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. 2019 Dec 31;9:20387. doi: 10.1038/s41598-019-56309-x

Table 1.

The mean square error of CNN models with different hyperparameters obtained during cross-validation.

Number of convolutional layers (M) Filter size (s×s)
3×3 5×5 7×7
2 layers 1.38 × 10−4 8.76 × 10−5 7.51 × 10−5
3 layers 4.44 × 10−4 1.09 × 10−4 1.13 × 10−4
4 layers 2.14 × 10−3 6.17 × 10−4