461 lines
43 KiB
Plaintext
461 lines
43 KiB
Plaintext
model: face_mask_detection.h5
|
|
|
|
Epoch 1/20
|
|
102/102 [==============================] - 79s 752ms/step - loss: 0.9477 - accuracy: 0.7547 - val_loss: 0.4901 - val_accuracy: 0.8552
|
|
Epoch 2/20
|
|
102/102 [==============================] - 76s 751ms/step - loss: 0.4837 - accuracy: 0.8164 - val_loss: 0.3934 - val_accuracy: 0.8503
|
|
Epoch 3/20
|
|
102/102 [==============================] - 76s 750ms/step - loss: 0.4393 - accuracy: 0.8376 - val_loss: 0.3695 - val_accuracy: 0.8785
|
|
Epoch 4/20
|
|
102/102 [==============================] - 77s 756ms/step - loss: 0.3877 - accuracy: 0.8542 - val_loss: 0.3527 - val_accuracy: 0.8429
|
|
Epoch 5/20
|
|
102/102 [==============================] - 76s 746ms/step - loss: 0.3312 - accuracy: 0.8726 - val_loss: 0.2975 - val_accuracy: 0.9006
|
|
Epoch 6/20
|
|
102/102 [==============================] - 76s 745ms/step - loss: 0.3371 - accuracy: 0.8726 - val_loss: 0.2907 - val_accuracy: 0.8994
|
|
Epoch 7/20
|
|
102/102 [==============================] - 76s 745ms/step - loss: 0.2786 - accuracy: 0.9011 - val_loss: 0.2727 - val_accuracy: 0.9141
|
|
Epoch 8/20
|
|
102/102 [==============================] - 76s 746ms/step - loss: 0.2603 - accuracy: 0.9036 - val_loss: 0.2752 - val_accuracy: 0.9031
|
|
Epoch 9/20
|
|
102/102 [==============================] - 76s 744ms/step - loss: 0.2534 - accuracy: 0.9036 - val_loss: 0.2800 - val_accuracy: 0.9006
|
|
Epoch 10/20
|
|
102/102 [==============================] - 76s 750ms/step - loss: 0.2310 - accuracy: 0.9100 - val_loss: 0.3186 - val_accuracy: 0.8834
|
|
Epoch 11/20
|
|
102/102 [==============================] - 76s 746ms/step - loss: 0.2313 - accuracy: 0.9137 - val_loss: 0.2957 - val_accuracy: 0.9117
|
|
Epoch 12/20
|
|
102/102 [==============================] - 76s 745ms/step - loss: 0.2153 - accuracy: 0.9165 - val_loss: 0.2776 - val_accuracy: 0.9080
|
|
Epoch 13/20
|
|
102/102 [==============================] - 76s 749ms/step - loss: 0.2085 - accuracy: 0.9226 - val_loss: 0.2649 - val_accuracy: 0.9055
|
|
Epoch 14/20
|
|
102/102 [==============================] - 76s 748ms/step - loss: 0.1967 - accuracy: 0.9248 - val_loss: 0.2683 - val_accuracy: 0.9117
|
|
Epoch 15/20
|
|
102/102 [==============================] - 80s 791ms/step - loss: 0.2008 - accuracy: 0.9196 - val_loss: 0.2694 - val_accuracy: 0.9178
|
|
Epoch 16/20
|
|
102/102 [==============================] - 76s 749ms/step - loss: 0.1817 - accuracy: 0.9328 - val_loss: 0.2891 - val_accuracy: 0.9117
|
|
Epoch 17/20
|
|
102/102 [==============================] - 77s 753ms/step - loss: 0.1827 - accuracy: 0.9275 - val_loss: 0.2619 - val_accuracy: 0.9276
|
|
Epoch 18/20
|
|
102/102 [==============================] - 78s 768ms/step - loss: 0.1553 - accuracy: 0.9392 - val_loss: 0.2798 - val_accuracy: 0.9215
|
|
Epoch 19/20
|
|
102/102 [==============================] - 83s 814ms/step - loss: 0.1410 - accuracy: 0.9438 - val_loss: 0.2985 - val_accuracy: 0.9178
|
|
Epoch 20/20
|
|
102/102 [==============================] - 87s 851ms/step - loss: 0.1604 - accuracy: 0.9364 - val_loss: 0.3088 - val_accuracy: 0.9202
|
|
|
|
|
|
|
|
|
|
Model: "model_6"
