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Journal of Mathematics
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2023
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Article
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Tab 4
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Research Article
Fully Kernected Neural Networks
Table 4
Training time of CNN, KNN, and our FKNN on MNIST.
Methods
Network-depth
Time per epoch (s)
First time reaching 98.5% accuracy (s)
CNN
LeNet-5
9.6
144
KNN
LeNet-5
12.7
177.8
FKNN
LeNet-5
9.5
101
FKNN
LeNet-5
9.5
93
FKNN
LeNet-5
9.5
76
We mark the best results in bold values.