CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Non-IID Dir(0.5) 2009 (test)
89.33Top-1 Accuracy
20
CIFAR-10 IID 2009 (test)
92.06Top-1 Accuracy
20
CIFAR-10 (test)
60.44Pretrain Accuracy
20
CIFAR-10 (test)
86.7Base Accuracy (BA)
20
CIFAR-10 rho=100 long-tailed (test)
87.5Accuracy
20
CIFAR-10-N-LT Imbalance Ratio 100
79.36Accuracy (Noise 0.1)
20
CIFAR-10-LT IF=100 (test)
88.5Top-1 Accuracy
20
CIFAR-10 epsilon=8/255 1.0 (test)
51.94Clean Error
20
CIFAR-10 50% forget set
0.005Average Gap
20
CIFAR-10 Flip label noise (test)
93.4Accuracy (40% Noise)
19
CIFAR-10 (test)
96.1Accuracy (Symmetric 20%)
19
CIFAR-10 In-distribution OpenOOD (test)
99.26Average AUROC
19
CIFAR-10 Clean
94.77Accuracy
19
CIFAR-10 (test)
97.22Accuracy
19
CIFAR-10N (test)
92.42Accuracy
19
CIFAR-10 Long Tailed Imbalance Ratio 100 (test)
86.1Top-1 Acc
19
Imbalanced CIFAR-10 long-tailed ratio 100 ResNet32 (test)
80.45Top-1 Acc
19
CIFAR-10
99ASR
18
CIFAR-10 50 (test)
89Clean Accuracy
18
CIFAR-10 W
77.64OOD Accuracy
18
CIFAR-10-W (OOD)
77.64Accuracy
18
CIFAR-10
669.22DTW
18
CIFAR-10 (test)
87.05Accuracy (Clean)
18
CIFAR-10 DM-AT (test)
90.82Clean Accuracy
18
CIFAR-10 (test)
96.7Accuracy (20% Noise)
18