CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
94.61Retained Accuracy (Acc_r)
6
CIFAR-10 1% Labeled (train)
17.01Top-1 Accuracy
6
CIFAR-10 5% Labeled (train)
36.25Top-1 Accuracy
6
CIFAR-10
0P-Value
6
CIFAR-100
73.21ACCm
6
CIFAR-100
1,653.78Training Time (s)
6
CIFAR-100 (test)
69.57Accuracy
6
CIFAR-10
14Relearning Iterations
6
CIFAR-100
73.11Accuracy
6
Cifar100 LT r20
38.4AUBC
6
CIFAR-10 Severity 2
66.51Clean Accuracy
6
CIFAR-10 Severity 0
93.91Clean Accuracy
6
CIFAR-10-C elastic transform
0.49NLL
6
CIFAR-10-C brightness
0.313NLL
6
CIFAR FS
58.25Best Score
6
CIFAR-10
0.144FID
6
CIFAR-10 (test)
78.32Test Accuracy
6
CIFAR-10 ResNet-20
91.83Accuracy
6
CIFAR100
80.7Accuracy
6
CIFAR-10 Conditional
1.786FID
6
CIFAR-10
81Accuracy
6
CIFAR-100
31.88Baseline Error
6
CIFAR100
62.38Clean Accuracy
6
CIFAR-10
3.21NLL
6
CIFAR-100 (test)
67.95Time Reduction (%) vs Round-Optimized
6