CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10-LT IF 10 (test)
91.2Top-1 Accuracy
16
CIFAR-10 32x32x3 (test)
0.813AUPR (Inliers)
16
CIFAR-10 Global
69.2Accuracy
15
CIFAR-10 (test)
94.78Accuracy
15
CIFAR-10 Sym0.8 (test)
91.2AUROC
15
CIFAR-10 Sym0.5 (test)
95.9AUROC
15
CIFAR-10 Sym0.2 (test)
96AUROC
15
CIFAR-10 Non-IID
99Convergence Accuracy
15
CIFAR-10 Symmetric Label Noise, Localized
59.99Accuracy
15
CIFAR-10 Random Forget 50% (train)
100Unlearn Acc
15
CIFAR-10-LT IR=10 (test)
74.67Accuracy (Clean)
15
CIFAR-10 lambda=50 Long-Tailed (test)
13.3Error Rate
15
CIFAR-10 resized to 224 × 224 (test)
97.4Accuracy
15
CIFAR-10 PGD-100, l_2, 128/255 (test)
70.24TPR-95
15
CIFAR-10 (test)
91.8Accuracy
14
CIFAR-10 (test)
80.6Mean Accuracy
14
CIFAR-10 Class Unlearning
99.2Accuracy
14
CIFAR-10 Sample Unlearning (Dr)
100Accuracy
14
CIFAR-10 official (test)
0.737ACR
14
CIFAR-10 original
98.81Ar
14
CIFAR-10 Imbalanced
11.7Average Expected Loss
14
CIFAR-10-LT Ratio 10 (test)
89.2Balanced Accuracy
14
CIFAR-10 (Df)
99.92Accuracy
14
CIFAR-10
9.76Attack Success Rate
14
CIFAR-10 (test)
95.52Accuracy (40% Noise)
14