CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100
22.44FPR95 (SVHN)
10
Cifar100
95.97ACC
10
CIFAR10 (test)
95.17ANN Accuracy
10
CIFAR-10 one-class v1
98.6CIFAR-10 Plane Score
10
CIFAR-10 OOD: SVHN (test)
0.843AUROC (H)
10
CIFAR100 Ns=5 (test)
80.41Accuracy (LA)
10
CIFAR-10 (test)
0.686Accuracy@1
10
CIFAR-100 (test)
65Clean Accuracy
10
CIFAR10
26.14PSNR
10
CIFAR10
94.3Clean Accuracy
10
Cifar10 (test)
92.6% Parameters Removed
10
CIFAR-10 Symmetric Noise 0.2 (test)
88.94Accuracy
10
CIFAR-10 Asymmetric Noise, ε=0.3 (test)
88.33Accuracy
10
CIFAR-10 (test)
89Median Test Accuracy
10
CIFAR-10 (test)
91.24Synthetic Accuracy (Data-Free)
10
CIFAR-10 4000 labels
95.9Precision
10
CIFAR-10 40 labels
95.19Precision
10
CIFAR-100 (test)
84.23Best Accuracy
10
CIFAR-10 (test)
81.61Anat Score
10
CIFAR10 CIFAR100 OOD (train)
85FPR
10
CIFAR-10 L-infinity, epsilon=4/255
64.91Robust Accuracy (AA)
10
CIFAR-10-LT gamma=100, beta=20% (test)
81.9G-mean
10
CIFAR-100 (test)
78.01Accuracy (Symmetric 0%)
10
CIFAR-10
95.96Symmetric Score (0%)
10
CIFAR-10 Imbalance Ratio 100 Heteroskedastic Noise (val)
42.4Top-1 Acc (Noisy & Rare)
10