OOD Detection on Mouse liver histopathology images (test)
16Anomaly FNRMaha+
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Maha+threshold_strategy=Adaptive, p=0.9962026.02 | 16 | 0.35 | 25 | 9 | 6.07 | 2.26 | 3.64 | 17 | 10.62 | 10.51 | 0.11 | |
| Maha+threshold_strategy=Standard, p=0.982026.02 | 17 | 0.35 | 25 | 10 | 35.3 | 1.27 | 33.86 | 17 | 0.46 | 0.32 | 0.14 | |
| Energythreshold_strategy=Standard, p=0.982026.02 | 66 | 0.87 | 25 | 62 | 14.49 | 2.17 | 12.04 | 28 | 9.3 | 5.24 | 4.06 | |
| Energythreshold_strategy=Adaptive, p=0.9862026.02 | 66 | 0.88 | 25 | 62 | 11.29 | 2.39 | 8.61 | 28 | 9.86 | 5.83 | 4.03 | |
| Max-Logitthreshold_strategy=Standard, p=0.9822026.02 | 68 | 0.81 | 25 | 56 | 13.63 | 2.21 | 11.14 | 29 | 9.49 | 5.31 | 4.18 | |
| Max-Logitthreshold_strategy=Adaptive, p=0.9882026.02 | 75 | 0.75 | 25 | 49 | 10.65 | 2.42 | 7.94 | 29 | 11.23 | 6.35 | 4.88 | |
| MSPthreshold_strategy=Adaptive, p=0.982026.02 | 95 | 1.21 | 25 | 95 | 12.23 | 2.37 | 9.57 | 29 | 19.51 | 12.61 | 6.9 | |
| MSPthreshold_strategy=Standard, p=0.9782026.02 | 99 | 1.17 | 25 | 92 | 13.42 | 2.25 | 10.89 | 29 | 17.03 | 9.68 | 7.34 | |
| OC-SVMthreshold_strategy=Adaptive, p=0.9722026.02 | 127 | 1.46 | 24 | 122 | 31.68 | 1.76 | 29.72 | 20 | 28.67 | 17.74 | 10.92 | |
| ReActthreshold_strategy=Adaptive, p=0.9782026.02 | 226 | 0.74 | 25 | 49 | 10.33 | 2.32 | 7.73 | 28 | 37 | 16.94 | 20.07 | |
| OC-SVMthreshold_strategy=Standard, p=0.952026.02 | 231 | 0.68 | 25 | 43 | 43.36 | 1.34 | 41.86 | 16 | 48.02 | 26.34 | 21.68 | |
| ReActthreshold_strategy=Standard, p=0.9642026.02 | 243 | 0.67 | 25 | 42 | 16.35 | 2.23 | 13.83 | 29 | 42.96 | 21.31 | 21.65 | |
| KL-Mthreshold_strategy=Adaptive, p=0.9682026.02 | 248 | 1.08 | 25 | 83 | 8.48 | 2.63 | 5.71 | 15 | 74.05 | 50.62 | 23.43 | |
| KL-Mthreshold_strategy=Standard, p=0.952026.02 | 379 | 0.65 | 25 | 40 | 26.01 | 2.07 | 23.69 | 25 | 80.05 | 44.45 | 35.6 |