers=11, Reference=[Singla et al., 2022]2022.11 | 48.44 | — | 77.73 | 62.82 | |
| SOCSOC layers=16, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 49.27 | -26.17 | 79.44 | 66.99 | |
| SOCSOC layers=21, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 61.59 | -25.96 | 79.13 | 66.45 | |
| SOCSOC layers=16, Reference=[Singla et al., 2022]2022.11 | 66.74 | — | 77.78 | 62.75 | |
| SOCSOC layers=26, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 71.51 | -28.99 | 79.19 | 66.28 | |
| SOCSOC layers=21, Reference=[Singla et al., 2022]2022.11 | 83.18 | — | 77.5 | 63.31 | |
| SOCSOC layers=31, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 84 | -29.74 | 78.64 | 66.05 | |
| SOCSOC layers=36, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 95.06 | -30.66 | 78.57 | 65.94 | |
| SOCSOC layers=26, Reference=[Singla et al., 2022]2022.11 | 100.7 | — | 77.18 | 62.46 | |
| SOCSOC layers=41, Optimizations=faster gradients, projection pooling, CRC-Lip2022.11 | 106.01 | -32.16 | 78.41 | 65.51 | |
| SOCSOC layers=31, Reference=[Singla et al., 2022]2022.11 | 119.55 | — | 74.43 | 59.65 | |
| SOCSOC layers=36, Reference=[Singla et al., 2022]2022.11 | 137.1 | — | 72.73 | 57.18 | |
| SOCSOC layers=41, Reference=[Singla et al., 2022]2022.11 | 156.25 | — | 71.33 | 55.74 |