CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Instance-Dependent Noise 20% (test)
92.76Accuracy
20
CIFAR-10
94.89Deployment Accuracy
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CIFAR-100
57.12AAUC
20
CIFAR-10
78.31Average AUC
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CIFAR-10 standard (test)
87.02Avg Acc (Clean)
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CIFAR-100 (non-IID alpha=1.0)
63.15Accuracy
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CIFAR-10 standard (test)
87.53Accuracy (Natural)
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CIFAR-100
63.19Accuracy (Natural)
20
CIFAR10 LT
68.9AUC (Threshold 0.01)
20
CIFAR10-C
66.06AUC @ Imbalance 0.01
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CIFAR100-C
57.47AUC (Ratio 0.01)
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CIFAR-10 5-class (test)
19IC Test Error
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CIFAR-10 40 labeled samples
95.05Top-1 Accuracy
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CIFAR-10 32x32 (train)
1.77FID
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CIFAR-10-N-LT Imbalance Ratio 10
0.894Accuracy (NR 0.1)
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CIFAR-10
1.13ECE
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CIFAR100 Noise (val)
0.003Brier Score
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CIFAR100 Noise levels 1-5 (val)
1.499NLL
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CIFAR-10 (test)
85.35Anat Accuracy
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CIFAR PGDL tasks (train test)
40.92CMI
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CIFAR100 original (test)
87.91Accuracy
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CIFAR-100 80% noise (test)
66.4Accuracy
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CIFAR-100 50% noise (test)
77.6Accuracy
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CIFAR-100 20% noise (test)
79.6Accuracy
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CIFAR-10 90% noise (test)
91.9Accuracy
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