CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Imbalanced Step
21.65Top-1 Error (rho=100)
9
CIFAR-10 Imbalanced Long-Tailed
20.18Top-1 Error (rho=100)
9
CIFAR10 gamma=150 (test)
72.8Accuracy
9
CIFAR10 gamma=50 (test)
83.9Accuracy
9
CIFAR-10 (test)
0.936Accuracy (Unpruned)
9
CIFAR-10
97.34Accuracy (Natural)
9
CIFAR-10 250 labeled samples
5.07Error Rate
9
CIFAR-100 symmetric noise
77.3Accuracy (20% Noise, Best)
9
CIFAR-10 symmetric noise
96.1Accuracy (20% Noise, Best)
9
CIFAR-10
0.1GPU Hours
9
CIFAR-10 1k labels (test)
10.55Test Error Rate
9
CIFAR-100 data-augmented (test)
82.8Accuracy
9
CIFAR (test)
62Verification Rate
9
Cifar10
7.03FID (10 steps)
9
CIFAR-10 (val)
93.96Top-1 Accuracy
8
CIFAR-10
70Communication Rounds
8
CIFAR-100 (All)
90.82Accuracy (Offline, All)
8
CIFAR-100
0.791Accuracy
8
CIFAR FS
45.1Average Accuracy
8
CIFAR-100 LT20
12.27Accuracy
8
CIFAR100
80.4Accuracy
8
CIFAR-100-C Severity 5, Mild Scenario
1.93Gaussian Noise Error
8
CIFAR-100 sigma=10 (test)
54.03Test Accuracy
8
CIFAR10 (test)
85.52Clean Accuracy
8
CIFAR10 (val)
85.95Clean Accuracy
8