From: Separable convolutional neural networks for facial expressions recognition
Layer (type) | Output shape | Param # | Connected to |
---|---|---|---|
input_1 (InputLayer) | [(None, 48, 48, 1)] | 0 | None |
conv2d (Conv2D) | 32 | conv2d[0][0] | |
batch_normalization (BN) | (None, 48, 48, 8) | 32 | conv2d[0][0] |
activation (Activation) | (None, 48, 48, 8) | 0 | batch_normalization[0][0] |
conv2d_1 (Conv2D) | (None, 48, 48, 8) | 576 | activation[0][0] |
batch_normalization_1 (BN) | (None, 48, 48, 8) | 32 | conv2d_1[0][0] |
activation_1 (Activation) | (None, 48, 48, 8) | 0 | batch_normalization_1[0][0] |
conv2d_2 (Conv2D) | (None, 48, 48, 16) | 1152 | activation_1[0][0] |
batch_normalization_2 (BN) | (None, 48, 48, 16) | 64 | conv2d_2[0][0] |
activation_2 (Activation) | (None, 48, 48, 16) | 0 | batch_normalization_2[0][0] |
conv2d_3 (Conv2D) | (None, 48, 48, 16) | 2304 | activation_2[0][0] |
batch_normalization_3 (BN) | (None, 48, 48, 16) | 64 | conv2d_3[0][0] |
max_pooling2d (MaxPooling2D) | (None, 24, 24, 16) | 0 | batch_normalization_3[0][0] |
activation_3 (Activation) | (None, 24, 24, 16) | 0 | max_pooling2d[0][0] |
separable_conv2d (SeparableConv) | (None, 24, 24, 32) | 656 | activation_3[0][0] |
batch_normalization_6 (BN) | None, 24, 24, 32) | 128 | separable_conv2d[0][0] |
activation_4 (Activation) | (None, 24, 24, 32) | 0 | batch_normalization_6[0][0] |
separable_conv2d_1 (SeparableConv) | (None, 24, 24, 32) | 1312 | activation_4[0][0] |
conv2d_4 (Conv2D) | (None, 24, 24, 16) | 256 | activation_3[0][0] |
batch_normalization_7 (BN) | (None, 24, 24, 32) | 128 | separable_conv2d_1[0][0] |
batch_normalization_4 (BN) | (None, 24, 24, 16) | 64 | conv2d_4[0][0] |
max_pooling2d_1 (MaxPooling2D) | (None, 12, 12, 32) | 0 | batch_normalization_7[0][0] |
conv2d_5 (Conv2D) | (None, 12, 12, 32) | 512 | batch_normalization_4[0][0] |
activation_5 (Activation) | (None, 12, 12, 32) | 0 | max_pooling2d_1[0][0] |
batch_normalization_5 (BN) | (None, 12, 12, 32) | 128 | conv2d_5[0][0] |
add (Add) | (None, 12, 12, 32) | 0 | activation_5[0][0] |
batch_normalization_5[0][0] | |||
activation_6 (Activation) | (None, 12, 12, 32) | 0 | add[0][0] |
conv2d_6 (Conv2D) | (None, 12, 12, 64) | 18496 | activation_6[0][0] |
batch_normalization_8 (BN) | (None, 12, 12, 64) | 256 | conv2d_6[0][0] |
activation_7 (Activation) | (None, 12, 12, 64) | 0 | batch_normalization_8[0][0] |
conv2d_7 (Conv2D) | (None, 12, 12, 64) | 36928 | activation_7[0][0] |
batch_normalization_9 (BN) | (None, 12, 12, 64) | 256 | conv2d_7[0][0] |
max_pooling2d_2 (MaxPooling2D) | (None, 6, 6, 64) | 0 | batch_normalization_9[0][0] |
activation_8 (Activation) | (None, 6, 6, 64) | 0 | max_pooling2d_2[0][0] |
conv2d_8 (Conv2D) | (None, 6, 6, 128) | 73856 | activation_8[0][0] |
batch_normalization_10 (BN) | (None, 6, 6, 128) | 512 | conv2d_8[0][0] |
activation_9 (Activation) | (None, 6, 6, 128) | 0 | batch_normalization_10[0][0] |
conv2d_9 (Conv2D) | (None, 6, 6, 128) | 147584 | activation_9[0][0] |
batch_normalization_11(BN) | (None, 6, 6, 128) | 512 | conv2d_9[0][0] |
activation_10 (Activation) | (None, 6, 6, 128) | 0 | batch_normalization_11[0][0] |
conv2d_10 (Conv2D) | (None, 6, 6, 7) | 8071 | activation_10[0][0] |
global_average_pooling2d (GlobalAvg) | (None, 7) | 0 | conv2d_10[0][0] |
predictions (Activation) | (None, 7) | 0 | global_average_pooling2d[0][0] |