CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10S (test)
91.8Accuracy
17
CIFAR-LT-100 Imbalance Factor 100 (test)
51.99Top-1 Error
17
CIFAR-FS 5-shot
90.73Accuracy
17
CIFAR-100
70.1Test Accuracy (Clean)
17
CIFAR-100 Asymmetry-40% noise (test)
61.59Test Accuracy
17
CIFAR-100 Symmetry-80% noise (test)
43.45Test Accuracy
17
CIFAR10 (labelled)
61.7Accuracy
17
CIFAR-100 (test)
8.94FID
17
CIFAR-100
90.32Clean Accuracy
16
CIFAR-10
94Top-1 Accuracy (Baseline)
16
CIFAR-10 conditional
7.53FID
16
CIFAR-10
94.59Accuracy (%)
16
CIFAR-100 1.0 (Fourth Session Transition)
55.82Proposed Accuracy
16
CIFAR-100 Second Session Transition 1.0
53.52Proposed Score
16
CIFAR-10 Second Session Transition 1.0
72.95Proposed Score
16
CIFAR-10
98.74Accuracy
16
CIFAR10
612Mean Failure Count
16
CIFAR-10 (test)
93.99Accuracy (Clean)
16
CIFAR-10 Long-Tailed (test)
89.2AUROC
16
CIFAR-10 90/10 (val)
86.2Accuracy
16
CIFAR-100 standard (test)
79.16Acc
16
CIFAR-10 (test)
88.21Accuracy
16
CIFAR-100 (non-IID)
2,484.79Training Delay (minutes)
16
CIFAR-100 (IID)
2,179.92Training Delay (minutes)
16
CIFAR-10 (non-IID)
2,540.26Training Delay (minutes)
16