Image Classification on CIFAR-100 standard (test) (Certified Robustness)
49.18Accuracy (Standard)LOT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LOTArchitecture=LipConvnet-30, Mean Evaluation Time (sec)=2.755, LLN=true, CReg loss=true, HH activation=true2022.10 | 49.18 | 35.54 | 24.24 | 16.48 | |
| LOTArchitecture=LipConvnet-15, Mean Evaluation Time (sec)=1.627, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.99 | 34.9 | 24.39 | 16.37 | |
| LOTArchitecture=LipConvnet-25, Mean Evaluation Time (sec)=2.387, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.93 | 35.23 | 24.33 | 16.59 | |
| LOTArchitecture=LipConvnet-20, Mean Evaluation Time (sec)=1.962, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.81 | 35.21 | 24.37 | 16.23 | |
| LOTArchitecture=LipConvnet-10, Mean Evaluation Time (sec)=1.563, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.7 | 34.82 | 23.86 | 15.93 | |
| LOTArchitecture=LipConvnet-5, Mean Evaluation Time (sec)=1.411, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.38 | 34.77 | 23.38 | 15.44 | |
| LOTArchitecture=LipConvnet-40, Mean Evaluation Time (sec)=3.595, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.31 | 34.59 | 23.7 | 15.94 | |
| LOTArchitecture=LipConvnet-35, Mean Evaluation Time (sec)=3.193, LLN=true, CReg loss=true, HH activation=true2022.10 | 48.25 | 34.99 | 24.13 | 16.25 | |
| SOCArchitecture=LipConvnet-20, Mean Evaluation Time (sec)=5.142, LLN=true, CReg loss=true, HH activation=true2022.10 | 47.84 | 34.77 | 23.7 | 15.84 | |
| SOCArchitecture=LipConvnet-15, Mean Evaluation Time (sec)=4.105, LLN=true, CReg loss=true, HH activation=true2022.10 | 47.61 | 34.54 | 23.16 | 15.09 | |
| SOCArchitecture=LipConvnet-10, Mean Evaluation Time (sec)=3.342, LLN=true, CReg loss=true, HH activation=true2022.10 | 47.07 | 34.53 | 23.5 | 15.66 | |
| SOCArchitecture=LipConvnet-30, Mean Evaluation Time (sec)=6.927, LLN=true, CReg loss=true, HH activation=true2022.10 | 46.92 | 34.17 | 23.21 | 15.84 | |
| SOCArchitecture=LipConvnet-35, Mean Evaluation Time (sec)=7.87, LLN=true, CReg loss=true, HH activation=true2022.10 | 46.88 | 33.64 | 23.34 | 15.73 | |
| SOCArchitecture=LipConvnet-25, Mean Evaluation Time (sec)=6.087, LLN=true, CReg loss=true, HH activation=true2022.10 | 46.87 | 34.09 | 23.41 | 15.61 | |
| SOCArchitecture=LipConvnet-5, Mean Evaluation Time (sec)=2.285, LLN=true, CReg loss=true, HH activation=true2022.10 | 45.82 | 32.99 | 22.48 | 14.79 | |
| SOCArchitecture=LipConvnet-40, Mean Evaluation Time (sec)=8.668, LLN=true, CReg loss=true, HH activation=true2022.10 | 45.03 | 32.57 | 22.37 | 14.76 |