Anomaly Detection on ShapeNetPart 5-shot
99.77AUC-ROC (Airplane)VT-3DAD
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VT-3DADReference samples=5, Number of runs=102026.06 | 99.77 | 97.04 | 99.26 | 99.81 | 92.3 | 99.95 | 98.53 | 94.28 | 87.94 | 99.28 | 99.97 | 100 | 99.94 | 98.61 | 94.72 | 92.58 | 97.12 | 0.85 | |
| DMP-3DADReference samples=5, Number of runs=102026.06 | 99.75 | 94.85 | 98.18 | 99.75 | 93.33 | 100 | 99.22 | 93.74 | 83.2 | 98.9 | 99.68 | 99.96 | 99.53 | 94.24 | 98.11 | 90.65 | 96.44 | 1.43 | |
| Knowledge-distillation-basedReference samples=5, Number of runs=102026.06 | 98.29 | 99.94 | 94.13 | 99.31 | 98.72 | 90.19 | 98.39 | 96.72 | 61.22 | 98.69 | 99.35 | 99.35 | 98.8 | 96.23 | 96.07 | 90.4 | 94.74 | 1.3 | |
| Reconstruction-basedReference samples=5, Number of runs=102026.06 | 97.39 | 58.7 | 46.31 | 65.14 | 55.38 | 43.64 | 77.59 | 71.79 | 62.2 | 70.24 | 88.09 | 48.55 | 78.57 | 59.67 | 57.29 | 78.78 | 66.21 | 3.48 |