448 lines
42 KiB
Plaintext
448 lines
42 KiB
Plaintext
model: face_mask_detection2.hp
|
|
|
|
Epoch 1/15
|
|
102/102 [==============================] - 31s 277ms/step - loss: 0.5791 - accuracy: 0.8001 - val_loss: 0.4123 - val_accuracy: 0.8466
|
|
Epoch 2/15
|
|
102/102 [==============================] - 27s 270ms/step - loss: 0.4334 - accuracy: 0.8342 - val_loss: 0.3737 - val_accuracy: 0.8466
|
|
Epoch 3/15
|
|
102/102 [==============================] - 28s 271ms/step - loss: 0.3859 - accuracy: 0.8505 - val_loss: 0.3362 - val_accuracy: 0.8847
|
|
Epoch 4/15
|
|
102/102 [==============================] - 28s 270ms/step - loss: 0.3585 - accuracy: 0.8591 - val_loss: 0.3520 - val_accuracy: 0.8540
|
|
Epoch 5/15
|
|
102/102 [==============================] - 28s 273ms/step - loss: 0.3224 - accuracy: 0.8806 - val_loss: 0.3561 - val_accuracy: 0.8503
|
|
Epoch 6/15
|
|
102/102 [==============================] - 27s 270ms/step - loss: 0.3080 - accuracy: 0.8766 - val_loss: 0.3010 - val_accuracy: 0.8798
|
|
Epoch 7/15
|
|
102/102 [==============================] - 30s 291ms/step - loss: 0.2779 - accuracy: 0.8870 - val_loss: 0.2870 - val_accuracy: 0.8982
|
|
Epoch 8/15
|
|
102/102 [==============================] - 32s 319ms/step - loss: 0.2697 - accuracy: 0.8971 - val_loss: 0.3190 - val_accuracy: 0.8847
|
|
Epoch 9/15
|
|
102/102 [==============================] - 32s 312ms/step - loss: 0.2526 - accuracy: 0.9011 - val_loss: 0.2778 - val_accuracy: 0.8945
|
|
Epoch 10/15
|
|
102/102 [==============================] - 31s 304ms/step - loss: 0.2416 - accuracy: 0.9073 - val_loss: 0.2891 - val_accuracy: 0.8883
|
|
Epoch 11/15
|
|
102/102 [==============================] - 31s 303ms/step - loss: 0.2325 - accuracy: 0.9100 - val_loss: 0.2945 - val_accuracy: 0.8933
|
|
Epoch 12/15
|
|
102/102 [==============================] - 31s 302ms/step - loss: 0.2156 - accuracy: 0.9128 - val_loss: 0.2748 - val_accuracy: 0.9067
|
|
Epoch 13/15
|
|
102/102 [==============================] - 33s 328ms/step - loss: 0.2105 - accuracy: 0.9211 - val_loss: 0.3212 - val_accuracy: 0.8994
|
|
Epoch 14/15
|
|
102/102 [==============================] - 32s 311ms/step - loss: 0.1986 - accuracy: 0.9171 - val_loss: 0.2914 - val_accuracy: 0.9043
|
|
Epoch 15/15
|
|
102/102 [==============================] - 32s 311ms/step - loss: 0.2002 - accuracy: 0.9254 - val_loss: 0.2541 - val_accuracy: 0.9117
|
|
|
|
|
|
26/26 [==============================] - 6s 213ms/step - loss: 0.2541 - accuracy: 0.9117
|
|
Test loss: 0.2540619671344757 / Test accuracy: 0.9116564393043518
|
|
|
|
Model: "model_8"
|
|
__________________________________________________________________________________________________
|
|
Layer (type) Output Shape Param # Connected to
|
|
==================================================================================================
|
|
input_17 (InputLayer) [(None, 128, 128, 3 0 []
|
|
)]
|
|
|
|
Conv1 (Conv2D) (None, 64, 64, 32) 864 ['input_17[0][0]']
