Few-Shot Open-Set Recognition on mini-ImageNet 5-shot
83.4AccuracyOSLO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| OSLOStrategy=Transductive Open-Set, Backbone=ResNet-122023.01 | 83.4 | 82.59 | 82.34 | 66.98 | |
| TANE-GStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 83.12 | 79.85 | — | — | |
| LaplacianShotStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 82.94 | 57.17 | 57.9 | 52.56 | |
| BDCSPNStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 82.66 | 61.27 | 62.17 | 53.26 | |
| TIM-GDStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 82.49 | 67.19 | 66.15 | 56.7 | |
| OpenMaxStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 82.23 | 77.42 | 77.63 | 62.35 | |
| FEATStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 82 | 53.25 | 56.48 | 50 | |
| SnatcherFStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 82 | 76.57 | 76.97 | 61.64 | |
| Baseline++Strategy=Inductive classifiers, Backbone=ResNet-122023.01 | 81.86 | 66.37 | 65.58 | 56.33 | |
| LR-ICIStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 81.77 | 51.82 | 53.49 | 50.8 | |
| SimpleShotStrategy=Inductive classifiers, Backbone=ResNet-122023.01 | 81.72 | 70.61 | 70.06 | 57.91 | |
| PEELERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 80.61 | 67.35 | — | — | |
| PROSERStrategy=Inductive Open-Set, Backbone=ResNet-122023.01 | 80.08 | 74.98 | 75.58 | 60.11 | |
| PT-MAPStrategy=Transductive classifiers, Backbone=ResNet-122023.01 | 78.12 | 62.78 | 62.48 | 54.67 | |
| k-NNStrategy=OOD detection, Backbone=ResNet-122023.01 | 76.22 | 76.36 | — | 61.48 | |
| PCAStrategy=OOD detection, Backbone=ResNet-122023.01 | 75.24 | 75.53 | — | 60.73 | |
| OCVSMStrategy=OOD detection, Backbone=ResNet-122023.01 | 68.49 | 65.6 | — | 59.24 | |
| IForestStrategy=OOD detection, Backbone=ResNet-122023.01 | 62.8 | 61.62 | — | 54.77 | |
| HBOSStrategy=OOD detection, Backbone=ResNet-122023.01 | 61.11 | 60.18 | — | 54.3 | |
| COPODStrategy=OOD detection, Backbone=ResNet-122023.01 | 51.63 | 52.65 | — | 51.31 |