Unsupervised Anomaly Detection On Anoshift
评估指标
ROC-AUC FAR
ROC-AUC IID
ROC-AUC NEAR
ROC-AUC-ID (In-Distribution setup)
评测结果
各个模型在此基准测试上的表现结果
比较表格
| 模型名称 | ROC-AUC FAR | ROC-AUC IID | ROC-AUC NEAR | ROC-AUC-ID (In-Distribution setup) |
|---|---|---|---|---|
| anoshift-a-distribution-shift-benchmark-for | 49.57 | 76.86 | 71.43 | 68.73 |
| anoshift-a-distribution-shift-benchmark-for | 34.53 | 92.67 | 87.00 | 88.24 |
| anoshift-a-distribution-shift-benchmark-for | 27.16 | 86.09 | 75.26 | 81.27 |
| zero-shot-anomaly-detection-via-batch-1 | 62 | - | - | - |
| anoshift-a-distribution-shift-benchmark-for | 50.42 | 85.62 | 54.24 | 80.89 |
| zero-shot-anomaly-detection-via-batch-1 | 62.5 | - | - | - |
| anoshift-a-distribution-shift-benchmark-for | 49.35 | 50.48 | 54.55 | 49.90 |
| zero-shot-anomaly-detection-via-batch-1 | 62 | - | - | - |
| anoshift-a-distribution-shift-benchmark-for | 49.19 | 84.76 | 44.87 | 79.41 |
| anoshift-a-distribution-shift-benchmark-for | 34.96 | 91.5 | 79.29 | 87.61 |
| anoshift-a-distribution-shift-benchmark-for | 22.45 | 84.86 | 52.26 | 66.99 |
| anoshift-a-distribution-shift-benchmark-for | 19.96 | 81 | 44.06 | 64.08 |
| zero-shot-anomaly-detection-via-batch-1 | 59.1 | - | - | - |
| anoshift-a-distribution-shift-benchmark-for | 28.15 | 84.54 | 86.05 | 79.62 |
| anoshift-a-distribution-shift-benchmark-for | 28.19 | 85.75 | 49.03 | 78.53 |