CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10-LT Average across OOD sets
92.87AUROC
4
CIFAR10-LT vs CIFAR100
85.93AUROC
4
CIFAR100-LT (ID) CIFAR10 (OOD) (test)
63.73AUROC
4
CIFAR-10-LT rho=100 (test)
94.41Precision
4
CIFAR100 Uniform Defense Scenario (test)
0.64FedMIA-II AUC
4
CIFAR-10 (test)
100Accuracy
4
CIFAR-10 (test)
0.02BadNet Execution Time
4
CIFAR100
85.21Clean Accuracy
4
CIFAR10 Unauthorized domain
57Accuracy
4
CIFAR-10 IID (test)
85.01MA
4
CIFAR-10 Non-IID beta=0.5
93.44Backdoor Accuracy (BA)
4
CIFAR-100 (Retain)
99.96Accuracy
4
CIFAR-100 (test)
22.04Test Error (%)
4
CIFAR-10 (test)
66Certified Acc (r=0.0)
4
CIFAR-10 32x32 unconditional (test)
2.38FID
4
CIFAR-10 32x32 conditional
7.19FID
4
CIFAR-100
1.62Train Loss
4
CIFAR-10
0.786Smoothness
4
CIFAR10-2 unlabeled (train)
0.031Absolute Estimation Error
4
CIFAR-10 (test)
75.67Robustness
4
CIFAR-100
76.42Accuracy (Deployment)
4
CIFAR-10 Multi-class
91.2AUPRC
4
CIFAR-100 (test)
68.49Accuracy
4
CIFAR-100
65.52Recall@1
4
CIFAR-100 (test)
77.52Accuracy
4