Anomaly Detection on ELPV
93.7AUCDPDL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DPDLNumber of training anomaly examples=102025.02 | 93.7 | — | — | — | |
| DPDLNumber of training anomaly examples=12025.02 | 89.7 | — | — | — | |
| InCTRLSetup=8-shot2024.03 | 87.2 | — | — | — | |
| AHLNumber of training anomaly examples=102025.02 | 85 | — | — | — | |
| InCTRLSetup=4-shot2024.03 | 84.6 | — | — | — | |
| DevNetNumber of training anomaly examples=102025.02 | 84.6 | — | — | — | |
| DRAC (number of anomaly classes)=2, Training setting=ten random anomaly examples2022.03 | 84.5 | — | — | — | |
| DRAtraining_anomaly_examples=10, anomaly_classes=22022.03 | 84.5 | — | — | — | |
| DRANumber of training anomaly examples=102025.02 | 84.5 | — | — | — | |
| InCTRLSetup=2-shot2024.03 | 83.9 | — | — | — | |
| PatchCoreSetup=8-shot2024.03 | 83.7 | — | — | — | |
| AHLNumber of training anomaly examples=12025.02 | 82.8 | — | — | — | |
| FLOSNumber of training anomaly examples=102025.02 | 81.8 | — | — | — | |
| CoOpSetup=8-shot2024.03 | 81.7 | — | — | — | |
| WinCLIPSetup=8-shot2024.03 | 81.4 | — | — | — | |
| MLEPNumber of training anomaly examples=102025.02 | 79.4 | — | — | — | |
| SAOENumber of training anomaly examples=102025.02 | 79.3 | — | — | — | |
| MINNSC (number of anomaly classes)=2, Training setting=ten random anomaly examples2022.03 | 78.8 | — | — | — | |
| CoOpSetup=4-shot2024.03 | 78.1 | — | — | — | |
| CoOpSetup=2-shot2024.03 | 76.2 | — | — | — | |
| PatchCoreSetup=4-shot2024.03 | 75.6 | — | — | — | |
| WinCLIPSetup=4-shot2024.03 | 75.4 | — | — | — | |
| KDADtraining_anomaly_examples=Unsupervised, anomaly_classes=22022.03 | 74.4 | — | — | — | |
| KDADtraining_protocol=Unsupervised, known_anomaly_class=Mean2022.03 | 73.7 | — | — | — | |
| WinCLIPSetup=0-shot2024.03 | 73.3 | — | — | — | |
| WinCLIPSetup=2-shot2024.03 | 72.6 | — | — | — | |
| PaDiMSetup=8-shot2024.03 | 72.4 | — | — | — | |
| DeepSADC (number of anomaly classes)=2, Training setting=ten random anomaly examples2022.03 | 72.2 | — | — | — | |
| PatchCoreSetup=2-shot2024.03 | 71.6 | — | — | — | |
| DRAtraining_anomaly_examples=1, known_anomaly_class=Mean2022.03 | 70.3 | — | — | — | |
| DRAtraining_anomaly_examples=1, anomaly_classes=22022.03 | 67.5 | — | — | — | |
| DRANumber of training anomaly examples=12025.02 | 67.5 | — | — | — | |
| DRAtraining_anomaly_examples=10, known_anomaly_class=Mean2022.03 | 64.9 | — | — | — | |
| SAOENumber of training anomaly examples=12025.02 | 63.5 | — | — | — | |
| RegADSetup=8-shot2024.03 | 63.3 | — | — | — | |
| PaDiMSetup=4-shot2024.03 | 61.2 | — | — | — | |
| RegADSetup=4-shot2024.03 | 59.6 | — | — | — | |
| PaDiMSetup=2-shot2024.03 | 59.4 | — | — | — | |
| MLEPNumber of training anomaly examples=12025.02 | 57.8 | — | — | — | |
| RegADSetup=2-shot2024.03 | 57.1 | — | — | — | |
| SPADESetup=8-shot2024.03 | 56.7 | — | — | — | |
| SPADESetup=4-shot2024.03 | 53.7 | — | — | — | |
| SPADESetup=2-shot2024.03 | 51.7 | — | — | — | |
| DevNettraining_anomaly_examples=1, anomaly_classes=22022.03 | 51.4 | — | — | — | |
| DevNetNumber of training anomaly examples=12025.02 | 51.4 | — | — | — | |
| FLOSNumber of training anomaly examples=12025.02 | 45.7 | — | — | — | |
| DeepSADOpen-set setting=true2021.08 | — | 55.4 | 62.1 | 58.8 | |
| DevNetOpen-set setting=true2021.08 | — | 59.9 | 80.4 | 70.2 | |
| FLOSOpen-set setting=true2021.08 | — | 62.9 | 66.2 | 64.6 | |
| KDADOpen-set setting=true2021.08 | — | 79.6 | 67.9 | 73.7 | |
| MINNSOpen-set setting=true2021.08 | — | 55.7 | 77 | 66.3 |