CIFAR ImageNet
Benchmarks
TaskDatasetSOTA resultTrendResults
CIFAR-10 (in-distribution) TinyImageNet (out-of-distribution) (test)
99.88AUROC
79
CIFAR100 ID TImageNet OOD
0.942AUROC
38
CIFAR-10, CIFAR-100, TinyImageNet Average
89.32AUROC
35
Average (CIFAR-10, CIFAR-100, TinyImageNet)
91.17AUROC
35
CIFAR-10 in-dist ImageNet out-dist
0.99AUROC
28
CIFAR10, CIFAR100, ImageNet-100
94.6Accuracy (All)
20
CIFAR-10 IND ImageNet R OOD
98.1AUROC
20
CIFAR-100, ImageNet-O, ImageNet-V2, CIFAR-10
65.27Top-1 Accuracy
8
CIFAR-100 (ID) ImageNet-R (OOD) (test)
0.269FPR
8
CIFAR-100 (ID) ImageNet-F (OOD) (test)
64.89FPR
8
CIFAR-100 ID TinyImageNet OOD
80.58AUPR
6
CIFAR-100 (IND) / TinyImageNet (OOD) with 50% symmetric noise (test)
77.3F1 Score
5
CIFAR100, ImageNet100
84.5Overall Accuracy
2
CIFAR-10 IND Imagenet C OOD
98.6AUROC
2
CIFAR-100 IND / Imagenet C OOD
0.873AUROC
2
CIFAR-100 IND Imagenet R OOD
87AUROC
2