|
|
__________________________________________________________________________________________________
|
|
Layer (type) Output Shape Param # Connected to
|
|
==================================================================================================
|
|
input_16 (InputLayer) [(None, 224, 224, 3 0 []
|
|
)]
|
|
|
|
Conv1 (Conv2D) (None, 112, 112, 32 864 ['input_16[0][0]']
|
|
)
|
|
|
|
bn_Conv1 (BatchNormalization) (None, 112, 112, 32 128 ['Conv1[0][0]']
|
|
)
|
|
|
|
Conv1_relu (ReLU) (None, 112, 112, 32 0 ['bn_Conv1[0][0]']
|
|
)
|
|
|
|
expanded_conv_depthwise (Depth (None, 112, 112, 32 288 ['Conv1_relu[0][0]']
|
|
wiseConv2D) )
|
|
|
|
expanded_conv_depthwise_BN (Ba (None, 112, 112, 32 128 ['expanded_conv_depthwise[0][0]']
|
|
tchNormalization) )
|
|
|
|
expanded_conv_depthwise_relu ( (None, 112, 112, 32 0 ['expanded_conv_depthwise_BN[0][0
|
|
ReLU) ) ]']
|
|
|
|
expanded_conv_project (Conv2D) (None, 112, 112, 16 512 ['expanded_conv_depthwise_relu[0]
|
|
) [0]']
|
|
|
|
expanded_conv_project_BN (Batc (None, 112, 112, 16 64 ['expanded_conv_project[0][0]']
|
|
hNormalization) )
|
|
|
|
block_1_expand (Conv2D) (None, 112, 112, 96 1536 ['expanded_conv_project_BN[0][0]'
|
|
) ]
|
|
|
|
block_1_expand_BN (BatchNormal (None, 112, 112, 96 384 ['block_1_expand[0][0]']
|
|
ization) )
|
|
|
|
block_1_expand_relu (ReLU) (None, 112, 112, 96 0 ['block_1_expand_BN[0][0]']
|
|
)
|
|
|
|
block_1_pad (ZeroPadding2D) (None, 113, 113, 96 0 ['block_1_expand_relu[0][0]']
|
|
)
|
|
|
|
block_1_depthwise (DepthwiseCo (None, 56, 56, 96) 864 ['block_1_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_1_depthwise_BN (BatchNor (None, 56, 56, 96) 384 ['block_1_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_1_depthwise_relu (ReLU) (None, 56, 56, 96) 0 ['block_1_depthwise_BN[0][0]']
|
|
|
|
block_1_project (Conv2D) (None, 56, 56, 24) 2304 ['block_1_depthwise_relu[0][0]']
|
|
|
|
block_1_project_BN (BatchNorma (None, 56, 56, 24) 96 ['block_1_project[0][0]']
|
|
lization)
|
|
|
|
block_2_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_1_project_BN[0][0]']
|
|
|
|
block_2_expand_BN (BatchNormal (None, 56, 56, 144) 576 ['block_2_expand[0][0]']
|
|
ization)
|
|
|
|
block_2_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_2_expand_BN[0][0]']
|
|
|
|
block_2_depthwise (DepthwiseCo (None, 56, 56, 144) 1296 ['block_2_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_2_depthwise_BN (BatchNor (None, 56, 56, 144) 576 ['block_2_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_2_depthwise_relu (ReLU) (None, 56, 56, 144) 0 ['block_2_depthwise_BN[0][0]']
|
|
|
|
block_2_project (Conv2D) (None, 56, 56, 24) 3456 ['block_2_depthwise_relu[0][0]']
|
|
|
|
block_2_project_BN (BatchNorma (None, 56, 56, 24) 96 ['block_2_project[0][0]']
|
|
lization)
|
|
|
|
block_2_add (Add) (None, 56, 56, 24) 0 ['block_1_project_BN[0][0]',
|
|
'block_2_project_BN[0][0]']
|
|
|
|
block_3_expand (Conv2D) (None, 56, 56, 144) 3456 ['block_2_add[0][0]']
|
|
|
|
block_3_expand_BN (BatchNormal (None, 56, 56, 144) 576 ['block_3_expand[0][0]']
|
|
ization)
|
|
|
|
block_3_expand_relu (ReLU) (None, 56, 56, 144) 0 ['block_3_expand_BN[0][0]']
|
|
|
|
