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. 2017 Oct 17;31(4):415–424. doi: 10.1007/s10278-017-0028-9

Table 3.

Classification error rates based on the CNN between subregions with increasing numbers of convolution layers

Study set No. of convolution layers Classification accuracy (%) Error rate (%)
N > Ea E > Nb H > Rc R > Hd
Integrated set 1 81.27 ± 1.57 14.92 22.81 14.71 17.11
2 90.67 ± 1.02 5.44 7.69 8.46 7.29
3 93.73 ± 0.71 2.50 1.46 7.14 6.13
4 95.12 ± 0.52 0.48 1.21 2.12 4.91

aNormal case was misclassified as an emphysema case

bEmphysema case was misclassified as a normal case

cHoneycombing case was misclassified as a reticular opacity case

dReticular opacity case was misclassified as a honeycombing case