CIFAR-10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
14.07Top-1 Accuracy
4
CIFAR-10 32x32 Score-SDE
12.76FID (NFE=5)
4
CIFAR-10 Concept Shift, Permutation, K=2 (test)
80.8Accuracy
4
CIFAR-10 NATS-Bench SS
93.29Accuracy
4
CIFAR-10 14x14 occlusion (test)
95.72Accuracy
4
CIFAR-10
95.57Accuracy
4
CIFAR-10 (test)
86.44Accuracy
4
CIFAR-10
0.477Red.
4
CIFAR-10 (test)
0.993Spearman Correlation vs EPJS
4
CIFAR-10 40% labeled
74.67Accuracy
4
CIFAR-10 (20% labeled)
0.664Accuracy
4
CIFAR-10 IID
94.16Backdoor Accuracy
4
CIFAR-10 Non-IID, beta=0.7
94.76Backdoor Accuracy (BA)
4
CIFAR-10 Non-IID, beta=0.3
0.94Backdoor Accuracy
4
CIFAR-10 (test)
73.93Clean Accuracy
4
CIFAR-10-C 1.0 (test)
88.02Accuracy (Clean)
4
CIFAR-10 Non-IID 0.8
60.18Accuracy
4
CIFAR-10 Gray-scale Trigger
68Detected L1 Norm
4
CIFAR-10-LT exponential imbalance r=0.01 (test)
82.7Accuracy
4
CIFAR-10-LT step imbalance r=0.01 (test)
85.8Accuracy (%)
4
CIFAR-10 (test)
95.9Accuracy (Symmetric 20% Noise)
4
CIFAR-10 Reduced (test)
10.04Test Error (%)
4
CIFAR-10 L (ResNet-18, 273k parameters)
0.85Computation Time (s)
3
CIFAR-10 S (LeNet5, 62k parameters)
0.655Computation Time (s)
3
CIFAR-10 Gaussian noise
77.15FID
3