CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10 (test)
0.965PMD (35%) Score
12
CIFAR-10-C CS-5 1.0 (test)
66.75Mean Accuracy
12
CIFAR-10-C CS-3 1.0 (test)
74.31Mean Accuracy
12
CIFAR-10-C CS-1 1.0 (test)
80.98Mean Accuracy
12
CIFAR-10 (test)
50.6AA
12
CIFAR-20 case (iii) (test)
60.87Accuracy
12
CIFAR-100 (test)
69.27Accuracy
12
CIFAR-10 (test)
96.93Natural Accuracy
12
CIFAR-10 40 labels (test)
97.94Top-1 Accuracy
12
CIFAR-10 32x32 (test)
3.2FID
12
CIFAR-100 resized to 224 × 224 (test)
88.4Accuracy
12
CIFAR-100
70.35Clean Accuracy
12
CIFAR-10 (test)
91.84Benign Accuracy
12
CIFAR-100
0Failure Rate
12
CIFAR-100 Long-tailed Imbalance factor 0.02 (test)
54.51Top-1 Acc
12
Long-tailed CIFAR-10 Imbalance factor 0.1 (test)
89.7Top-1 Acc
12
CIFAR-100 (val)
73.49Accuracy
12
CIFAR-10 (val)
91.61Accuracy
12
CIFAR-10 (test)
4Control Error (ξ)
12
CIFAR-10 (test)
95.5Symmetric Acc @ 20%
12
CIFAR-10-LT λ=50 (test)
0.146Error Rate
12
CIFAR-10-C (test)
0.157Spearman's Rho
12
CIFAR-FS 100 variant (test)
89.6Accuracy
12
CIFAR Dog vs Cat
75.2Accuracy
12
CIFAR Dog vs Cat
0.066Abs. Estimation Error
12