OOD Detection on iSUN
28.24FPRAPEX
Evaluation results
| Method | Links | ||
|---|---|---|---|
| APEXBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 28.24 | 94.73 | |
| APMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 28.79 | 94.61 | |
| NPOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 35.94 | 88.94 | |
| DMPLBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 40.83 | 89.51 | |
| PALMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 41.56 | 91.36 | |
| EnergyBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 66.52 | 84.49 | |
| VOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 69.65 | 86.32 | |
| CIDERBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 71.96 | 80.54 | |
| kNN+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 74.99 | 82.69 | |
| CSIBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 76.62 | 84.98 | |
| ODINBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 79.54 | 79.16 | |
| SSD+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 80.85 | 84.08 | |
| MSPBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 84.61 | 74.51 | |
| VimBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 85.35 | 73.16 |