|
|
|
|
bn_Conv1 (BatchNormalization) (None, 64, 64, 32) 128 ['Conv1[0][0]']
|
|
|
|
Conv1_relu (ReLU) (None, 64, 64, 32) 0 ['bn_Conv1[0][0]']
|
|
|
|
expanded_conv_depthwise (Depth (None, 64, 64, 32) 288 ['Conv1_relu[0][0]']
|
|
wiseConv2D)
|
|
|
|
expanded_conv_depthwise_BN (Ba (None, 64, 64, 32) 128 ['expanded_conv_depthwise[0][0]']
|
|
tchNormalization)
|
|
|
|
expanded_conv_depthwise_relu ( (None, 64, 64, 32) 0 ['expanded_conv_depthwise_BN[0][0
|
|
ReLU) ]']
|
|
|
|
expanded_conv_project (Conv2D) (None, 64, 64, 16) 512 ['expanded_conv_depthwise_relu[0]
|
|
[0]']
|
|
|
|
expanded_conv_project_BN (Batc (None, 64, 64, 16) 64 ['expanded_conv_project[0][0]']
|
|
hNormalization)
|
|
|
|
block_1_expand (Conv2D) (None, 64, 64, 96) 1536 ['expanded_conv_project_BN[0][0]'
|
|
]
|
|
|
|
block_1_expand_BN (BatchNormal (None, 64, 64, 96) 384 ['block_1_expand[0][0]']
|
|
ization)
|
|
|
|
block_1_expand_relu (ReLU) (None, 64, 64, 96) 0 ['block_1_expand_BN[0][0]']
|
|
|
|
block_1_pad (ZeroPadding2D) (None, 65, 65, 96) 0 ['block_1_expand_relu[0][0]']
|
|
|
|
block_1_depthwise (DepthwiseCo (None, 32, 32, 96) 864 ['block_1_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_1_depthwise_BN (BatchNor (None, 32, 32, 96) 384 ['block_1_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_1_depthwise_relu (ReLU) (None, 32, 32, 96) 0 ['block_1_depthwise_BN[0][0]']
|
|
|
|
block_1_project (Conv2D) (None, 32, 32, 24) 2304 ['block_1_depthwise_relu[0][0]']
|
|
|
|
block_1_project_BN (BatchNorma (None, 32, 32, 24) 96 ['block_1_project[0][0]']
|
|
lization)
|
|
|
|
block_2_expand (Conv2D) (None, 32, 32, 144) 3456 ['block_1_project_BN[0][0]']
|
|
|
|
block_2_expand_BN (BatchNormal (None, 32, 32, 144) 576 ['block_2_expand[0][0]']
|
|
ization)
|
|
|
|
block_2_expand_relu (ReLU) (None, 32, 32, 144) 0 ['block_2_expand_BN[0][0]']
|
|
|
|
block_2_depthwise (DepthwiseCo (None, 32, 32, 144) 1296 ['block_2_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_2_depthwise_BN (BatchNor (None, 32, 32, 144) 576 ['block_2_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_2_depthwise_relu (ReLU) (None, 32, 32, 144) 0 ['block_2_depthwise_BN[0][0]']
|
|
|
|
block_2_project (Conv2D) (None, 32, 32, 24) 3456 ['block_2_depthwise_relu[0][0]']
|
|
|
|
block_2_project_BN (BatchNorma (None, 32, 32, 24) 96 ['block_2_project[0][0]']
|
|
lization)
|
|
|
|
block_2_add (Add) (None, 32, 32, 24) 0 ['block_1_project_BN[0][0]',
|
|
'block_2_project_BN[0][0]']
|
|
|
|
block_3_expand (Conv2D) (None, 32, 32, 144) 3456 ['block_2_add[0][0]']
|
|
|
|
block_3_expand_BN (BatchNormal (None, 32, 32, 144) 576 ['block_3_expand[0][0]']
|
|
ization)
|
|
|
|
block_3_expand_relu (ReLU) (None, 32, 32, 144) 0 ['block_3_expand_BN[0][0]']
|
|
|
|
block_3_pad (ZeroPadding2D) (None, 33, 33, 144) 0 ['block_3_expand_relu[0][0]']
|
|
|
|
block_3_depthwise (DepthwiseCo (None, 16, 16, 144) 1296 ['block_3_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_3_depthwise_BN (BatchNor (None, 16, 16, 144) 576 ['block_3_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_3_depthwise_relu (ReLU) (None, 16, 16, 144) 0 ['block_3_depthwise_BN[0][0]']
