Out-of-Distribution Detection on Covid-19 lung lesion segmentation (ID test and OOD samples)
8.2Detection ErrorMahalanobis distance-based OOD detection
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Mahalanobis distance-based OOD detection2021.07 | 8.2 | 5 | 12.5 | 74.4 | |
| MC Dropout2021.07 | 17.7 | 18.3 | 21.5 | 61.4 | |
| Max. Softmax2021.07 | 33.4 | 58.3 | 31.9 | 58.2 | |
| Temp. ScalingTemperature=1002021.07 | 36.1 | 55 | 40.8 | 58.9 | |
| KL from Uniform2021.07 | 41.5 | 71.7 | 28.8 | 60 | |
| Temp. ScalingTemperature=10002021.07 | 50 | 100 | 40.8 | 59.2 | |
| Temp. ScalingTemperature=102021.07 | 50.8 | 75.8 | 40.7 | 60.1 |