Anomaly Detection on Mastcam
0.934AUC (Overall)DPDL
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DPDLNumber of training anomaly examples=102025.02 | 0.934 | — | — | — | — | — | — | — | — | — | — | |
| AHLNumber of training anomaly examples=102025.02 | 0.855 | — | — | — | — | — | — | — | — | — | — | |
| DRAtraining_anomaly_examples=10, anomaly_classes=112022.03 | 0.848 | — | — | — | — | — | — | — | — | — | — | |
| DRANumber of training anomaly examples=102025.02 | 0.848 | — | — | — | — | — | — | — | — | — | — | |
| DPDLNumber of training anomaly examples=12025.02 | 0.838 | — | — | — | — | — | — | — | — | — | — | |
| SAOENumber of training anomaly examples=102025.02 | 0.81 | — | — | — | — | — | — | — | — | — | — | |
| MLEPNumber of training anomaly examples=102025.02 | 0.798 | — | — | — | — | — | — | — | — | — | — | |
| DevNetNumber of training anomaly examples=102025.02 | 0.79 | — | — | — | — | — | — | — | — | — | — | |
| AHLNumber of training anomaly examples=12025.02 | 0.743 | — | — | — | — | — | — | — | — | — | — | |
| FLOSNumber of training anomaly examples=102025.02 | 0.703 | — | — | — | — | — | — | — | — | — | — | |
| DRAtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 0.695 | — | — | — | — | — | — | — | — | — | — | |
| DRAtraining_anomaly_examples=1, anomaly_classes=112022.03 | 0.692 | — | — | — | — | — | — | — | — | — | — | |
| DRANumber of training anomaly examples=12025.02 | 0.692 | — | — | — | — | — | — | — | — | — | — | |
| DRAtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 0.667 | — | — | — | — | — | — | — | — | — | — | |
| SAOENumber of training anomaly examples=12025.02 | 0.662 | — | — | — | — | — | — | — | — | — | — | |
| KDADtraining_protocol=Unsupervised, known_anomaly_class=Mean2022.03 | 0.644 | — | — | — | — | — | — | — | — | — | — | |
| KDADtraining_anomaly_examples=Unsupervised, anomaly_classes=112022.03 | 0.642 | — | — | — | — | — | — | — | — | — | — | |
| MLEPNumber of training anomaly examples=12025.02 | 0.625 | — | — | — | — | — | — | — | — | — | — | |
| DevNetNumber of training anomaly examples=12025.02 | 0.595 | — | — | — | — | — | — | — | — | — | — | |
| FLOSNumber of training anomaly examples=12025.02 | 0.542 | — | — | — | — | — | — | — | — | — | — | |
| DeepSADOpen-set setting=true2021.08 | — | 0.474 | 0.497 | 0.494 | 0.586 | 0.565 | 0.408 | 0.489 | 0.502 | 0.542 | 0.506 | |
| DeepSADC (number of anomaly classes)=11, Training setting=ten random anomaly examples2022.03 | — | — | — | — | — | — | — | — | — | — | 0.707 | |
| DevNetOpen-set setting=true2021.08 | — | 0.55 | 0.547 | 0.583 | 0.621 | 0.705 | 0.615 | 0.554 | 0.528 | 0.589 | 0.588 | |
| DRAC (number of anomaly classes)=11, Training setting=ten random anomaly examples2022.03 | — | — | — | — | — | — | — | — | — | — | 0.848 | |
| FLOSOpen-set setting=true2021.08 | — | 0.499 | 0.608 | 0.601 | 0.652 | 0.7 | 0.736 | 0.568 | 0.575 | 0.608 | 0.616 | |
| KDADOpen-set setting=true2021.08 | — | 0.638 | 0.59 | 0.63 | 0.711 | 0.697 | 0.632 | 0.634 | 0.638 | 0.621 | 0.644 | |
| MINNSOpen-set setting=true2021.08 | — | 0.419 | 0.687 | 0.651 | 0.705 | 0.697 | 0.635 | 0.551 | 0.502 | 0.577 | 0.603 | |
| MINNSC (number of anomaly classes)=11, Training setting=ten random anomaly examples2022.03 | — | — | — | — | — | — | — | — | — | — | 0.803 |