|
|
|
|
block_3_project (Conv2D) (None, 16, 16, 32) 4608 ['block_3_depthwise_relu[0][0]']
|
|
|
|
block_3_project_BN (BatchNorma (None, 16, 16, 32) 128 ['block_3_project[0][0]']
|
|
lization)
|
|
|
|
block_4_expand (Conv2D) (None, 16, 16, 192) 6144 ['block_3_project_BN[0][0]']
|
|
|
|
block_4_expand_BN (BatchNormal (None, 16, 16, 192) 768 ['block_4_expand[0][0]']
|
|
ization)
|
|
|
|
block_4_expand_relu (ReLU) (None, 16, 16, 192) 0 ['block_4_expand_BN[0][0]']
|
|
|
|
block_4_depthwise (DepthwiseCo (None, 16, 16, 192) 1728 ['block_4_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_4_depthwise_BN (BatchNor (None, 16, 16, 192) 768 ['block_4_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_4_depthwise_relu (ReLU) (None, 16, 16, 192) 0 ['block_4_depthwise_BN[0][0]']
|
|
|
|
block_4_project (Conv2D) (None, 16, 16, 32) 6144 ['block_4_depthwise_relu[0][0]']
|
|
|
|
block_4_project_BN (BatchNorma (None, 16, 16, 32) 128 ['block_4_project[0][0]']
|
|
lization)
|
|
|
|
block_4_add (Add) (None, 16, 16, 32) 0 ['block_3_project_BN[0][0]',
|
|
'block_4_project_BN[0][0]']
|
|
|
|
block_5_expand (Conv2D) (None, 16, 16, 192) 6144 ['block_4_add[0][0]']
|
|
|
|
block_5_expand_BN (BatchNormal (None, 16, 16, 192) 768 ['block_5_expand[0][0]']
|
|
ization)
|
|
|
|
block_5_expand_relu (ReLU) (None, 16, 16, 192) 0 ['block_5_expand_BN[0][0]']
|
|
|
|
block_5_depthwise (DepthwiseCo (None, 16, 16, 192) 1728 ['block_5_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_5_depthwise_BN (BatchNor (None, 16, 16, 192) 768 ['block_5_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_5_depthwise_relu (ReLU) (None, 16, 16, 192) 0 ['block_5_depthwise_BN[0][0]']
|
|
|
|
block_5_project (Conv2D) (None, 16, 16, 32) 6144 ['block_5_depthwise_relu[0][0]']
|
|
|
|
block_5_project_BN (BatchNorma (None, 16, 16, 32) 128 ['block_5_project[0][0]']
|
|
lization)
|
|
|
|
block_5_add (Add) (None, 16, 16, 32) 0 ['block_4_add[0][0]',
|
|
'block_5_project_BN[0][0]']
|
|
|
|
block_6_expand (Conv2D) (None, 16, 16, 192) 6144 ['block_5_add[0][0]']
|
|
|
|
block_6_expand_BN (BatchNormal (None, 16, 16, 192) 768 ['block_6_expand[0][0]']
|
|
ization)
|
|
|
|
block_6_expand_relu (ReLU) (None, 16, 16, 192) 0 ['block_6_expand_BN[0][0]']
|
|
|
|
block_6_pad (ZeroPadding2D) (None, 17, 17, 192) 0 ['block_6_expand_relu[0][0]']
|
|
|
|
block_6_depthwise (DepthwiseCo (None, 8, 8, 192) 1728 ['block_6_pad[0][0]']
|
|
nv2D)
|
|
|
|
block_6_depthwise_BN (BatchNor (None, 8, 8, 192) 768 ['block_6_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_6_depthwise_relu (ReLU) (None, 8, 8, 192) 0 ['block_6_depthwise_BN[0][0]']
|
|
|
|
block_6_project (Conv2D) (None, 8, 8, 64) 12288 ['block_6_depthwise_relu[0][0]']
|
|
|
|
block_6_project_BN (BatchNorma (None, 8, 8, 64) 256 ['block_6_project[0][0]']
|
|
lization)
|
|
|
|
