Anomaly Detection on ShapeNetPart 1-shot
99.56Airplane AUC-ROCVT-3DAD
Evaluation Results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VT-3DADReference samples=1, Number of runs=102026.06 | 99.56 | 94.8 | 99.42 | 99.62 | 88.03 | 92.76 | 96.13 | 91.53 | 80.23 | 99.3 | 99.59 | 99.99 | 99.6 | 95.35 | 90.03 | 90.86 | 94.8 | 3.41 | |
| DMP-3DADReference samples=1, Number of runs=102026.06 | 98.73 | 90.26 | 97.85 | 99.32 | 84.34 | 89.08 | 97.53 | 88.09 | 68.48 | 98.88 | 98.19 | 99.68 | 98.67 | 89.38 | 94.59 | 86.82 | 92.49 | 5.64 | |
| Knowledge-distillation-basedReference samples=1, Number of runs=102026.06 | 97.41 | 96.88 | 90.96 | 99.33 | 95.16 | 81.97 | 98.65 | 95.18 | 56.13 | 98.89 | 90.63 | 99.6 | 99.08 | 96.63 | 96.16 | 83.46 | 92.26 | 5.21 | |
| Reconstruction-basedReference samples=1, Number of runs=102026.06 | 87.6 | 47.09 | 38.71 | 62.28 | 49.2 | 38.78 | 71.75 | 66.46 | 53.09 | 67.36 | 82.55 | 44.04 | 64.85 | 55.25 | 47.84 | 47.39 | 57.77 | 5.53 |