CIFAR-100
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-100 Low Data Heterogeneity
62.51Accuracy
8
CIFAR-100-LT λ=20 (test)
41.33Error Rate
8
CIFAR-100-LT λ=200 (test)
55.24Error Rate
8
Imbalanced CIFAR-100 Step rho=50 (test)
49.43Top-1 Error Rate
8
CIFAR-100-LT IF 10 (test)
63.2Top-1 Acc
8
CIFAR-100 IR=10, NR=0.1 (test)
39.6Top-1 Error Rate
8
CIFAR-100 Unbalanced (val)
58.01Top-1 Error (LT R100)
8
CIFAR-100 (test)
70.03Standard Accuracy
7
CIFAR-100 ST-50 step-imbalance (test)
87.91Accuracy
7
CIFAR-100 LT-50 long-tailed (test)
88.87Accuracy
7
CIFAR-100 LT-100 long-tailed (test)
70.59Accuracy
7
CIFAR-100-50 (test)
78Accuracy (D_tar,1)
7
CIFAR-100
79.9LPR
7
CIFAR-100 Held-out Clients (test)
93.71Accuracy
7
CIFAR-100 (test)
66.9Test Accuracy (alpha=0.1)
7
CIFAR-100 20 steps (test)
86.65Average Accuracy
7
CIFAR-100 5 steps (test)
73.48Accuracy
7
Split-CIFAR-100 (20 tasks)
74.8Average Accuracy
7
CIFAR-100 OOD benchmark (test)
0.01FPR@95 (SVHN)
7
CIFAR-100 Task-6 1.0 (test)
79.16Accuracy (Other)
7
CIFAR-100 Task-2 1.0 (test)
75.6Acco
7
CIFAR-100-C 20 rounds, severity 5
33.8Error Rate (Round 1)
7
CIFAR-100 40% uniform noise (test)
63.82Accuracy
7
CIFAR-100 Pathological Non-IID (test)
5.95Global Accuracy
7
CIFAR-100 Dirichlet alpha=0.1
14.33Global Accuracy
7