Image Classification on CIFAR-10 standard (test) (Certified Robustness Metrics)
77.12Vanilla AccuracyLOT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LOTArchitecture=LipConvnet-20, Mean Evaluation Time (sec)=1.962, CReg loss=true, HH activation=true2022.10 | 77.12 | 64.3 | 49.49 | 36.34 | |
| LOTArchitecture=LipConvnet-30, Mean Evaluation Time (sec)=2.755, CReg loss=true, HH activation=true2022.10 | 77.12 | 64.36 | 49.98 | 37.3 | |
| LOTArchitecture=LipConvnet-35, Mean Evaluation Time (sec)=3.193, CReg loss=true, HH activation=true2022.10 | 76.91 | 63.55 | 49.05 | 36.19 | |
| LOTArchitecture=LipConvnet-15, Mean Evaluation Time (sec)=1.627, CReg loss=true, HH activation=true2022.10 | 76.86 | 63.84 | 49.18 | 36.35 | |
| LOTArchitecture=LipConvnet-25, Mean Evaluation Time (sec)=2.387, CReg loss=true, HH activation=true2022.10 | 76.83 | 64.49 | 49.8 | 37.32 | |
| LOTArchitecture=LipConvnet-40, Mean Evaluation Time (sec)=3.595, CReg loss=true, HH activation=true2022.10 | 76.75 | 63.5 | 49.07 | 36.06 | |
| LOTArchitecture=LipConvnet-10, Mean Evaluation Time (sec)=1.563, CReg loss=true, HH activation=true2022.10 | 76.5 | 63.12 | 48.59 | 35.65 | |
| SOCArchitecture=LipConvnet-15, Mean Evaluation Time (sec)=4.105, CReg loss=true, HH activation=true2022.10 | 76.39 | 62.96 | 48.47 | 35.47 | |
| LOTArchitecture=LipConvnet-5, Mean Evaluation Time (sec)=1.411, CReg loss=true, HH activation=true2022.10 | 76.34 | 62.07 | 47.52 | 33.99 | |
| SOCArchitecture=LipConvnet-20, Mean Evaluation Time (sec)=5.142, CReg loss=true, HH activation=true2022.10 | 76.34 | 62.63 | 48.69 | 36.04 | |
| SOCArchitecture=LipConvnet-10, Mean Evaluation Time (sec)=3.342, CReg loss=true, HH activation=true2022.10 | 76.23 | 62.57 | 47.7 | 34.15 | |
| SOCArchitecture=LipConvnet-5, Mean Evaluation Time (sec)=2.285, CReg loss=true, HH activation=true2022.10 | 75.31 | 60.37 | 45.62 | 32.38 | |
| SOCArchitecture=LipConvnet-25, Mean Evaluation Time (sec)=6.087, CReg loss=true, HH activation=true2022.10 | 75.21 | 61.98 | 47.93 | 34.92 | |
| SOCArchitecture=LipConvnet-35, Mean Evaluation Time (sec)=7.87, CReg loss=true, HH activation=true2022.10 | 74.25 | 61.3 | 47.6 | 35.21 | |
| SOCArchitecture=LipConvnet-30, Mean Evaluation Time (sec)=6.927, CReg loss=true, HH activation=true2022.10 | 74.23 | 60.64 | 46.51 | 34.08 | |
| SOCArchitecture=LipConvnet-40, Mean Evaluation Time (sec)=8.668, CReg loss=true, HH activation=true2022.10 | 72.59 | 59.04 | 44.92 | 32.87 |