3D Anomaly Detection on ShapeNetPart (3-shot)
99.72Airplane AUCVT-3DAD
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VT-3DADReference samples=3, Number of runs=102026.06 | 99.72 | 96.48 | 99.42 | 99.78 | 92.32 | 99.95 | 98.1 | 92.83 | 88.3 | 99.3 | 99.97 | 100 | 99.87 | 97.78 | 93.69 | 92.19 | 96.86 | 1.22 | |
| DMP-3DADReference samples=3, Number of runs=102026.06 | 99.71 | 94.18 | 98.35 | 99.69 | 93.1 | 99.95 | 98.99 | 91.84 | 82.65 | 98.89 | 99.62 | 99.96 | 99.41 | 93.68 | 97.17 | 90.03 | 96.08 | 1.97 | |
| Knowledge-distillation-basedReference samples=3, Number of runs=102026.06 | 98.59 | 98.23 | 94.96 | 99.36 | 98.54 | 91.31 | 97.66 | 95.33 | 60.76 | 98.78 | 99.27 | 99.73 | 98.86 | 95.73 | 95.64 | 89.77 | 94.53 | 1.77 | |
| Reconstruction-basedReference samples=3, Number of runs=102026.06 | 96.07 | 52.41 | 45.22 | 64.12 | 53.38 | 45.36 | 76.13 | 70.49 | 58.68 | 69.08 | 87.66 | 46.94 | 71.77 | 55.95 | 57.56 | 61.97 | 63.3 | 4.21 |