block_7_expand (Conv2D) (None, 8, 8, 384) 24576 ['block_6_project_BN[0][0]']
|
|
|
|
block_7_expand_BN (BatchNormal (None, 8, 8, 384) 1536 ['block_7_expand[0][0]']
|
|
ization)
|
|
|
|
block_7_expand_relu (ReLU) (None, 8, 8, 384) 0 ['block_7_expand_BN[0][0]']
|
|
|
|
block_7_depthwise (DepthwiseCo (None, 8, 8, 384) 3456 ['block_7_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_7_depthwise_BN (BatchNor (None, 8, 8, 384) 1536 ['block_7_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_7_depthwise_relu (ReLU) (None, 8, 8, 384) 0 ['block_7_depthwise_BN[0][0]']
|
|
|
|
block_7_project (Conv2D) (None, 8, 8, 64) 24576 ['block_7_depthwise_relu[0][0]']
|
|
|
|
block_7_project_BN (BatchNorma (None, 8, 8, 64) 256 ['block_7_project[0][0]']
|
|
lization)
|
|
|
|
block_7_add (Add) (None, 8, 8, 64) 0 ['block_6_project_BN[0][0]',
|
|
'block_7_project_BN[0][0]']
|
|
|
|
block_8_expand (Conv2D) (None, 8, 8, 384) 24576 ['block_7_add[0][0]']
|
|
|
|
block_8_expand_BN (BatchNormal (None, 8, 8, 384) 1536 ['block_8_expand[0][0]']
|
|
ization)
|
|
|
|
block_8_expand_relu (ReLU) (None, 8, 8, 384) 0 ['block_8_expand_BN[0][0]']
|
|
|
|
block_8_depthwise (DepthwiseCo (None, 8, 8, 384) 3456 ['block_8_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_8_depthwise_BN (BatchNor (None, 8, 8, 384) 1536 ['block_8_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_8_depthwise_relu (ReLU) (None, 8, 8, 384) 0 ['block_8_depthwise_BN[0][0]']
|
|
|
|
block_8_project (Conv2D) (None, 8, 8, 64) 24576 ['block_8_depthwise_relu[0][0]']
|
|
|
|
block_8_project_BN (BatchNorma (None, 8, 8, 64) 256 ['block_8_project[0][0]']
|
|
lization)
|
|
|
|
block_8_add (Add) (None, 8, 8, 64) 0 ['block_7_add[0][0]',
|
|
'block_8_project_BN[0][0]']
|
|
|
|
block_9_expand (Conv2D) (None, 8, 8, 384) 24576 ['block_8_add[0][0]']
|
|
|
|
block_9_expand_BN (BatchNormal (None, 8, 8, 384) 1536 ['block_9_expand[0][0]']
|
|
ization)
|
|
|
|
block_9_expand_relu (ReLU) (None, 8, 8, 384) 0 ['block_9_expand_BN[0][0]']
|
|
|
|
block_9_depthwise (DepthwiseCo (None, 8, 8, 384) 3456 ['block_9_expand_relu[0][0]']
|
|
nv2D)
|
|
|
|
block_9_depthwise_BN (BatchNor (None, 8, 8, 384) 1536 ['block_9_depthwise[0][0]']
|
|
malization)
|
|
|
|
block_9_depthwise_relu (ReLU) (None, 8, 8, 384) 0 ['block_9_depthwise_BN[0][0]']
|
|
|
|
block_9_project (Conv2D) (None, 8, 8, 64) 24576 ['block_9_depthwise_relu[0][0]']
|
|
|
|
block_9_project_BN (BatchNorma (None, 8, 8, 64) 256 ['block_9_project[0][0]']
|
|
lization)
|
|
|
|
block_9_add (Add) (None, 8, 8, 64) 0 ['block_8_add[0][0]',
|
|
'block_9_project_BN[0][0]']
|
|
|
|
block_10_expand (Conv2D) (None, 8, 8, 384) 24576 ['block_9_add[0][0]']
|
|
|
|
block_10_expand_BN (BatchNorma (None, 8, 8, 384) 1536 ['block_10_expand[0][0]']
|
|
lization)
|
|
|
|
block_10_expand_relu (ReLU) (None, 8, 8, 384) 0 ['block_10_expand_BN[0][0]']
|
|
|
|
