CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10
95DLTSR
9
CIFAR-10 non-IID alpha=0.5
90.25CBA MTA
9
CIFAR-100 B0 Inc10
87.1Average Accuracy
9
CIFAR-10 Darken (severity-averaged) (test)
89.72Accuracy
9
CIFAR-10 Contrast (severity-averaged) (test)
89.12Accuracy
9
CIFAR-10 Brightness (severity-averaged) (test)
86.15Accuracy
9
CIFAR-10
0.951AUROC (SVHN)
9
CIFAR-10 In-Distribution
0.951Performance vs SVHN
9
CIFAR-10 I.I.D partition
92.09Accuracy (Sym, $\phi=0.6$)
9
CIFAR-100 Non-I.I.D-Dirichlet 0.3 (test)
70.36Best Test Accuracy
9
CIFAR10 first 100 images (test)
75Certified Accuracy
9
CIFAR-10 (test)
8.21Training Time (min)
9
CIFAR-10 50% sample-wise unlearning
99.45Accuracy (Df)
9
CIFAR-100 subclass-wise
100Accuracy (Deleted Data)
9
CIFAR-100 superclass-wise
99.89Accuracy (Df)
9
CIFAR-100 10% sample-wise unlearning
97.69Accuracy (Deleted Samples)
9
CIFAR-10 10% sample-wise unlearning
99.47AccDf
9
CIFAR-100
32Classification Error
9
CIFAR-10
7.86Error Rate
9
CIFAR-100 streaming online 20 experiences
49.5Final Accuracy
9
CIFAR-10
0.85Time (s)
9
CIFAR-10
97.92Accuracy
9
Cifar100-LT exponential
60.18Accuracy
9
CIFAR100 (test)
91.03Accuracy (Acc)
9
CIFAR-10 (test)
81.02Top-1 Accuracy (10% Budget)
9