CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
95.29Standard Accuracy (SA)
11
CIFAR-10 (test)
83.93Accuracy (Base)
11
CIFAR-10 (test)
99.9OOD Score (SVHN)
11
CIFAR-10 (test)
92.47Linear Top-1 Acc
11
CIFAR-10 down-sampled to 32x32 (test)
96.6Median Accuracy
11
Long-tailed CIFAR-10 Imbalance factor 0.02 (test)
85.17Top-1 Accuracy
11
CIFAR-10-LT λ=10 (test)
9.94Error Rate
11
CIFAR-10 clean (test)
95.42Accuracy (ε=0.2)
11
CIFAR-10 last 20% of data stream
25.95Average Accuracy
10
CIFAR-10 l_inf, epsilon=8/255 (test)
92.44Clean Accuracy
10
CIFAR-10 original (test)
0.05Empirical RDP (epsilon_alpha)
10
CIFAR-10 Long-Tailed (ρ = 100) (test)
77.73Accuracy
10
CIFAR-10-C
87.25Average Accuracy
10
CIFAR-10 (unlearned set Du)
100Macro F1 Score
10
CIFAR-10 (test)
86.9Test Accuracy
10
CIFAR-10 (test)
94Clean Accuracy
10
CIFAR-10 (test)
80.46Accuracy (Noise 0.1)
10
CIFAR-10 (test)
85Clean Accuracy
10
CIFAR-10 (test)
88.5Top-1 Acc
10
CIFAR-10 Resnet-18 (test)
80Pretrain Accuracy
10
CIFAR-10 ResNet-18
58.54Pretrain Accuracy
10
CIFAR-10 32x32 (test)
4.23FID
10
CIFAR-10 8/255 perturbation (test)
92.44Clean Accuracy
10
CIFAR-10.2 (test)
14.8Error Rate
10
CIFAR-10 (test)
86.5AUROC
10