Few-Shot Open-Set Recognition on tiered-ImageNet 1-shot
79.06AUROCOSLO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OSLOStrategy=Transductive Open-Set, Backbone=ResNet-122023.01 | 79.06 | 76.64 | 79.07 | 64.36 | |
| SnatcherFStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 74.02 | 69.94 | 73.33 | 60.79 | |
| k-NNStrategy=OOD detection, Backbone=ResNet-122023.01 | 73.97 | — | 73.15 | 60.74 | |
| TANE-GStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 73.53 | 70.58 | — | — | |
| OpenMaxStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 72.4 | 70.27 | 71.91 | 59.91 | |
| OCVSMStrategy=OOD detection, Backbone=ResNet-122023.01 | 71.22 | — | 71.17 | 58.81 | |
| PROSERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 70.07 | 68.48 | 69.87 | 57.99 | |
| SimpleShotStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 69.78 | 70.27 | 67.89 | 58.54 | |
| Baseline++Strategy=Inductive classifiers, Backbone=ResNet-122023.01 | 69.73 | 70.21 | 67.8 | 58.5 | |
| PCAStrategy=OOD detection, Backbone=ResNet-122023.01 | 68.3 | — | 67.02 | 57.66 | |
| TIM-GDStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 68.08 | 72.56 | 65.97 | 57.84 | |
| PEELERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 65.2 | 69.51 | — | — | |
| PT-MAPStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 64.48 | 71.13 | 62.94 | 56.25 | |
| BDCSPNStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 62.13 | 74.07 | 61.84 | 54.53 | |
| LaplacianShotStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 57.82 | 75.66 | 58.41 | 53.67 | |
| HBOSStrategy=OOD detection, Backbone=ResNet-122023.01 | 57.54 | — | 56.67 | 52.98 | |
| IForestStrategy=OOD detection, Backbone=ResNet-122023.01 | 54.57 | — | 54.24 | 51.85 | |
| FEATStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 52.49 | 69.94 | 56.74 | 50 | |
| COPODStrategy=OOD detection, Backbone=ResNet-122023.01 | 50.87 | — | 51.95 | 51.07 | |
| LR-ICIStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 49.32 | 73.8 | 51.41 | 50.35 |