CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10-LT IR 100 (test)
3.7ECE
9
CIFAR-10 LT Imbalance ratio 50
85.46Top-1 Acc
9
CIFAR-10-LT Imbalance ratio 100
82.68Top-1 Acc
9
CIFAR-10-C 1.0 (test)
90.38AUROC
9
CIFAR-10 (target)
86.1Accuracy (All)
9
CIFAR-10 (test)
94.29Accuracy (Sym. 0%)
9
CIFAR-10 IDN-45% (test)
78.6Accuracy
9
CIFAR-10 standard (test)
84.21Anat Accuracy
9
CIFAR-10 LT20
46.75Accuracy
8
CIFAR-10-C Severity 5 Mild Scenario
62.82Accuracy (Gaussian Noise)
8
CIFAR-10 Low-pass Filtered (test)
88.73Test Accuracy
8
CIFAR-10 Unfiltered (test)
90.52Accuracy
8
CIFAR-10
3.84Average Attack Deviation
8
CIFAR-10
54.3MIA Accuracy
8
CIFAR-10 1k 10% label noise
56.1Accuracy (20% Selected Data)
8
CIFAR-10 RST 500K-unlabeled (test)
89.1Clean Accuracy
8
CIFAR-10 (test)
1.74Log-Likelihood
8
CIFAR-10-C Severity level 5 (test)
80.63AUPR
8
CIFAR-10-C Severity level C=3 (test)
70.24AUPR
8
CIFAR-10-C Severity level 1 (test)
58.72AUPR
8
CIFAR-10-LT rho=0.1 (test)
86.28Accuracy (Test)
8
CIFAR-10 Non-IID
77.1Accuracy (Group 95%-100%)
8
CIFAR-10 IID
77.87Accuracy (Group [95%, 100%])
8
CIFAR-10
18.8Epochs to Convergence
8
CIFAR-10 (val)
91.45Accuracy
8