OpenOOD
Benchmarks
TaskDatasetSOTA resultTrendResults
OpenOOD average of NINCO, iNat, SSB-Hard, OpenImages-O, Textures
25FPR @ 95%
130
OpenOOD Far-OoD average v1.5
96.7AUROC
39
OpenOOD Near-OoD average v1.5
0.865AUROC
39
OpenOOD CIFAR10 Near-OOD
95.72AUROC
36
OpenOOD ImageNet-1k ID Far-OOD
97.67AUROC
30
OpenOOD Far-OOD CIFAR10
99.83AUROC
30
OpenOOD Openimage-O v1.5
14.65FPR@95
21
OpenOOD Textures v1.5
0.296FPR@95
21
OpenOOD iNaturalist v1.5
1.65FPR95
21
OpenOOD NINCO v1.5
49.7FPR@95
21
OpenOOD SSB-hard v1.5
54.21FPR@95
21
OpenOOD Far-OOD 1.0
96.71AUROC
19
OpenOOD Far-OOD
99.05AUROC
18
OpenOOD (Near-OOD)
88.36AUROC
18
OpenOOD CIFAR100 as ID v1.5 (test)
83.06AUROC
17
OpenOOD CIFAR-100 (ID) Places365 (Far-OOD) v1.5 (test)
44.07FPR@95
16
OpenOOD Near-OOD (ImageNet-1k ID)
84.52AUROC
15
OpenOOD ImageNet-1K ID (Near-OOD)
85.8AUROC
10
OpenOOD Near-OOD 1.0
82.63AUROC
9
OpenOOD Far-OOD
94.35AUROC
7
OpenOOD Near-OOD
78.9AUROC
7
OpenOOD CIFAR10 Near-OOD and Far-OOD
94.91AUROC (Near-OOD)
7
OpenOOD Average
41.93FPR@95
6
OpenOOD Far-OOD ImageNet-1k ID (test)
15.58FPR@95
5