OOD Detection on CIFAR-100 vs LSUN (test)
16.16FPR @ FNR=0.05CIDER
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CIDERlayer=penultimate2023.10 | 16.16 | — | — | — | — | — | — | — | |
| AHGC2024.12 | 25.15 | 80.42 | 88.88 | 62.18 | 7.56 | 19.15 | 30.26 | 49.71 | |
| CIDER (hypersphere) + Diffusionmodel=Riemannian Diffusion Model2023.10 | 35.78 | — | — | — | — | — | — | — | |
| KNN+2023.10 | 48.99 | — | — | — | — | — | — | — | |
| Scone2024.12 | 75.09 | 78.65 | 85.06 | 60.29 | 3.89 | 7.63 | 25.95 | 45.63 | |
| UDG2024.12 | 78.7 | 76.79 | 84.74 | 63.05 | 1.59 | 5.34 | 18.04 | 44.7 | |
| SSD+2023.10 | 79.39 | — | — | — | — | — | — | — | |
| ConjNorm2024.12 | 79.82 | 77.29 | 85.17 | 61.98 | 2.84 | 6.08 | 20.95 | 44.88 | |
| ODIN2024.12 | 80.57 | 78.22 | 86.34 | 63.44 | 1.68 | 5.59 | 17.37 | 45.56 | |
| OE2024.12 | 83.53 | 77.1 | 86.28 | 60.97 | 1.72 | 7.91 | 22.61 | 44.19 | |
| EBO2024.12 | 84.51 | 77.66 | 86.42 | 61.4 | 1.59 | 6.44 | 19.58 | 46.66 | |
| MCD2024.12 | 86.08 | 74.05 | 84.21 | 58.62 | 1.57 | 5.16 | 18.05 | 41.25 | |
| CIDERrepresentation=hypersphere2023.10 | 93.68 | — | — | — | — | — | — | — |