Few-Shot Open-Set Recognition on mini-ImageNet 1-shot
74.92AUROCOSLO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OSLOStrategy=Transductive Open-Set, Backbone=ResNet-122023.01 | 74.92 | 71.73 | 74.61 | 60.95 | |
| TANE-GStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 72.41 | 68.11 | — | — | |
| OpenMaxStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 71.34 | 65.9 | 70.86 | 58.67 | |
| k-NNStrategy=OOD detection, Backbone=ResNet-122023.01 | 70.86 | — | 70.43 | 58.23 | |
| SnatcherFStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 70.1 | 67.23 | 69.74 | 58.02 | |
| OCVSMStrategy=OOD detection, Backbone=ResNet-122023.01 | 69.67 | — | 69.71 | 57.35 | |
| PROSERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 68.93 | 65 | 68.84 | 57.03 | |
| PCAStrategy=OOD detection, Backbone=ResNet-122023.01 | 67.23 | — | 66.5 | 56.67 | |
| Baseline++Strategy=Inductive classifiers, Backbone=ResNet-122023.01 | 65.15 | 65.81 | 63.85 | 55.87 | |
| SimpleShotStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 64.99 | 65.9 | 63.78 | 55.77 | |
| TIM-GDStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 62.46 | 67.53 | 61.05 | 54.83 | |
| PEELERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 60.57 | 65.86 | — | — | |
| PT-MAPStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 59.05 | 66.32 | 58.67 | 53.74 | |
| HBOSStrategy=OOD detection, Backbone=ResNet-122023.01 | 58.26 | — | 57.41 | 53.06 | |
| BDCSPNStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 57.95 | 69.35 | 58.58 | 52.71 | |
| IForestStrategy=OOD detection, Backbone=ResNet-122023.01 | 55.59 | — | 55.24 | 52.18 | |
| LaplacianShotStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 53.13 | 70.59 | 54.59 | 52.06 | |
| FEATStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 52.45 | 67.23 | 54.44 | 50 | |
| COPODStrategy=OOD detection, Backbone=ResNet-122023.01 | 50.6 | — | 51.85 | 50.92 | |
| LR-ICIStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 49.96 | 68.24 | 51.61 | 50.45 |