CIFAR10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10 embedding
11NLD
12
CIFAR10 (test)
46FID
12
CIFAR10-LT
94.69AUC
12
CIFAR10-LT SC-OOD benchmark p = 50 (test)
94.98AUC
12
CIFAR10 (test)
1,496Amortization Cost
12
CIFAR10 Dnear
0.906AUROC
12
CIFAR10 standard (test)
72.838Accuracy
12
CIFAR10 (0-4) vs {CIFAR10 (5-9), LSUN, SVHN, Fashion-MNIST, MNIST} (test)
0.954AUROC
12
CIFAR10 0-4 (test)
90.26Accuracy
12
CIFAR10 Dt (test)
73.2Accuracy
11
CIFAR10 (Dr)
100Accuracy
11
CIFAR10 DVS (test)
84Top-1 Accuracy
11
CIFAR10 Pathological Label Skew (test)
86.89Accuracy
11
CIFAR10 (ID) -> SVHN (OOD) (test)
98.4ID Accuracy (%)
11
CIFAR10 (val)
0.014L1 Loss
11
CIFAR10C 2% bias ratio unbiased (test)
52.7Accuracy
11
Cifar10 Non-IID alpha=5.0 (test)
89.44ACC-IN
11
Cifar10 Non-IID alpha=0.5 (test)
90.46ACC-IN
11
Cifar10 Non-IID alpha=0.1 (test)
93.51ACC-IN
11
CIFAR10 0.6
70.88Accuracy (Generalized)
11
CIFAR10 (test)
0.785Accuracy
11
CIFAR10 binarized (test)
3.46AUC (Data Elimination Impact)
11
CIFAR10
0.95AUC
11
CIFAR10 pathological non-IID (50 clients, 800 samples)
94.05Top-1 Acc
11
CIFAR10 symmetric noise 0.6 Dirichlet non-IID (a=100) (test)
28ECE
11