Few-Shot Open-Set Recognition on tiered-ImageNet 5-shot
86.92AUROCOSLO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OSLOStrategy=Transductive Open-Set, Backbone=ResNet-122023.01 | 86.92 | 86.35 | 87.28 | 71.98 | |
| SnatcherFStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 81.9 | 83.96 | 81.67 | 66.89 | |
| TANE-GStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 81.54 | 85.38 | — | — | |
| k-NNStrategy=OOD detection, Backbone=ResNet-122023.01 | 80.22 | — | 80.06 | 65.47 | |
| OpenMaxStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 77.91 | 85.79 | 78.42 | 63.07 | |
| SimpleShotStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 77.38 | 84.94 | 76.28 | 63.21 | |
| PCAStrategy=OOD detection, Backbone=ResNet-122023.01 | 76.26 | — | 76.41 | 61.81 | |
| PROSERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 75.84 | 83.34 | 76.56 | 61.12 | |
| TIM-GDStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 74.67 | 85.7 | 73.06 | 61.59 | |
| Baseline++Strategy=Inductive classifiers, Backbone=ResNet-122023.01 | 73.77 | 85.1 | 72.39 | 61.05 | |
| PEELERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 73.27 | 84.1 | — | — | |
| OCVSMStrategy=OOD detection, Backbone=ResNet-122023.01 | 71.2 | — | 68.23 | 61.09 | |
| PT-MAPStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 71.08 | 82.81 | 69.89 | 59.11 | |
| BDCSPNStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 67.41 | 85.65 | 67.57 | 56.3 | |
| LaplacianShotStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 63.75 | 86.23 | 63.65 | 55.36 | |
| IForestStrategy=OOD detection, Backbone=ResNet-122023.01 | 62.31 | — | 60.82 | 54.72 | |
| HBOSStrategy=OOD detection, Backbone=ResNet-122023.01 | 60.91 | — | 59.95 | 54.15 | |
| FEATStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 53.3 | 83.96 | 59.81 | 50 | |
| COPODStrategy=OOD detection, Backbone=ResNet-122023.01 | 52.62 | — | 53.48 | 51.44 | |
| LR-ICIStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 51.65 | 85.21 | 53.85 | 50.79 |