CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 10% Minority (test)
0.593Majority Accuracy
20
CIFAR-100 alpha_dir = 0.5
100PPS
20
CIFAR-10 alpha_dir = 0.5
100PPS
20
CIFAR-10
0.52Normalized Generalization Error
20
CIFAR-10
0.142G(W) Generalization Error
20
CIFAR10
6.09FID
20
CIFAR-100-LTN Asymmetric Noise IF=10, NR=40% (test)
70.5Accuracy
20
CIFAR-100-LTN Symmetric Noise IF=10, NR=40% (test)
81.5Accuracy
20
CIFAR-10 (In-distribution) vs SVHN (OOD) (test)
98.3AUROC
20
CIFAR-100
5.98Average Exit Layer (Standard)
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CIFAR-100
5.98L¯
20
CIFAR
100AUC
20
CIFAR-10 Tiny10 CNNs n=256
85.3Accuracy (Random Family)
20
CIFAR 100 Far OOD
0.21FPR@95
20
CIFAR 10 (Far OOD)
1.07FPR@95
20
CIFAR-10 (test)
92.54Accuracy
20
CIFAR-100 (test)
41.42Accuracy (10% Budget)
20
CIFAR-10 (test)
81.45Accuracy (10% Budget)
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CIFAR-10 (test)
83.64Accuracy
20
CIFAR-10
90.2Acln
20
CIFAR-100 Non-IID Dir(0.5) 2009 (test)
40.01Top-1 Accuracy
20
CIFAR-100 IID 2009 (test)
47.84Top-1 Accuracy
20
CIFAR-10 Non-IID Dir(0.3) 2009 (test)
86.9Top-1 Accuracy
20
CIFAR-100 Multilingual (13 languages) (test)
66.18Top-1 Accuracy
20
CIFAR-100 1 (test)
3,300Accuracy
20