CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR
5.4Classification Error (Bernoulli)
9
CIFAR-100-C 18 (test)
52.6Accuracy
9
CIFAR-S CIFAR-10 synthetic color gray bias
92.1Unweighted Avg Accuracy
9
CIFAR-10 40% open-set noise (test)
92.12Accuracy
9
CIFAR-10
30.1AlexNet Accuracy
9
CIFAR-100 (test)
98.2OOD Accuracy (SVHN)
9
CIFAR-100 (target)
0.634Accuracy (All)
9
CIFAR-100
63.4Acc (All)
9
CIFAR-10
86.1Overall Accuracy
9
CIFAR-10 50% known, 50% novel
95.7Known Accuracy
9
CIFAR100 (test)
41.47IDN (20%)
9
CIFAR10
2Rejection Rate
9
CIFAR-100 standard (test)
78.2Accuracy (10% Noise)
9
CIFAR-10 standard (test)
95.4Accuracy (10% Noise)
9
CIFAR-10 original (test)
56.18TPR-95 Accuracy (Multi-target)
9
CIFAR-100-LT (test)
77.9AUC (All)
9
CIFAR-10-LT (test)
83.9AUC (All)
9
CIFAR-100 (test)
100ASR
9
CIFAR10 (test)
93.48Clean Accuracy
9
CIFAR-10 (test)
94.09Accuracy (10% Noise)
9
CIFAR10-LT imbalance factor 100 1.0 (test)
20.73Balanced Error
9
CIFAR-10-LT
30.45Balanced Accuracy
9
CIFAR-10 (test)
92Accuracy (Symmetric 20%)
9
CIFAR-100 20 (unlabeled)
35Accuracy
9
CIFAR10 (unlabeled)
61.7Accuracy
9