Out-of-Distribution Detection on SVHN (Comprehensive Multi-Source OOD Test)
100TNR@95% (ISUN)OECC
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OECCBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 100 | 100 | 99.5 | 100 | 99.9 | 100 | 100 | 98.9 | 99.1 | |
| OECCBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | |
| GramBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 99.9 | 100 | 97.2 | 99.8 | 99.3 | 100 | 100 | 86.8 | 90.1 | |
| GramBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 99.6 | 99.7 | 93.4 | 99.2 | 98 | 100 | 100 | 75.1 | 80.3 | |
| ODINBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 96.3 | 95.2 | 90 | 95.8 | 94.5 | 100 | 100 | 88.5 | 88.5 | |
| BaselineBackbone=DenseNet-BC-100, pNML Enhancement=true2021.10 | 93.6 | 91.7 | 89.7 | 93.6 | 92.8 | 100 | 99.7 | 81 | 81.4 | |
| ODINBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 78.5 | 77 | 68.5 | 79 | 77.6 | 71.7 | 95.6 | 66.6 | 65.7 | |
| BaselineBackbone=DenseNet-BC-100, pNML Enhancement=false2021.10 | 78.3 | 77.1 | 73.5 | 79.7 | 78.9 | 66.1 | 88.7 | 69.1 | 68.7 |