Out-of-Distribution Detection on MNIST notMNIST
0.9959AUROCGram
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| GramBackbone=LeNet2026.02 | 0.9959 | — | — | — | — | — | — | 0.9916 | |
| COMBOODBackbone=LeNet2026.02 | 0.982 | — | — | — | — | — | — | 0.9662 | |
| KNNBackbone=LeNet2026.02 | 0.9737 | — | — | — | — | — | — | 0.9385 | |
| Reg. MahalanobisBackbone=LeNet2026.02 | 0.8998 | — | — | — | — | — | — | 0.8267 | |
| ODINBackbone=LeNet2026.02 | 0.8985 | — | — | — | — | — | — | 0.8076 | |
| Softmax BaselineArchitecture=3-layer FC (256-wide), Nonlinearity=GELU, Optimizer=Adam, Training Epochs=302016.10 | 0.85 | 0.5 | 0.86 | 0.5 | 0.88 | 0.5 | 0.92 | — | |
| MDSBackbone=LeNet2026.02 | 0.5019 | — | — | — | — | — | — | 0.3284 |