block_3_pad (ZeroPadding2D) (None, 57, 57, 144) 0 ['block_3_expand_relu[0][0]']
|
|
|
|
block_3_depthwise (DepthwiseCo (None, 28, 28, 144) 1296 ['block_3_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_3_depthwise_BN (BatchNor (None, 28, 28, 144) 576 ['block_3_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_3_depthwise_relu (ReLU) (None, 28, 28, 144) 0 ['block_3_depthwise_BN[0][0]']
|
|
|
|
block_3_project (Conv2D) (None, 28, 28, 32) 4608 ['block_3_depthwise_relu[0][0]']
|
|
|
|
block_3_project_BN (BatchNorma (None, 28, 28, 32) 128 ['block_3_project[0][0]']
|
|
lization)
|
|
|
|
block_4_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_3_project_BN[0][0]']
|
|
|
|
block_4_expand_BN (BatchNormal (None, 28, 28, 192) 768 ['block_4_expand[0][0]']
|
|
ization)
|
|
|
|
block_4_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_4_expand_BN[0][0]']
|
|
|
|
block_4_depthwise (DepthwiseCo (None, 28, 28, 192) 1728 ['block_4_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_4_depthwise_BN (BatchNor (None, 28, 28, 192) 768 ['block_4_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_4_depthwise_relu (ReLU) (None, 28, 28, 192) 0 ['block_4_depthwise_BN[0][0]']
|
|
|
|
block_4_project (Conv2D) (None, 28, 28, 32) 6144 ['block_4_depthwise_relu[0][0]']
|
|
|
|
block_4_project_BN (BatchNorma (None, 28, 28, 32) 128 ['block_4_project[0][0]']
|
|
lization)
|
|
|
|
block_4_add (Add) (None, 28, 28, 32) 0 ['block_3_project_BN[0][0]',
|
|
'block_4_project_BN[0][0]']
|
|
|
|
block_5_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_4_add[0][0]']
|
|
|
|
block_5_expand_BN (BatchNormal (None, 28, 28, 192) 768 ['block_5_expand[0][0]']
|
|
ization)
|
|
|
|
block_5_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_5_expand_BN[0][0]']
|
|
|
|
block_5_depthwise (DepthwiseCo (None, 28, 28, 192) 1728 ['block_5_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_5_depthwise_BN (BatchNor (None, 28, 28, 192) 768 ['block_5_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_5_depthwise_relu (ReLU) (None, 28, 28, 192) 0 ['block_5_depthwise_BN[0][0]']
|
|
|
|
block_5_project (Conv2D) (None, 28, 28, 32) 6144 ['block_5_depthwise_relu[0][0]']
|
|
|
|
block_5_project_BN (BatchNorma (None, 28, 28, 32) 128 ['block_5_project[0][0]']
|
|
lization)
|
|
|
|
block_5_add (Add) (None, 28, 28, 32) 0 ['block_4_add[0][0]',
|
|
'block_5_project_BN[0][0]']
|
|
|
|
block_6_expand (Conv2D) (None, 28, 28, 192) 6144 ['block_5_add[0][0]']
|
|
|
|
block_6_expand_BN (BatchNormal (None, 28, 28, 192) 768 ['block_6_expand[0][0]']
|
|
ization)
|
|
|
|
block_6_expand_relu (ReLU) (None, 28, 28, 192) 0 ['block_6_expand_BN[0][0]']
|
|
|
|
block_6_pad (ZeroPadding2D) (None, 29, 29, 192) 0 ['block_6_expand_relu[0][0]']
|
|
|
|
block_6_depthwise (DepthwiseCo (None, 14, 14, 192) 1728 ['block_6_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_6_depthwise_BN (BatchNor (None, 14, 14, 192) 768 ['block_6_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_6_depthwise_relu (ReLU) (None, 14, 14, 192) 0 ['block_6_depthwise_BN[0][0]']
|
|
|
|
block_6_project (Conv2D) (None, 14, 14, 64) 12288 ['block_6_depthwise_relu[0][0]']
|
|
|
|
block_6_project_BN (BatchNorma (None, 14, 14, 64) 256 ['block_6_project[0][0]']
