CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 B50-S5 (test)
56.03Accuracy
8
CIFAR-100 B40-S20 setting 1.0 (test)
61.85AIA
8
CIFAR-100 B50-S10 setting 1.0 (test)
65.93AIA
8
CIFAR100-50 unlabelled (train)
65.8Clustering Accuracy
8
CIFAR-100
61.5Linear Accuracy
8
CIFAR-10
94.21ID Accuracy
8
CIFAR-10 Low Data Heterogeneity
84.48Accuracy
8
CIFAR-100 High Data Heterogeneity
60.89Accuracy
8
CIFAR100-B50 (10 steps) (test)
79.91Avg Top-1 Acc
8
CIFAR-10 all-to-all setting, WaNet attack (test)
94.49Accuracy
8
CIFAR-10 all-to-all setting DynamicAtt attack (test)
94.4Accuracy
8
CIFAR-10 all-to-all setting, SIG attack (test)
94.66Accuracy
8
CIFAR-10 all-to-all setting, Badnet attack (test)
94.63Accuracy
8
CIFAR-100 (test)
68.75Clean Accuracy
8
CIFAR-100
0.046MPE (Novel)
8
CIFAR-10
0.008MPE (Novel)
8
CIFAR-10 hypocritically perturbed (test)
88.26Accuracy (Natural)
8
CIFAR-10 (In-distribution) vs Smooth (OOD)
99.9AUC
8
CIFAR-10 In-distribution vs LSUN_CR OOD
100AUC
8
CIFAR10 (test)
13.7FLOPs (%)
8
CIFAR-100
5.12Mf
8
CIFAR-100 B50 10 steps (test)
81.49Average Accuracy
8
CIFAR-100 down-sampled to 32x32 (test)
81.8Median Accuracy
8
CIFAR-100
98.7ASR
8
CIFAR100 In-Distribution Mean OOD (test)
63.5FPR@95
8