CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10-C Dynamic Stream
5.9ECE
2
CIFAR-10
443.4Training Time (s)
2
CIFAR-100 (test)
63.1Clean Accuracy
2
CIFAR-10
1.12Theta (rad)
2
CIFAR-100 Centralized (test)
73.97Accuracy
2
CIFAR-10 Centralized (test)
94.98Accuracy
2
CIFAR10 (test)
96.37Accuracy (Test)
2
CIFAR-10 (test)
97.88Accuracy
2
CIFAR10
0.942BA
2
CIFAR-10
99.9OOD Score (SVHN)
2
CIFAR-10 (test)
0.809SC
2
CIFAR100 (test)
22.91Acc
2
CIFAR-100 (test)
74.4Dehydra CDA
2
CIFAR-10 IR=50 long-tail (test)
59.37Accuracy (Clean)
2
CIFAR10 (train)
24.3ACC
2
CIFAR
7.6FID Score
2
CIFAR-10 SSDT 1.0 (test)
93.86Backdoor Accuracy (BA)
2
CIFAR-10 Texture semantic OOD & CIFAR-10-C covariate OOD (test)
5.63FPR
2
CIFAR-10 SVHN semantic OOD & CIFAR-10-C covariate OOD (test)
0.08FPR
2
CIFAR-100 1000 labels
9.94Top-1 Error Rate
2
CIFAR10 (test)
79Improved Samples (%)
2
CIFAR-100
13.41L2 Norm (||W||2)
2
CIFAR-10
7.11L2 Norm Weight
2
CIFAR-100
85.455-way Accuracy
2
CIFAR-10 Setting 2
99.9Plane Score
2