OOD Detection on CIFAR-100 ID Average
7.94FPR@95Hopfield Boosting
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hopfield BoostingBackbone=ResNet-182024.05 | 7.94 | 98.11 | |
| DOSBackbone=ResNet-182024.05 | 11.24 | 97.34 | |
| POEMBackbone=ResNet-182024.05 | 11.76 | 97.34 | |
| DALBackbone=ResNet-182024.05 | 13.81 | 96.7 | |
| EBO-OEBackbone=ResNet-182024.05 | 14.86 | 96.23 | |
| MSP-OEBackbone=ResNet-182024.05 | 18.19 | 95.62 | |
| DivOEBackbone=ResNet-182024.05 | 19.94 | 95.33 | |
| DOEBackbone=ResNet-182024.05 | 20.96 | 94.65 | |
| MixOEBackbone=ResNet-182024.05 | 27.55 | 94.51 | |
| APEXBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 29.32 | 92.91 | |
| APMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 30.1 | 92.6 | |
| NPOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 32.01 | 89.84 | |
| PALMBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 33.41 | 92.47 | |
| DMPLBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 35.93 | 90.62 | |
| DREAM-OOD2023.09 | 40.31 | 90.15 | |
| NPOS2023.09 | 46.68 | 85.9 | |
| CIDERBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 46.97 | 87.21 | |
| kNN+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 60.22 | 86.14 | |
| VOSBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 64.18 | 83.95 | |
| GODIN2023.09 | 65.72 | 86.32 | |
| SSD+Backbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 67.16 | 85.91 | |
| CSIBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 67.48 | 84.83 | |
| ViM2023.09 | 67.98 | 82.81 | |
| Mahalanobis2023.09 | 68.45 | 80.92 | |
| EnergyBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 70.72 | 82.55 | |
| VOS2023.09 | 73.98 | 79.48 | |
| KNN2023.09 | 74.25 | 79.51 | |
| ODIN2023.09 | 74.31 | 76.9 | |
| ReAct2023.09 | 77.46 | 78.86 | |
| ODINBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 78.7 | 78.91 | |
| MSP2023.09 | 80.15 | 76.45 | |
| Energy2023.09 | 80.19 | 77.07 | |
| VimBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 81.13 | 74.62 | |
| DICE2023.09 | 83.53 | 76.15 | |
| MSPBackbone=ResNet-34, ID Dataset=CIFAR-100, Training Supervision=Labeled2026.02 | 83.57 | 74.62 | |
| GAN2023.09 | 87.36 | 69.21 |