|
|
lization)
|
|
|
|
block_7_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_6_project_BN[0][0]']
|
|
|
|
block_7_expand_BN (BatchNormal (None, 14, 14, 384) 1536 ['block_7_expand[0][0]']
|
|
ization)
|
|
|
|
block_7_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_7_expand_BN[0][0]']
|
|
|
|
block_7_depthwise (DepthwiseCo (None, 14, 14, 384) 3456 ['block_7_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_7_depthwise_BN (BatchNor (None, 14, 14, 384) 1536 ['block_7_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_7_depthwise_relu (ReLU) (None, 14, 14, 384) 0 ['block_7_depthwise_BN[0][0]']
|
|
|
|
block_7_project (Conv2D) (None, 14, 14, 64) 24576 ['block_7_depthwise_relu[0][0]']
|
|
|
|
block_7_project_BN (BatchNorma (None, 14, 14, 64) 256 ['block_7_project[0][0]']
|
|
lization)
|
|
|
|
block_7_add (Add) (None, 14, 14, 64) 0 ['block_6_project_BN[0][0]',
|
|
'block_7_project_BN[0][0]']
|
|
|
|
block_8_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_7_add[0][0]']
|
|
|
|
block_8_expand_BN (BatchNormal (None, 14, 14, 384) 1536 ['block_8_expand[0][0]']
|
|
ization)
|
|
|
|
block_8_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_8_expand_BN[0][0]']
|
|
|
|
block_8_depthwise (DepthwiseCo (None, 14, 14, 384) 3456 ['block_8_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_8_depthwise_BN (BatchNor (None, 14, 14, 384) 1536 ['block_8_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_8_depthwise_relu (ReLU) (None, 14, 14, 384) 0 ['block_8_depthwise_BN[0][0]']
|
|
|
|
block_8_project (Conv2D) (None, 14, 14, 64) 24576 ['block_8_depthwise_relu[0][0]']
|
|
|
|
block_8_project_BN (BatchNorma (None, 14, 14, 64) 256 ['block_8_project[0][0]']
|
|
lization)
|
|
|
|
block_8_add (Add) (None, 14, 14, 64) 0 ['block_7_add[0][0]',
|
|
'block_8_project_BN[0][0]']
|
|
|
|
block_9_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_8_add[0][0]']
|
|
|
|
block_9_expand_BN (BatchNormal (None, 14, 14, 384) 1536 ['block_9_expand[0][0]']
|
|
ization)
|
|
|
|
block_9_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_9_expand_BN[0][0]']
|
|
|
|
block_9_depthwise (DepthwiseCo (None, 14, 14, 384) 3456 ['block_9_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_9_depthwise_BN (BatchNor (None, 14, 14, 384) 1536 ['block_9_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_9_depthwise_relu (ReLU) (None, 14, 14, 384) 0 ['block_9_depthwise_BN[0][0]']
|
|
|
|
block_9_project (Conv2D) (None, 14, 14, 64) 24576 ['block_9_depthwise_relu[0][0]']
|
|
|
|
block_9_project_BN (BatchNorma (None, 14, 14, 64) 256 ['block_9_project[0][0]']
|
|
lization)
|
|
|
|
block_9_add (Add) (None, 14, 14, 64) 0 ['block_8_add[0][0]',
|
|
'block_9_project_BN[0][0]']
|
|
|
|
block_10_expand (Conv2D) (None, 14, 14, 384) 24576 ['block_9_add[0][0]']
|
|
|
|
block_10_expand_BN (BatchNorma (None, 14, 14, 384) 1536 ['block_10_expand[0][0]']
|
|
lization)
|
|
|
|
block_10_expand_relu (ReLU) (None, 14, 14, 384) 0 ['block_10_expand_BN[0][0]']
|
|
|
|
block_10_depthwise (DepthwiseC (None, 14, 14, 384) 3456 ['block_10_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_10_depthwise_BN (BatchNo (None, 14, 14, 384) 1536 ['block_10_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_10_depthwise_relu (ReLU) (None, 14, 14, 384) 0 ['block_10_depthwise_BN[0][0]']
