CIFAR10
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR10 uniform, gamma_u = 1 long-tail (test)
95.1Accuracy
26
CIFAR10 original and noisy labels (test)
93.8Top-1 Acc
25
CIFAR10 epsilon = 8/255 (test)
95Clean Accuracy
25
CIFAR10-C
84.9Average Accuracy
24
CIFAR10 (test)
8.45Relative Forgetting
24
CIFAR10 (test)
9.18Forgetting Measure
24
CIFAR10 Clean
96.62Accuracy
23
CIFAR10 LT (test)
91.17Top-1 Accuracy
22
CIFAR10-LT IF 50 (test)
96.97Accuracy
22
CIFAR10 100 clients (test)
73.21Test Accuracy
22
CIFAR10 (test)
90.45Accuracy (Natural)
21
CIFAR10 (val)
93.8Accuracy
21
CIFAR10 Non-IID 1
86.28Accuracy
20
CIFAR10-LT
94.69AUC
20
CIFAR10 Noise (val)
0.021Brier Score
20
CIFAR10 Noise levels 1-5 (val)
0.531NLL
20
CIFAR10
3.118BPD
20
CIFAR10 (test)
5.5Error Rate
19
CIFAR10 (test)
9.62FID
19
CIFAR10 (test)
0Median Prediction Set Size
18
CIFAR10 to CIFAR10-OOD
97.09AUROC
18
CIFAR10 Corrupted (test)
50.74Accuracy
18
CIFAR10 Corrupted In-distribution (test)
98.2AUPR
18
CIFAR10 0.6-Dirichlet (test)
99.62Client Accp > Accg Ratio
18
CIFAR10 (test)
0.001MSE (Decoder)
17