CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 NIID B
73.36Accuracy
3
CIFAR-10 NIID A
81.58Accuracy
3
CIFAR-100
82.38Accuracy
3
CIFAR-10-C Covariate Shift
64.8Accuracy
3
CIFAR-100
43.26FID
3
CIFAR10
35.5FID
3
CIFAR10
34Robust Accuracy
3
CIFAR-100 (test)
66Test Accuracy
3
CIFAR100 (val)
155Count meeting 20.0% Threshold
3
CIFAR-10 Long-Tailed IR=50 (test)
73.93Accuracy (Clean)
3
CIFAR-10 (test)
-1,817ELBO (Test)
3
CIFAR-10
6.68FID
3
CIFAR100 T=20
91.18Last Task Accuracy (AT)
3
CIFAR-10
98.04Conditional Accuracy (Label)
3
CIFAR-10 p_miss = 0
0.35Error (Noise Level 1)
3
CIFAR-10 watermarked (10x10 top-left patch) (test)
47.36Accuracy
3
CIFAR-10 first 100 images (test)
204.23Explanation Complexity (|Ex|)
3
CIFAR-100C contrast level 4
33Error Rate (Actual)
3
CIFAR-10
94.47Accuracy
3
CIFAR-10 with Motion blur (k=5, sigma_n=0.1) (test)
0.003LPIPS
3
CIFAR-10 with Motion blur (k=5, sigma_n=10^-6) (test)
0.003LPIPS
3
CIFAR-10 Random masking (rho=0.5, sigma_n=0.1) (test)
0.006LPIPS
3
CIFAR-100
0.86AUROC (Log Loss)
3
CIFAR10 Snow Corruption, Setup 2
70.6Accuracy (Severity 0)
3
CIFAR10 Snow Corruption, Setup 1
91.6Accuracy (Severity 0)
3