|
|
|
|
block_10_project (Conv2D) (None, 14, 14, 96) 36864 ['block_10_depthwise_relu[0][0]']
|
|
|
|
block_10_project_BN (BatchNorm (None, 14, 14, 96) 384 ['block_10_project[0][0]']
|
|
alization)
|
|
|
|
block_11_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_10_project_BN[0][0]']
|
|
|
|
block_11_expand_BN (BatchNorma (None, 14, 14, 576) 2304 ['block_11_expand[0][0]']
|
|
lization)
|
|
|
|
block_11_expand_relu (ReLU) (None, 14, 14, 576) 0 ['block_11_expand_BN[0][0]']
|
|
|
|
block_11_depthwise (DepthwiseC (None, 14, 14, 576) 5184 ['block_11_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_11_depthwise_BN (BatchNo (None, 14, 14, 576) 2304 ['block_11_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_11_depthwise_relu (ReLU) (None, 14, 14, 576) 0 ['block_11_depthwise_BN[0][0]']
|
|
|
|
block_11_project (Conv2D) (None, 14, 14, 96) 55296 ['block_11_depthwise_relu[0][0]']
|
|
|
|
block_11_project_BN (BatchNorm (None, 14, 14, 96) 384 ['block_11_project[0][0]']
|
|
alization)
|
|
|
|
block_11_add (Add) (None, 14, 14, 96) 0 ['block_10_project_BN[0][0]',
|
|
'block_11_project_BN[0][0]']
|
|
|
|
block_12_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_11_add[0][0]']
|
|
|
|
block_12_expand_BN (BatchNorma (None, 14, 14, 576) 2304 ['block_12_expand[0][0]']
|
|
lization)
|
|
|
|
block_12_expand_relu (ReLU) (None, 14, 14, 576) 0 ['block_12_expand_BN[0][0]']
|
|
|
|
block_12_depthwise (DepthwiseC (None, 14, 14, 576) 5184 ['block_12_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_12_depthwise_BN (BatchNo (None, 14, 14, 576) 2304 ['block_12_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_12_depthwise_relu (ReLU) (None, 14, 14, 576) 0 ['block_12_depthwise_BN[0][0]']
|
|
|
|
block_12_project (Conv2D) (None, 14, 14, 96) 55296 ['block_12_depthwise_relu[0][0]']
|
|
|
|
block_12_project_BN (BatchNorm (None, 14, 14, 96) 384 ['block_12_project[0][0]']
|
|
alization)
|
|
|
|
block_12_add (Add) (None, 14, 14, 96) 0 ['block_11_add[0][0]',
|
|
'block_12_project_BN[0][0]']
|
|
|
|
block_13_expand (Conv2D) (None, 14, 14, 576) 55296 ['block_12_add[0][0]']
|
|
|
|
block_13_expand_BN (BatchNorma (None, 14, 14, 576) 2304 ['block_13_expand[0][0]']
|
|
lization)
|
|
|
|
block_13_expand_relu (ReLU) (None, 14, 14, 576) 0 ['block_13_expand_BN[0][0]']
|
|
|
|
block_13_pad (ZeroPadding2D) (None, 15, 15, 576) 0 ['block_13_expand_relu[0][0]']
|
|
|
|
block_13_depthwise (DepthwiseC (None, 7, 7, 576) 5184 ['block_13_pad[0][0]']
|
|
onv2D)
|
|
|
|
block_13_depthwise_BN (BatchNo (None, 7, 7, 576) 2304 ['block_13_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_13_depthwise_relu (ReLU) (None, 7, 7, 576) 0 ['block_13_depthwise_BN[0][0]']
|
|
|
|
block_13_project (Conv2D) (None, 7, 7, 160) 92160 ['block_13_depthwise_relu[0][0]']
|
|
|
|
block_13_project_BN (BatchNorm (None, 7, 7, 160) 640 ['block_13_project[0][0]']
|
|
alization)
|
|
|
|
block_14_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_13_project_BN[0][0]']
|
|
|
|
block_14_expand_BN (BatchNorma (None, 7, 7, 960) 3840 ['block_14_expand[0][0]']
|
|
lization)
|
|
|
|
