Out-of-Distribution Detection on CIFAR-10 (TNR@TPR95 vs ISUN/ImageNet/Uniform)
100TNR@TPR95% (ISUN)OECC
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| OECCBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 100 | 100 | 99.6 | 99.9 | 99.8 | 100 | 100 | 99.9 | |
| GramBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 99.8 | 99.9 | 94.4 | 99.6 | 98.7 | 100 | 100 | 98.2 | |
| OECCBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 99.7 | 99.8 | 95.7 | 99.3 | 98.6 | 100 | 100 | 98.5 | |
| GramBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 99.1 | 99.5 | 88.7 | 98.8 | 96.8 | 100 | 100 | 96 | |
| ODINBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 94.3 | 95.8 | 80.2 | 94.6 | 88.3 | 100 | 100 | 95 | |
| ODINBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 94 | 96.2 | 74.6 | 92.5 | 86.9 | 100 | 100 | 77 | |
| BaselineBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 93.2 | 94.2 | 79.9 | 93.4 | 87.1 | 100 | 100 | 92.2 | |
| BaselineBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 63.3 | 66.9 | 52 | 59.4 | 57 | 76.4 | 88.1 | 40.4 |