The Motor Action Analysis Based on Deep Learning

Table 1

BN-inception network structure.

Type	Kernel size/step	Output size
Convolution	7 × 7/2	112 × 112 × 64
Max pool	3 × 3/2	56 × 56 × 64
Convolution	3 × 3/1	56 × 56 × 192
Max pool (3a)	2 × 3/2	28 × 28 × 192
Inception (3b)		28 × 28 × 2S6
Inception (3a)		28 × 28 × 320
Inception (3c)	stride2	14 × 14 × 576
Inception (3a)		14 × 14 × 576
Inception (4a)		14 × 14 × 576
Inception (4b)		14 × 14 × 608
Inception (4c)		14 × 14 × 60×
Inception (5a)	stride2	7 × 7 × 1056
Inception (5b)		7 × 7 × 1024
Inception (5c)		7 × 7 × 1024
Avg pool	7 × 7/1	1 × 1 × 1024