CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 Practical heterogeneous (alpha = 0.1, K = 20) (test)
91.15Accuracy
10
CIFAR-100 Patho(10)
94Test Accuracy
10
CIFAR-100 SC-Dir(0.3)
85.9Test Accuracy
10
CIFAR-100 GL-Dir(0.3)
84.1Test Accuracy
10
CIFAR-100 Patho(10)
94.1Mean Accuracy
10
CIFAR-100 SC-Dir(3)
93.4Mean Accuracy
10
CIFAR10 without data augmentation (In-distribution)
82.35Accuracy
10
CIFAR-10 (test)
32.3Accuracy Epoch 1
10
CIFAR-100
66.73Accuracy
10
CIFAR-10 (test)
94Clean Accuracy
10
CIFAR-10 (test)
88.85Accuracy (Dirichlet α=0.1)
10
CIFAR-100 long-tailed (test)
43.96Top-1 Acc (rho=200)
10
CIFAR-2 CIFAR-10 subset (test)
13.79LDS (%)
10
CIFAR-10 (IND) + CIFAR-100 (OOD)
93.69Test Accuracy
10
CIFAR-10 3072-8(8)-10
1Weights Recovered
10
CIFAR10
0.7NLL
10
CIFAR10
3.83Log Time
10
CIFAR-10 all-to-one (test)
96Clean Detection Rate
10
CIFAR-10
0.96Clean Detection Rate
10
CIFAR-10 (50%(sym))
92.4Accuracy
10
CIFAR-10 (20%(sym))
94.56Accuracy
10
CIFAR-10 (test)
86.43Clean Accuracy
10
CIFAR100
72.3Acc (Sev 0)
10
CIFAR-100 (train test)
100Train Accuracy Retention
10
CIFAR-10 (train test)
100Train Acc Retention
10