OOD Detection on ISIC 2019
0.87ID PrecisionBaseline+LS+RandAug+LRS
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Baseline+LS+RandAug+LRSLabel Smoothing=true, RandAugment=true, Learning Rate Scheduler=true2022.06 | 0.87 | 0.86 | 0.865 | 69.41 | 94.87 | |
| Mixup2022.06 | 0.87 | 0.88 | 0.875 | 71.72 | 96.65 | |
| Baseline2022.06 | 0.86 | 0.86 | 0.86 | 68.15 | 76.43 | |
| OLTR2022.06 | 0.85 | 0.86 | 0.855 | 71.66 | 98.45 | |
| ARPL2022.06 | 0.85 | 0.86 | 0.855 | 74.16 | 97.2 | |
| Prototype2022.06 | 0.85 | 0.86 | 0.855 | 72.84 | 97.02 | |
| M-T MixupStrategy=MX52022.06 | 0.85 | 0.85 | 0.85 | 73.86 | 97.1 | |
| M-T Mixup + PrototypeStrategy=MX52022.06 | 0.85 | 0.86 | 0.855 | 76.37 | 98.46 | |
| MC-Dropout2022.06 | 0.84 | 0.84 | 0.84 | 72.18 | 96.41 | |
| ODIN2022.06 | 0.83 | 0.81 | 0.82 | 66.21 | 95.6 |