Anomaly Detection on EyeCandies (I-AUROC & AUPRO@30%)
52I-AUROC (Can. C.)MAFR
Evaluation results
| Method | Links | ||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MAFRSetting=2-shot, Type=TB2026.06 | 52 | 92 | 70.2 | 84.5 | 77.1 | 69 | 87.5 | 95.2 | 64.1 | 80.8 | 75.7 | 59.1 | 53.3 | 65 | 62.3 | 84 | 91.2 | 90.9 | 75.4 | 86.8 | 70.9 | 80.7 | |
| MAFRSetting=1-shot, Type=TB2026.06 | 50.1 | 91.4 | 64.8 | 82.8 | 76.2 | 60.9 | 86.9 | 94.6 | 38.9 | 78.3 | 70.9 | 53.9 | 48.6 | 63.1 | 58.3 | 83.9 | 92.5 | 88.4 | 59.4 | 80.3 | 64.7 | 77.8 | |
| MAFRSetting=4-shot, Type=TB2026.06 | 49.9 | 92.6 | 74.7 | 87.3 | 81.1 | 70.8 | 87.5 | 96 | 79.3 | 84.8 | 77.6 | 62.4 | 61.3 | 73.3 | 68.6 | 84.9 | 96 | 93.1 | 80.5 | 90.2 | 75.7 | 83.5 | |
| CFMSetting=2-shot, Type=TB2026.06 | 49.8 | 91.3 | 84.3 | 85.2 | 74.1 | 74.3 | 87.7 | 92.3 | 77.1 | 79.6 | 64.2 | 67.7 | 59.8 | 68.5 | 54 | 83.9 | 86.6 | 91 | 63.8 | 83.4 | 70.1 | 81.7 | |
| CFMSetting=1-shot, Type=TB2026.06 | 49.6 | 90.1 | 55.8 | 83.8 | 61.4 | 70.1 | 87 | 90.7 | 65.4 | 79.1 | 73.4 | 56.4 | 55.5 | 61.7 | 52.2 | 85.5 | 67.5 | 79 | 64.2 | 78.9 | 63.2 | 77.5 | |
| CIFSetting=4-shot, Type=TF2026.06 | 48.2 | 87.4 | 81.8 | 78.1 | 74.6 | 58.4 | 97.9 | 88.9 | 61.9 | 68 | 69.8 | 58.1 | 73.3 | 63.9 | 61.8 | 88.1 | 94.2 | 86 | 87.4 | 78.8 | 75.1 | 75.6 | |
| CFMSetting=4-shot, Type=TB2026.06 | 47.5 | 90.9 | 85.3 | 85.5 | 76.5 | 72.6 | 90.6 | 94.4 | 76.9 | 80 | 62.6 | 68.5 | 65.9 | 73.5 | 70.6 | 85.7 | 92.2 | 93.2 | 78.1 | 87.1 | 74.6 | 83.1 | |
| CMDS-ADSetting=4-shot, Type=TB2026.06 | 45 | 94.9 | 91.7 | 91.3 | 95 | 81.7 | 88.6 | 92.6 | 80.6 | 86.9 | 85.4 | 71.6 | 85.6 | 85.8 | 67.7 | 89 | 98.1 | 94.3 | 89.1 | 89.1 | 82.7 | 87.7 | |
| CMDS-ADSetting=2-shot, Type=TB2026.06 | 42.9 | 93.3 | 80.5 | 90.9 | 90.2 | 81 | 88 | 92 | 84.8 | 84.8 | 75 | 65.8 | 81.1 | 80.9 | 72.2 | 88.5 | 98.6 | 93.5 | 88.6 | 87.7 | 80.2 | 85.8 | |
| M3DMSetting=4-shot, Type=TB2026.06 | 42.4 | 82.4 | 74.9 | 84.9 | 78.7 | 72.1 | 91.4 | 96.8 | 70.2 | 80.2 | 53.4 | 61.7 | 80.2 | 81.6 | 67.8 | 88.6 | 86.6 | 94.6 | 90.6 | 92.1 | 73.6 | 83.5 | |
| CMDS-ADSetting=1-shot, Type=TB2026.06 | 42.1 | 92.6 | 57.9 | 89.3 | 88.8 | 79.9 | 90.6 | 90.5 | 84.1 | 84.3 | 74.7 | 66.5 | 81 | 82.5 | 69.9 | 87.1 | 94.9 | 92.7 | 87.8 | 89.4 | 77.2 | 85.5 | |
| CIFSetting=2-shot, Type=TF2026.06 | 41.8 | 87 | 79 | 76.9 | 78.6 | 57.9 | 94.1 | 85.5 | 71.3 | 61 | 70.9 | 52.4 | 55.7 | 59.9 | 66.4 | 86.8 | 84.5 | 71.8 | 93.6 | 74.3 | 73.6 | 71.3 | |
| M3DMSetting=2-shot, Type=TB2026.06 | 38.9 | 81.1 | 67.5 | 84.4 | 81.1 | 68.6 | 92.3 | 97.3 | 61.7 | 76.1 | 53.6 | 57.6 | 59.4 | 72.8 | 64 | 85.6 | 76.5 | 89.3 | 86.9 | 90.8 | 68.2 | 80.4 | |
| CIFSetting=1-shot, Type=TF2026.06 | 38.1 | 88.4 | 81.8 | 71.4 | 70.2 | 56.3 | 84 | 86.9 | 59.6 | 63.9 | 59.7 | 50.6 | 58.1 | 55.7 | 68.6 | 85.8 | 89.1 | 65.7 | 85.4 | 67.1 | 69.5 | 69.2 | |
| M3DMSetting=1-shot, Type=TB2026.06 | 36.2 | 86.8 | 66.9 | 82.5 | 73.1 | 70.6 | 84.8 | 94.2 | 71.3 | 74.9 | 50.2 | 54.8 | 57.4 | 71 | 59.9 | 84.2 | 60.3 | 89.8 | 81 | 90 | 64.1 | 79.9 |