CIFAR-100
Benchmarks
TaskDatasetSOTA resultTrendResults
CIFAR-100 OOD (Average of SVHN, Places365, LSUN, iSUN, Textures)
25.73FPR@95
14
CIFAR-100 (test)
62.3Accuracy (alpha=0.1)
14
CIFAR-100 (test)
87.59Acc_ft
14
CIFAR-100 Long-tailed (test)
54.6Accuracy (IF=100)
14
CIFAR-100 Long-tailed Imbalance factor 0.01 (test)
49.73Top-1 Acc
14
CIFAR-100-C
97Acc (C0)
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CIFAR-100 i-Blurry-50-10 (test)
79.89Average Accuracy
13
CIFAR-100 5%-200 devices
57.53Accuracy (Dirichlet alpha=0.5)
13
CIFAR-100 10%-100 devices
59.96Acc (Dirichlet α=0.5)
13
CIFAR-100 40% Instance-dependent label noise (test)
68.17Accuracy
13
CIFAR-100 20% Instance-dependent label noise (test)
71.24Accuracy
13
CIFAR-100 500 clients, 1% participation Dirichlet 0.3 (train test)
31.74Accuracy (500 Rounds)
13
CIFAR-100 Dirichlet 0.6, 500 clients, 2% participation (test)
39.61Accuracy (500R)
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CIFAR-100 In-distribution OpenOOD (test)
2.83FPR95 (MNIST)
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Long-tailed CIFAR-100 Imbalance factor 0.1 (test)
63.73Top-1 Acc
13
CIFAR-100 40% Asymmetric noise
63.53Accuracy
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CIFAR-100 50 / 50
68.15Balanced Accuracy
12
CIFAR-100-C mixture of 15 corruptions (val)
30.3Gaussian Noise Accuracy
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CIFAR-100 (test)
68.73Test Accuracy (Symmetric, η=0.2)
12
CIFAR-100S Dir(0.5) 100C
36.58Accuracy
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CIFAR-100S Dir(0.1) 100C
53.72Accuracy
12
CIFAR-100S Dir(0.1) 50C
56.25Accuracy
12
CIFAR-100 non-iid delta=0.3
55.27Accuracy
12
CIFAR-100 corrupted (test)
71.1Top-1 Acc
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CIFAR-100 IID (test)
56.77Accuracy
12