CIFAR100
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR100 ID Dnear OOD
81.37AUROC
47
CIFAR100 without Cutout (test)
79.71Accuracy
45
CIFAR100-C all 15 perturbations (test)
69.69AUROC
43
CIFAR100 B0 (20 steps) (test)
81.49Last Step Top-1 Acc
41
CIFAR100-B0 5 steps (test)
81.49Last Step Top-1 Acc
41
Binary CIFAR100 (imbalance ratio 1:100) (test)
64FPR @ 98% TPR
41
CIFAR100 20-Split
99.05Accuracy
38
CIFAR100 (test)
0.99AUC
37
CIFAR100
0.06Poisoning Cost
36
CIFAR100 Cross-Silo (K=10) α = 0.1
59.71Accuracy
36
CIFAR100 LT-100 1.0 (test)
51.7Top-1 Acc (All)
35
CIFAR100 Split
85.4Accuracy
35
CIFAR100 50 steps (test)
85.35Last Accuracy
34
CIFAR100 20 steps (test)
86.64Last Accuracy
33
CIFAR100 few-shot
76.8Accuracy
32
CIFAR100-LT imbalance ratio 100 (test)
80.3Accuracy
32
CIFAR100 40:60 ID-to-OOD (test)
66.44Accuracy
32
CIFAR100 5 tasks
89.4Accuracy
31
CIFAR100 (test)
76.14Accuracy
31
CIFAR100 B50
76.12Final Accuracy
30
CIFAR100 long-tailed (test)
56.26Natural Accuracy (all classes)
30
CIFAR100-C 1.0 (test)
59.4Avg Acc
30
CIFAR100 rho=0.01 (test)
64.3Alast
28
CIFAR100-LT IF=10 (test)
0.709Acc
28
CIFAR100-C Gaussian noise (test)
0.877AUC
28