OOD Detection on SVHN
99.23AUROCPALM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PALMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 99.23 | 3.03 | |
| APEXBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 99.22 | 3.27 | |
| APMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 99.18 | 3.41 | |
| NPOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 97.49 | 10.62 | |
| DMPLBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 96.24 | 16.97 | |
| CIDERBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 95.17 | 22.95 | |
| SSD+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 94.19 | 31.19 | |
| kNN+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 92.78 | 39.23 | |
| CSIBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 92.65 | 44.53 | |
| EnergyBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 85.25 | 66.91 | |
| ODINBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 84.88 | 70.16 | |
| VimBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 84.62 | 73.42 | |
| VOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 82.8 | 43.24 | |
| FedIvon2024.11 | 82.33 | — | |
| FedLaplace2024.11 | 82.22 | — | |
| MSPBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 79.8 | 78.89 | |
| FedAvg2024.11 | 79.75 | — |