CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 1.0 (test)
86.5Clean Accuracy
34
CIFAR-10-LT IF 100 (test)
87.2Top-1 Acc
34
CIFAR-100 i-Blurry-50-10 (test)
61.7Average Accuracy
33
CIFAR-10
96Accuracy
33
CIFAR-10 (LQ-3 partition)
67.896Accuracy
33
CIFAR-10 (LQ-2 partition)
59.843Accuracy
33
CIFAR-10 (LQ-1 partition)
46.895Accuracy
33
CIFAR-10 Dirichlet partition
68.555Accuracy
33
CIFAR-100-C (test)
36.64Error Rate (%)
33
CIFAR-100 and CIFAR-100-C brightness (test)
0.779Accuracy (In-Distribution)
33
CIFAR-10
97.2Accuracy
33
CIFAR100 Dirichlet non-IID setting (test)
62.5Top-5 Accuracy
33
CIFAR-100
79.9Accuracy (20% Symmetric Noise)
33
CIFAR-10.1
98Top-1 Acc
33
CIFAR-10 (test)
150Targeted Communication Cost
33
CIFAR-10 non-IID s=2
91.82Test Accuracy
33
CIFAR-10 (full)
0.926Accuracy
33
CIFAR10
2.56BPD
33
CIFAR-100 Sym-20% (test)
75.79Accuracy
33
CIFAR-10
94.33Accuracy (Pruned)
33
CIFAR-10 (test)
95.7Accuracy
33
CIFAR100 (test)
2.93ECE
32
CIFAR-10
79.32Accuracy
32
CIFAR-100 (test)
49.02Accuracy
32
CIFAR100 LT
60.8Accuracy
32