CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 standard (test)
88.9Clean Accuracy
28
CIFAR-10 Corruption v1
85.98Accuracy
28
CIFAR-10 Imbalance Factor 200 Long-Tailed (test)
62.3Accuracy
28
CIFAR-10
0.68Kendall Rank Correlation
28
CIFAR-10 40% IDN (test)
85.94Accuracy
28
CIFAR-10 30% IDN (test)
90.73Accuracy
28
CIFAR-10 (test)
0.2Classwise ECE
27
CIFAR-10 C (test)
95.9ASR
27
CIFAR-10 FarOOD
95.15AUROC
27
CIFAR-10.1
0.04ECE
27
CIFAR-10 Long-Tailed (rho=50) (test)
89.8Top-1 Accuracy
27
CIFAR-10 symmetric label noise (test)
97.33Accuracy (20% Noise)
27
CIFAR-10 In-Distribution
0.997AUROC (SVHN)
26
CIFAR-10 512-image subset (test)
95.9Clean Accuracy
26
S-CIFAR-10
92.74Accuracy
26
CIFAR-10C level 5 (test)
7.7Mean Error
26
CIFAR-10 Symmetry-20% noise (test)
89.71Accuracy (Test)
26
CIFAR-10 Seq
96.98Average Accuracy
25
CIFAR-10
95.2Top-1 Acc
25
CIFAR-10 (test)
96.75Accuracy (Symmetric Noise, η=0.2)
25
CIFAR-10
0.001LPIPS
25
CIFAR-10+ (test)
3.44Test Error Rate (%)
25
CIFAR-10-C
84.9Accuracy
24
CIFAR-10 (test)
87.6Accuracy (Natural)
24
CIFAR-10 (test)
99Test Accuracy
24