CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 Instance-dependent Noise 0.4 (test)
85.78Accuracy (Best)
5
CIFAR-100 Instance-dependent Noise 0.3 (test)
88.68Best Accuracy
5
CIFAR-100 Symmetric Noise 0.2 (test)
89.38Accuracy (Best)
5
CIFAR-FS 1-shot (test)
79.67Accuracy
5
CIFAR-100
5.3Accuracy
5
CIFAR-10
6.8Accuracy
5
CIFAR-100 (test)
57.5Success Rate
5
CIFAR-100 Dirichlet setting (100 clients) (test)
78.03Accuracy
5
CIFAR-10 Dirichlet setting (100 clients) (test)
96.05Accuracy
5
CIFAR100
0.96LCOS
5
CIFAR10
0.3LCOS
5
CIFAR-10/100
2.2Generation Time (hrs)
5
CIFAR10 (subsampled)
1Normalized Clustering Loss
5
CIFAR10 (test)
94.05Accuracy
5
CIFAR100 standard (test)
75.03Accuracy
5
CIFAR10 standard (test)
91.37Accuracy
5
CIFAR-10 (test)
0.02MSE
5
CIFAR10 epsilon = 16/255 (test)
42.25Clean Error
5
CIFAR-10 Split
92.43ACC
5
CIFAR-100 (test)
89Sparsity
5
CIFAR100 17 (test)
0.753Accuracy (All)
5
CIFAR10 17 (test)
96.3Accuracy (All)
5
CIFAR-100-50 (test)
75.3Label Accuracy
5
CIFAR100 (test)
22.7Top-1 Acc
5
CIFAR10 (test)
56.36Top-1 Accuracy
5