Image Classification on FashionMNIST OOD: MNIST (test)
0.971AUROC (H)kde-fWGD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| kde-fWGD2021.06 | 0.971 | 0.98 | 91.26 | 7.079 | 6.887 | 1.5 | 0.125 | |
| ssge-fWGD2021.06 | 0.971 | 0.98 | 91.24 | 7.129 | 6.951 | 1.6 | 0.124 | |
| sge-fWGD2021.06 | 0.969 | 0.978 | 91.192 | 7.076 | 6.9 | 1.5 | 0.125 | |
| hyper-DE2021.06 | 0.968 | 0.981 | 91.16 | 6.682 | 7.059 | 1.4 | 0.128 | |
| ssge-WGD2021.06 | 0.968 | 0.979 | 91.198 | 6.522 | 6.61 | 1.2 | 0.13 | |
| SVGD2021.06 | 0.96 | 0.973 | 91.134 | 6.315 | 6.395 | 1.4 | 0.127 | |
| kde-WGD2021.06 | 0.96 | 0.97 | 91.238 | 6.587 | 6.379 | 1.4 | 0.128 | |
| sge-WGD2021.06 | 0.96 | 0.97 | 91.312 | 6.562 | 6.363 | 1.2 | 0.128 | |
| Deep ensemble2021.06 | 0.958 | 0.975 | 91.122 | 6.257 | 6.394 | 1.2 | 0.129 | |
| f-SVGD2021.06 | 0.956 | 0.975 | 89.884 | 5.652 | 6.531 | 1.3 | 0.15 |