OOD Detection on LSUN
9.69FPRAPEX
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| APEXBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 9.69 | 97.95 | |
| APMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 9.91 | 97.83 | |
| PALMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 10.58 | 97.7 | |
| DMPLBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 13.1 | 96.85 | |
| CIDERBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 16.19 | 96.32 | |
| NPOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 20.61 | 92.61 | |
| kNN+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 48.99 | 89.3 | |
| EnergyBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 59.77 | 86.69 | |
| VOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 73.61 | 84.69 | |
| CSIBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 75.58 | 83.78 | |
| ODINBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 76.36 | 80.1 | |
| SSD+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 79.39 | 85.18 | |
| MSPBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 83.47 | 75.28 | |
| VimBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 86.96 | 69.74 |