One-class OOD detection on CIFAR-10 one-class v1
98.6CIFAR-10 Plane ScoreMOOD
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MOOD2023.02 | 98.6 | 99.3 | 94.3 | 93.2 | 98.1 | 96.5 | 99.3 | 99 | 98.8 | 97.8 | 97.8 | |
| CSI (SOTA)2023.02 | 89.9 | 99.1 | 93.1 | 86.4 | 93.9 | 93.2 | 95.1 | 98.7 | 97.9 | 95.5 | 94.3 | |
| Rot-Trans2023.02 | 77.5 | 96.9 | 87.3 | 80.9 | 92.7 | 90.2 | 90.9 | 96.5 | 95.2 | 93.3 | 90.1 | |
| GOAD2023.02 | 77.2 | 96.7 | 83.3 | 77.7 | 87.8 | 87.8 | 90 | 96.1 | 93.8 | 92 | 88.2 | |
| OCGAN2023.02 | 75.7 | 53.1 | 64 | 62 | 72.3 | 62 | 72.3 | 57.5 | 82 | 55.4 | 65.7 | |
| Geom2023.02 | 74.7 | 95.7 | 78.1 | 72.4 | 87.8 | 87.8 | 83.4 | 95.5 | 93.3 | 91.3 | 86 | |
| Rot2023.02 | 71.9 | 94.5 | 78.4 | 70 | 77.2 | 86.6 | 81.6 | 93.7 | 90.7 | 88.8 | 83.3 | |
| AnoGAN2023.02 | 67.1 | 54.7 | 52.9 | 54.5 | 65.1 | 60.3 | 58.5 | 62.5 | 75.8 | 66.5 | 61.8 | |
| OC-SVM2023.02 | 65.6 | 40.9 | 65.3 | 50.1 | 75.2 | 51.2 | 71.8 | 51.2 | 67.9 | 48.5 | 58.8 | |
| DeepSVDD2023.02 | 61.7 | 65.9 | 50.8 | 59.1 | 60.9 | 65.7 | 67.7 | 67.3 | 75.9 | 73.1 | 64.8 |