CIFAR100
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR100-LT (rho=1)
111FID
8
CIFAR100-LT (rho=10)
105.92FID
8
CIFAR100 LT (rho=50)
102.99FID
8
CIFAR100 LT (rho=100)
103.25FID
8
CIFAR100 (test)
57Communication Rounds (Acc=40%)
8
CIFAR100 (80/20 split)
29.5Error Rate
8
CIFAR100 (55/45 split)
24.1Error Rate
8
CIFAR100 55 known / 45 unknown
0.87AUROC
8
CIFAR100 Attack Strength = 25% (test)
0.014MSE
8
CIFAR100 O=0 overlap
35.19Average Accuracy (AA)
8
CIFAR100 O=2 overlap
36.45Average Accuracy (AA)
8
CIFAR100 5-way 5-shot (test)
0.934Accuracy (Session 0)
8
CIFAR100 LT
51.03Accuracy
8
CIFAR100 non-iid (test)
0.89Loss-Series AUC
8
CIFAR100 Half Case
0.71Loss-Series AUC
8
CIFAR100 15 (test)
81.8Accuracy (All)
8
CIFAR100 (train)
0Communication (Gbit)
8
CIFAR100-LT Imbalance Ratio 200
89.2Top-1 Acc
8
Cifar100 (Regular)
31.9Accuracy
8
CIFAR100 (val)
0.874NMI
8
CIFAR100-B50 (5 steps) (test)
0.799Avg Top-1 Accuracy
8
CIFAR100 B50 2 steps (test)
77.2Avg Top-1 Acc
8
CIFAR100 IR 50, uniform LT (test)
0.539Top-1 Acc
8
CIFAR100 Split
67.7Accuracy
8
CIFAR100 (ID) vs sev 5 (W) (OOD) C (test)
0.98AUROC
8