OpenOOD
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Out-of-Distribution Detection | OpenOOD average of NINCO, iNat, SSB-Hard, OpenImages-O, Textures | FPR @ 95%25 | 130 | |
| Out-of-distribution detection | OpenOOD Far-OoD average v1.5 | AUROC96.7 | 39 | |
| Out-of-distribution detection | OpenOOD Near-OoD average v1.5 | AUROC0.8654 | 39 | |
| OOD Detection | OpenOOD CIFAR10 Near-OOD | AUROC95.72 | 36 | |
| Out-of-Distribution Detection | OpenOOD ImageNet-1k ID Far-OOD | AUROC97.67 | 30 | |
| OOD Detection | OpenOOD Far-OOD CIFAR10 | AUROC99.83 | 30 | |
| Out-of-distribution detection | OpenOOD Openimage-O v1.5 | FPR@9514.65 | 21 | |
| Out-of-distribution detection | OpenOOD Textures v1.5 | FPR@950.2955 | 21 | |
| Out-of-distribution detection | OpenOOD iNaturalist v1.5 | FPR951.65 | 21 | |
| Out-of-distribution detection | OpenOOD NINCO v1.5 | FPR@9549.7 | 21 | |
| Out-of-distribution detection | OpenOOD SSB-hard v1.5 | FPR@9554.21 | 21 | |
| OOD Detection | OpenOOD Far-OOD 1.0 | AUROC96.71 | 19 | |
| OOD Detection | OpenOOD Far-OOD | AUROC99.05 | 18 | |
| OOD Detection | OpenOOD (Near-OOD) | AUROC88.36 | 18 | |
| OOD Detection | OpenOOD CIFAR100 as ID v1.5 (test) | AUROC83.06 | 17 | |
| Out-of-Distribution Detection | OpenOOD CIFAR-100 (ID) Places365 (Far-OOD) v1.5 (test) | FPR@9544.07 | 16 | |
| Out-of-distribution Detection | OpenOOD ImageNet-1K ID (Near-OOD) | AUROC85.8 | 10 | |
| OOD Detection | OpenOOD Near-OOD (ImageNet-1k ID) | AUROC82.63 | 10 | |
| OOD Detection | OpenOOD Near-OOD 1.0 | AUROC82.63 | 9 | |
| Full-spectrum OOD Detection | OpenOOD Far-OOD | AUROC94.35 | 7 | |
| Full-spectrum OOD Detection | OpenOOD Near-OOD | AUROC78.9 | 7 | |
| OOD Detection | OpenOOD CIFAR10 Near-OOD and Far-OOD | AUROC (Near-OOD)94.91 | 7 | |
| Out-of-Distribution Detection | OpenOOD Average | FPR@9541.93 | 6 |
Showing 23 of 23 rows