Anomaly Detection on Carpet
93.5AUC-ROC (Mean)DRA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DRAtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 93.5 | — | — | — | — | — | |
| DRAtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 90.1 | — | — | — | — | — | |
| DevNetOpen-set setting=true2021.08 | 84.7 | 76.7 | 81.9 | 81.4 | 86.3 | 97.2 | |
| DevNettraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 84.7 | — | — | — | — | — | |
| MINNSOpen-set setting=true2021.08 | 80 | 76.7 | 69.4 | 76.6 | 78.9 | 98.2 | |
| KDADOpen-set setting=true2021.08 | 77.9 | 78.7 | 76.6 | 75.7 | 83.6 | 75 | |
| KDADtraining_protocol=Unsupervised, known_anomaly_class=Mean2022.03 | 77.9 | — | — | — | — | — | |
| DevNettraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 76.7 | — | — | — | — | — | |
| SAOEtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 76.2 | — | — | — | — | — | |
| FLOSOpen-set setting=true2021.08 | 76.1 | 76 | 68.8 | 73.3 | 67.8 | 94.6 | |
| FLOStraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 76.1 | — | — | — | — | — | |
| SAOEtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 75.3 | — | — | — | — | — | |
| MLEPtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 75.1 | — | — | — | — | — | |
| DeepSADOpen-set setting=true2021.08 | 72.7 | 73.6 | 61.2 | 57.6 | 73.2 | 97.9 | |
| MLEPtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 67.9 | — | — | — | — | — | |
| FLOStraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 67.8 | — | — | — | — | — |