Fashion MNIST
Benchmarks
TaskDatasetSOTA resultTrendResults
Fashion MNIST (test)
97.9Accuracy
633
Fashion-MNIST
100Accuracy
324
Fashion MNIST
98.8Accuracy
240
Fashion-MNIST
80NMI
115
Fashion-MNIST Non-IID (test)
77Accuracy
96
Fashion-MNIST (test)
96.93Accuracy (%)
90
Fashion-MNIST (val)
9Error Rate
80
Fashion-MNIST
12TER
77
Fashion-MNIST 50-client (Non-IID)
11.2Error Rate
49
Fashion-MNIST IID 50-client
10.3Error Rate
49
Fashion-MNIST (train)
100Accuracy (Train)
49
Fashion-MNIST (F-MNIST)
8.02Training Time per Epoch (s)
48
Fashion MNIST
88.52Accuracy
47
Fashion-MNIST uniform noise η=0.5 (7-fold CV)
84.36Accuracy
43
Fashion-MNIST uniform noise η=0.4 (7-fold CV)
86.29Accuracy
43
Fashion-MNIST uniform noise η=0.3 (7-fold CV)
87.45Accuracy
43
Fashion-MNIST uniform noise η=0.2 (7-fold CV)
88.32Accuracy
43
Fashion-MNIST uniform noise η=0.1 (7-fold CV)
88.92Accuracy
43
Fashion-MNIST
0.495Gini Coefficient
42
Fashion-MNIST
99.2AUC
40
Fashion-MNIST
95.6Avg AUC
40
Fashion-MNIST
84.1Accuracy
40
Fashion-MNIST (val)
95.56Accuracy
39
Fashion-MNIST
1.49FID
38
Fashion MNIST
85.94Macro Accuracy
35