CIFAR-100
Benchmarks
TaskDatasetSOTA resultTrendResults
CIFAR-100 Asymmetric Noisy Labels, r=0.4 (test)
63.3Accuracy
10
CIFAR-100 Asymmetric Noisy Labels, r=0.3 (test)
65.8Accuracy
10
CIFAR-100 Asymmetric Noisy Labels, r=0.2 (test)
67.5Accuracy
10
CIFAR-100 (20-split)
0.863Acc
10
Long-tailed CIFAR-100 (imbalance factor 100) (test)
65.5Accuracy (Many Classes)
10
CIFAR-100-LT gamma=20, beta=40% (test)
50.8G-Mean
10
CIFAR-100 Long Tailed Imbalance Ratio 10 (test)
59.1Top-1 Acc
10
CIFAR-100 adv (test)
22.78Adversarial Error Rate
9
CIFAR-100-C averaged (test)
74.15Accuracy
9
CIFAR-100 Split
54.55AutoAttack Robust Accuracy
9
CIFAR-100 non-IID alpha=0.5
69.84CBA MTA
9
CIFAR-100 IID (test)
71.87CBA MTA
9
CIFAR-100 B50 Inc10
83.72Average Accuracy
9
CIFAR-100 B50 Inc5
83.41Average Accuracy
9
CIFAR-100 B0 Inc20
86.53Average Accuracy
9
CIFAR-100 B0 Inc5
87.53Average Accuracy
9
CIFAR-100 fine (test)
0.141TV Divergence
9
CIFAR-100 coarse (test)
0.069TV (Total Variation)
9
CIFAR-100 meta5 (test)
0.028Total Variation (TV)
9
CIFAR-100 10 steps
115.8Number of Connections
9
CIFAR-100 (test)
69.57Accuracy (%)
9
CIFAR-100 (test)
44.3AUCPR
9
CIFAR-100
62.6AULC
9
CIFAR-100 (test)
47.17Accuracy (rho=0.4, zeta=0.8)
9
CIFAR-100 N=5
78.7Accuracy
9