block_14_expand_relu (ReLU) (None, 7, 7, 960) 0 ['block_14_expand_BN[0][0]']
|
|
|
|
block_14_depthwise (DepthwiseC (None, 7, 7, 960) 8640 ['block_14_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_14_depthwise_BN (BatchNo (None, 7, 7, 960) 3840 ['block_14_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_14_depthwise_relu (ReLU) (None, 7, 7, 960) 0 ['block_14_depthwise_BN[0][0]']
|
|
|
|
block_14_project (Conv2D) (None, 7, 7, 160) 153600 ['block_14_depthwise_relu[0][0]']
|
|
|
|
block_14_project_BN (BatchNorm (None, 7, 7, 160) 640 ['block_14_project[0][0]']
|
|
alization)
|
|
|
|
block_14_add (Add) (None, 7, 7, 160) 0 ['block_13_project_BN[0][0]',
|
|
'block_14_project_BN[0][0]']
|
|
|
|
block_15_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_14_add[0][0]']
|
|
|
|
block_15_expand_BN (BatchNorma (None, 7, 7, 960) 3840 ['block_15_expand[0][0]']
|
|
lization)
|
|
|
|
block_15_expand_relu (ReLU) (None, 7, 7, 960) 0 ['block_15_expand_BN[0][0]']
|
|
|
|
block_15_depthwise (DepthwiseC (None, 7, 7, 960) 8640 ['block_15_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_15_depthwise_BN (BatchNo (None, 7, 7, 960) 3840 ['block_15_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_15_depthwise_relu (ReLU) (None, 7, 7, 960) 0 ['block_15_depthwise_BN[0][0]']
|
|
|
|
block_15_project (Conv2D) (None, 7, 7, 160) 153600 ['block_15_depthwise_relu[0][0]']
|
|
|
|
block_15_project_BN (BatchNorm (None, 7, 7, 160) 640 ['block_15_project[0][0]']
|
|
alization)
|
|
|
|
block_15_add (Add) (None, 7, 7, 160) 0 ['block_14_add[0][0]',
|
|
'block_15_project_BN[0][0]']
|
|
|
|
block_16_expand (Conv2D) (None, 7, 7, 960) 153600 ['block_15_add[0][0]']
|
|
|
|
block_16_expand_BN (BatchNorma (None, 7, 7, 960) 3840 ['block_16_expand[0][0]']
|
|
lization)
|
|
|
|
block_16_expand_relu (ReLU) (None, 7, 7, 960) 0 ['block_16_expand_BN[0][0]']
|
|
|
|
block_16_depthwise (DepthwiseC (None, 7, 7, 960) 8640 ['block_16_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_16_depthwise_BN (BatchNo (None, 7, 7, 960) 3840 ['block_16_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_16_depthwise_relu (ReLU) (None, 7, 7, 960) 0 ['block_16_depthwise_BN[0][0]']
|
|
|
|
block_16_project (Conv2D) (None, 7, 7, 320) 307200 ['block_16_depthwise_relu[0][0]']
|
|
|
|
block_16_project_BN (BatchNorm (None, 7, 7, 320) 1280 ['block_16_project[0][0]']
|
|
alization)
|
|
|
|
Conv_1 (Conv2D) (None, 7, 7, 1280) 409600 ['block_16_project_BN[0][0]']
|
|
|
|
Conv_1_bn (BatchNormalization) (None, 7, 7, 1280) 5120 ['Conv_1[0][0]']
|
|
|
|
out_relu (ReLU) (None, 7, 7, 1280) 0 ['Conv_1_bn[0][0]']
|
|
|
|
average_pooling2d_17 (AverageP (None, 3, 3, 1280) 0 ['out_relu[0][0]']
|
|
ooling2D)
|
|
|
|
flatten_7 (Flatten) (None, 11520) 0 ['average_pooling2d_17[0][0]']
|
|
|
|
dense_21 (Dense) (None, 256) 2949376 ['flatten_7[0][0]']
|
|
|
|
dropout_7 (Dropout) (None, 256) 0 ['dense_21[0][0]']
|
|
|
|
dense_22 (Dense) (None, 64) 16448 ['dropout_7[0][0]']
|
|
|
|
dense_23 (Dense) (None, 3) 195 ['dense_22[0][0]']
|
|
|
|
==================================================================================================
|
|
Total params: 5,224,003
|
|
Trainable params: 2,966,019
|
|
Non-trainable params: 2,257,984 |