Out-of-distribution detection on SVHN CIFAR100 OOD (train)
0.47FPRVSD
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VSDBackbone=LeNet-52021.02 | 0.47 | 0.14 | 0.92 | 0.97 | 0.79 | |
| MCDBackbone=LeNet-52021.02 | 0.49 | 0.15 | 0.92 | 0.97 | 0.78 | |
| BBBBackbone=LeNet-52021.02 | 0.54 | 0.17 | 0.9 | 0.96 | 0.75 | |
| VDBackbone=LeNet-52021.02 | 0.64 | 0.17 | 0.89 | 0.96 | 0.71 | |
| MAPBackbone=LeNet-52021.02 | 0.76 | 0.22 | 0.84 | 0.93 | 0.6 | |
| VSDBackbone=ResNet-182021.02 | 0.83 | 0.31 | 0.76 | 0.65 | 0.86 | |
| VDBackbone=ResNet-182021.02 | 0.87 | 0.34 | 0.7 | 0.58 | 0.83 | |
| BBBBackbone=ResNet-182021.02 | 0.89 | 0.37 | 0.68 | 0.51 | 0.82 | |
| MCDBackbone=ResNet-182021.02 | 0.89 | 0.34 | 0.71 | 0.58 | 0.83 | |
| MAPBackbone=ResNet-182021.02 | 0.91 | 0.36 | 0.68 | 0.56 | 0.81 |