Free Access

Table A.1

Characteristics of each layer of the CNN architecture.

Layers Inputs Kernel size h × w #Feature maps
P1, P2 LCI 5 × 1, 11 × 1 (stride 2) 850 × 5 1, 1
TC1, TC2, TC3 P1 11 × 1, 21 × 1, 41 × 1 850 × 5 16 16, 16
TC4, TC5, TC6 P2 11 × 1, 21 × 1, 41 × 1 850 × 5 16, 16, 16
MC1 C1 1 × 5 850 × 1 96
TC7, TC8 MC1 and C1 11 × 1, 21 × 1 850 × 5 or 850 × 1 24, 24
P3 C2 3 × 1 (stride 2) 425 × 1 48
P4 C3 3 × 1 (stride 2) 425 × 5 48
P5 LCI 21 × 1 (stride 4) 425 × 5 1
TC9, TC10, TC11 P5 5 × 1, 11 × 1, 21 × 1 425 × 5 16, 16, 16
TC12, TC13 C4 11 × 1, 21 × 1 425 × 5 24, 24
MC2 C5 1 × 5 425 × 1 48
TC14 C6 and C7 11 × 1 425 × 1 or 425 × 5 96, 96
P6 TC14 3 × 1 (stride 2) 212 × 1 96
P7 TC14 3 × 1 (stride 2) 212 × 5 96
TC15 P6 and P7 11 × 1 425 × 1 or 425 × 5 48, 48
P8 TC15 3 × 1 (stride 2) 106 × 1 48
P9 TC15 3 × 1 (stride 2) 106 × 5 48
P10 LCI 41 × 1 (stride 16) 106 × 5 1
TC16, TC17, TC18 P10 5 × 1, 11 × 1, 21 × 1 106 × 5 16, 16, 16
TC19 C8 11 × 1 106 × 5 48
MC3 TC19 1 × 5 106 × 1 48
TC20 C9 and C10 11 × 1 106 × 1 or 106 × 5 128, 128
P11 TC20 3 × 1 (stride 2) 53 × 1 48
P12 TC20 3 × 1 (stride 2) 53 × 5 48
P13 LCI 61 × 1 (stride 32) 53 × 5 1
TC21, TC22, TC23 P13 5 × 1, 11 × 1, 21 × 1 53 × 5 16, 16, 16
TC24 C11 11 × 1 53 × 5 64
TC25, TC26 C12 11 × 1, 21 × 1 53 × 5 64, 64
MC4 C13 1 × 5 53 × 1 64
TC27, TC28, TC29, TC30 c rowspan="0" c>0 * [0pt]C14 c rowspan="0" c>0 * [0pt]5 × 1, 11 × 1, 21 × 1, 41 × 1 c rowspan="0" c>0 * [0pt]53 × 1 c rowspan="0" c>0 * [0pt]48, 48, 48, 48
FC1, FC2 C15, FC1 1024, 1024

Notes. The table lists: the name of the layer, the input layer, the size of the convolution kernel (in pixels), the size in pixels (height × width) of resulting feature maps and the number of resulting feature maps. The concatenation layers are not represented here but they are present in Fig. 4.

Current usage metrics show cumulative count of Article Views (full-text article views including HTML views, PDF and ePub downloads, according to the available data) and Abstracts Views on Vision4Press platform.

Data correspond to usage on the plateform after 2015. The current usage metrics is available 48-96 hours after online publication and is updated daily on week days.

Initial download of the metrics may take a while.