Out-of-Distribution Detection on CIFAR-10 (ID) vs ISUN (OOD) (test)
5.48FPR@95ZODE-KNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ZODE-KNN2022.12 | 5.48 | 98.7 | — | |
| MahalanobisContrastive Learning=No2026.01 | 6.02 | 98.63 | — | |
| Mahalanobis2022.12 | 6.02 | 98.63 | — | |
| ZODE-Mahalanobis2022.12 | 7.17 | 98.55 | — | |
| CSIContrastive Learning=Yes2026.01 | 10.36 | 98.01 | — | |
| CSI2022.12 | 10.36 | 98.01 | — | |
| DenseNetBackbone=DenseNet2022.12 | 10.87 | 97.94 | — | |
| ZODE-Energy2022.12 | 16.03 | 97.09 | — | |
| Comp.VAEContrastive Learning=No2026.01 | 17.1 | 93.1 | — | |
| ResNet50Backbone=ResNet502022.12 | 17.32 | 97.26 | — | |
| ResNet101Backbone=ResNet1012022.12 | 19.84 | 96.8 | — | |
| KNN+2022.12 | 20.06 | 96.74 | — | |
| ResNet18*Backbone=ResNet18*2022.12 | 20.06 | 96.74 | — | |
| CIDERContrastive Learning=Yes2026.01 | 20.21 | 96.64 | — | |
| ResNet152Backbone=ResNet1522022.12 | 22.3 | 96.66 | — | |
| ProxyAnchorContrastive Learning=Yes2026.01 | 23.53 | 96.56 | — | |
| KNN+Contrastive Learning=Yes2026.01 | 24.56 | 96.21 | — | |
| ResNet18Backbone=ResNet182022.12 | 24.68 | 95.52 | — | |
| Vanilla HNNsScore=Energy score2021.07 | 25.39 | 95.48 | 99.01 | |
| KNN2022.12 | 25.55 | 95.26 | — | |
| KNNContrastive Learning=No2026.01 | 26.74 | 94.96 | — | |
| EnergyContrastive Learning=No2026.01 | 27.52 | 95.59 | — | |
| Energy2022.12 | 27.52 | 95.59 | — | |
| ODINContrastive Learning=No2026.01 | 28.44 | 95.51 | — | |
| SSD+Contrastive Learning=Yes2026.01 | 28.44 | 95.67 | — | |
| ResNet34Backbone=ResNet342022.12 | 29.45 | 95.15 | — | |
| GODINContrastive Learning=No2026.01 | 30.02 | 94.02 | — | |
| ZODE-MSP2022.12 | 30.98 | 95.63 | — | |
| ODIN2022.12 | 33.17 | 94.65 | — | |
| SSD+2022.12 | 33.6 | 95.16 | — | |
| GODIN2022.12 | 34.03 | 94.94 | — | |
| Clipped HNNsScore=Energy score2021.07 | 34.19 | 93.07 | 98.42 | |
| FedSDWCalpha=0.12025.11 | 36.22 | 87.89 | — | |
| FedTHEalpha=0.12025.11 | 43.72 | 83.5 | — | |
| Clipped HNNScoring function=softmax score2021.07 | 45.28 | 91.61 | 98.09 | |
| Vanilla HNNScoring function=softmax score2021.07 | 46.3 | 91.5 | 98.16 | |
| FOSTERalpha=0.12025.11 | 48.73 | 76.29 | — | |
| FedICONalpha=0.12025.11 | 49.98 | 82.95 | — | |
| Comp.VAE (vMF)Contrastive Learning=No2026.01 | 50.2 | 80.6 | — | |
| MSPContrastive Learning=No2026.01 | 54.57 | 92.12 | — | |
| MSP2022.12 | 54.57 | 92.12 | — | |
| PerAdaalpha=0.12025.11 | 56.97 | 76.71 | — | |
| FedIIRalpha=0.12025.11 | 57.86 | 77.98 | — | |
| CE + SimCLRContrastive Learning=Yes2026.01 | 59.62 | 86.78 | — | |
| FedATOLalpha=0.12025.11 | 61.01 | 80.05 | — | |
| FedAvgalpha=0.12025.11 | 62.1 | 76.29 | — | |
| FedLNalpha=0.12025.11 | 66.41 | 76.03 | — | |
| KNN*Contrastive Learning=No2026.01 | 91.6 | 57.9 | — | |
| ENNScoring function=softmax score2021.07 | 98.37 | 29.72 | 74.54 | |
| ENNsScore=Energy score2021.07 | 99.31 | 28.69 | 74.14 |