FaceFilter: Face Identification with Deep Learning and Filter Algorithm

Table 1

The structure of the neural network.

Layer	Size in	Size out	Kernel	Feature map	No. of parameters
Input	96 × 96 × 3
ZeroPadding2D	96 × 96 × 3	102 × 102 × 3
Conv1	102 × 102 × 3	48 × 48 × 64	7 × 7 × 3, 2	64	9472
Norm	48 × 48 × 64	48 × 48 × 64
ZeroPadding	48 × 48 × 64	50 × 50 × 64
Max pool	50 × 50 × 64	24 × 24 × 64	7 × 7 × 3, 2
Conv2	24 × 24 × 64	24 × 24 × 64	1 × 1 × 3, 2	64	4160
Norm	24 × 24 × 64	24 × 24 × 64
ZeroPadding	24 × 24 × 64	26 × 26 × 64
Conv3	26 × 26 × 64	24 × 24 × 192	3 × 3 × 3, 2	192	110784
Norm	24 × 24 × 192	24 × 24 × 192
ZeroPadding	24 × 24 × 192	26 × 26 × 192
Max pool	26 × 26 × 192	12 × 12 × 192	3 × 3 × 3, 2
Inception 3a	12 × 12 × 192	12 × 12 × 256
Inception 3b	12 × 12 × 256	12 × 12 × 320
Inception 3c	12 × 12 × 320	6 × 6 × 640
Inception 4a	6 × 6 × 640	6 × 6 × 640
Inception 4e	6 × 6 × 640	3 × 3 × 1024
Inception 5a	3 × 3 × 1024	3 × 3 × 736
Average pool	3 × 3 × 736	1 × 1 × 736	3 × 3 × 3, 1
fc1	1 × 1 × 736	128
Fc	128	1