CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Cifar-100 (test)
29.01Execution Time (s)
6
Cifar-10 (test)
3.502Execution Time (s)
6
CIFAR-10 LS K=3
0.08Gini Coefficient
6
CIFAR-10 LS K=2
0.071Gini Coefficient
6
CIFAR-10 LS K=1
0.073Gini Coefficient
6
CIFAR-10 Dir 0.1
0.125Gini Coefficient
6
CIFAR-10 Dir 0.5
0.062Gini Coefficient
6
CIFAR-10 (Dir 0.8)
2.45Gini Coefficient
6
CIFAR-10 (IID)
0.011Gini Coefficient
6
CIFAR-10 LS K=3
64.66Top-1 Accuracy
6
CIFAR-10 LS K=2
71.72Top-1 Accuracy
6
CIFAR-10 Dir 0.8
53.16Top-1 Accuracy
6
CIFAR-10
0.053N-ER
6
CIFAR-100
0.227N-ER
6
CIFAR-10 (5% samples forgotten)
50.8LPR (%)
6
CIFAR-10 α = 0.5
54.7Clean Accuracy (CA)
6
CIFAR-10 α = 0.25
48.4Clean Accuracy (CA)
6
CIFAR-10
99.7Top-1 Accuracy
6
Cifar (n = 10000, d = 1024)
28.67Wasserstein-2 (W2)
6
CIFAR-10 (test)
0.739MoRF Insertion (Pixel Value)
6
CIFAR-100N
74.2Accuracy
6
CIFAR-10N (Worst W)
94.2Accuracy
6
CIFAR-10N (Random 1 (R1))
96.9Accuracy
6
CIFAR-100-LT (Reverse split)
83.1Accuracy
6
CIFAR-100-LT (Uniform split)
83.6Accuracy
6