CIFAR10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10 pair noise 0.4 Dirichlet non-IID (a=100) (test)
0.27ECE
11
CIFAR10 (test)
6.31Top-1 Error
11
Inst. CIFAR10 (test)
92.01Accuracy (eta=0.2)
11
CIFAR10 Extreme non-i.i.d. partition
2.46Global Cycles to 30% Acc
10
CIFAR10 Mild non-i.i.d. partition
5.9Cycles to 51% Acc
10
CIFAR10 (train)
3.8Training Time (h)
10
CIFAR10
93.1Accuracy (Severity 0)
10
CIFAR10-DVS
80.9Accuracy
10
CIFAR10 8/255 noise (test)
85.07Natural Accuracy
10
CIFAR10 Noise C (test)
73.3Acc (Gaussian)
10
CIFAR10-C Far (test)
0.733Acc (Gaussian)
10
SPH-CIFAR10 (test)
75.01Accuracy
10
CIFAR10-C
0.872F1 Score
10
CIFAR10-C
2.2Absolute Estimation Error
10
Cifar10
99.23ACC
10
CIFAR10 (test)
78.1Natural Accuracy
10
CIFAR10 [0:4] (ID) vs [5:9] (OOD) (test)
89AUROC
10
CIFAR10 original (test)
97.9Accuracy
10
CIFAR10 ResNet20 (test)
2.695Efficiency Rate
9
CIFAR10C target domain
69Accuracy
9
CIFAR10-LT NID1_0.5, rho=100
64.75Accuracy
9
CIFAR10-LT NID1_0.5, rho=50
74.69Accuracy
9
CIFAR10-LT (NID1_0.5, rho=10)
78.62Accuracy
9
CIFAR10 NID2 label quantity skew
79.7Accuracy
9
CIFAR10 NID1_0.5 label/quantity skew
0.896Accuracy
9