Anomaly Detection on ImageNet (test)
0.987AUCOpenMatch
Evaluation Results
| Method | Links | |
|---|---|---|
| OpenMatchlabeled samples per class=100, supervision level=partial2021.05 | 0.987 | |
| MTClabeled samples per class=100, supervision level=partial2021.05 | 0.965 | |
| DROCCImageNet Class=Parachute2020.02 | 0.935 | |
| Supervisedsupervision level=full2021.05 | 0.908 | |
| DeepSVDDImageNet Class=Parachute2020.02 | 0.8135 | |
| Labeled Onlylabeled samples per class=100, supervision level=partial2021.05 | 0.805 | |
| DROCCImageNet Class=French Horn2020.02 | 0.7697 | |
| FixMatchlabeled samples per class=100, supervision level=partial2021.05 | 0.769 | |
| Nearest NeighborImageNet Class=Parachute2020.02 | 0.7587 | |
| DeepSVDDImageNet Class=Golf Ball2020.02 | 0.7223 | |
| DROCCImageNet Class=Cassette Player2020.02 | 0.7117 | |
| DROCCImageNet Class=Golf Ball2020.02 | 0.7072 | |
| DROCCImageNet Class=English Springer2020.02 | 0.7045 | |
| Nearest NeighborImageNet Class=Golf Ball2020.02 | 0.7036 | |
| DROCCImageNet Class=Tench2020.02 | 0.7019 | |
| DROCCImageNet Class=Gas Pump2020.02 | 0.6994 | |
| DROCCImageNet Class=Garbage Truck2020.02 | 0.6906 | |
| DROCCImageNet Class=Chainsaw2020.02 | 0.6863 | |
| DROCCImageNet Class=Church2020.02 | 0.6746 | |
| DeepSVDDImageNet Class=English Springer2020.02 | 0.6645 | |
| Nearest NeighborImageNet Class=Tench2020.02 | 0.6557 | |
| DeepSVDDImageNet Class=Tench2020.02 | 0.6514 | |
| DeepSVDDImageNet Class=Garbage Truck2020.02 | 0.6215 | |
| Nearest NeighborImageNet Class=Church2020.02 | 0.6135 | |
| DeepSVDDImageNet Class=Cassette Player2020.02 | 0.6047 | |
| DeepSVDDImageNet Class=Chainsaw2020.02 | 0.5943 | |
| DeepSVDDImageNet Class=Gas Pump2020.02 | 0.5666 | |
| Nearest NeighborImageNet Class=English Springer2020.02 | 0.5637 | |
| DeepSVDDImageNet Class=Church2020.02 | 0.5631 | |
| Nearest NeighborImageNet Class=Garbage Truck2020.02 | 0.542 | |
| DeepSVDDImageNet Class=French Horn2020.02 | 0.5306 | |
| Nearest NeighborImageNet Class=French Horn2020.02 | 0.5052 | |
| Nearest NeighborImageNet Class=Cassette Player2020.02 | 0.477 | |
| Nearest NeighborImageNet Class=Gas Pump2020.02 | 0.4743 | |
| Nearest NeighborImageNet Class=Chainsaw2020.02 | 0.4522 |