block_10_depthwise (DepthwiseC (None, 8, 8, 384) 3456 ['block_10_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_10_depthwise_BN (BatchNo (None, 8, 8, 384) 1536 ['block_10_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_10_depthwise_relu (ReLU) (None, 8, 8, 384) 0 ['block_10_depthwise_BN[0][0]']
|
|
|
|
block_10_project (Conv2D) (None, 8, 8, 96) 36864 ['block_10_depthwise_relu[0][0]']
|
|
|
|
block_10_project_BN (BatchNorm (None, 8, 8, 96) 384 ['block_10_project[0][0]']
|
|
alization)
|
|
|
|
block_11_expand (Conv2D) (None, 8, 8, 576) 55296 ['block_10_project_BN[0][0]']
|
|
|
|
block_11_expand_BN (BatchNorma (None, 8, 8, 576) 2304 ['block_11_expand[0][0]']
|
|
lization)
|
|
|
|
block_11_expand_relu (ReLU) (None, 8, 8, 576) 0 ['block_11_expand_BN[0][0]']
|
|
|
|
block_11_depthwise (DepthwiseC (None, 8, 8, 576) 5184 ['block_11_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_11_depthwise_BN (BatchNo (None, 8, 8, 576) 2304 ['block_11_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_11_depthwise_relu (ReLU) (None, 8, 8, 576) 0 ['block_11_depthwise_BN[0][0]']
|
|
|
|
block_11_project (Conv2D) (None, 8, 8, 96) 55296 ['block_11_depthwise_relu[0][0]']
|
|
|
|
block_11_project_BN (BatchNorm (None, 8, 8, 96) 384 ['block_11_project[0][0]']
|
|
alization)
|
|
|
|
block_11_add (Add) (None, 8, 8, 96) 0 ['block_10_project_BN[0][0]',
|
|
'block_11_project_BN[0][0]']
|
|
|
|
block_12_expand (Conv2D) (None, 8, 8, 576) 55296 ['block_11_add[0][0]']
|
|
|
|
block_12_expand_BN (BatchNorma (None, 8, 8, 576) 2304 ['block_12_expand[0][0]']
|
|
lization)
|
|
|
|
block_12_expand_relu (ReLU) (None, 8, 8, 576) 0 ['block_12_expand_BN[0][0]']
|
|
|
|
block_12_depthwise (DepthwiseC (None, 8, 8, 576) 5184 ['block_12_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_12_depthwise_BN (BatchNo (None, 8, 8, 576) 2304 ['block_12_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_12_depthwise_relu (ReLU) (None, 8, 8, 576) 0 ['block_12_depthwise_BN[0][0]']
|
|
|
|
block_12_project (Conv2D) (None, 8, 8, 96) 55296 ['block_12_depthwise_relu[0][0]']
|
|
|
|
block_12_project_BN (BatchNorm (None, 8, 8, 96) 384 ['block_12_project[0][0]']
|
|
alization)
|
|
|
|
block_12_add (Add) (None, 8, 8, 96) 0 ['block_11_add[0][0]',
|
|
'block_12_project_BN[0][0]']
|
|
|
|
block_13_expand (Conv2D) (None, 8, 8, 576) 55296 ['block_12_add[0][0]']
|
|
|
|
block_13_expand_BN (BatchNorma (None, 8, 8, 576) 2304 ['block_13_expand[0][0]']
|
|
lization)
|
|
|
|
block_13_expand_relu (ReLU) (None, 8, 8, 576) 0 ['block_13_expand_BN[0][0]']
|
|
|
|
block_13_pad (ZeroPadding2D) (None, 9, 9, 576) 0 ['block_13_expand_relu[0][0]']
|
|
|
|
block_13_depthwise (DepthwiseC (None, 4, 4, 576) 5184 ['block_13_pad[0][0]']
|
|
onv2D)
|
|
|
|
block_13_depthwise_BN (BatchNo (None, 4, 4, 576) 2304 ['block_13_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_13_depthwise_relu (ReLU) (None, 4, 4, 576) 0 ['block_13_depthwise_BN[0][0]']
|
|
|
|
block_13_project (Conv2D) (None, 4, 4, 160) 92160 ['block_13_depthwise_relu[0][0]']
|
|
|
|
block_13_project_BN (BatchNorm (None, 4, 4, 160) 640 ['block_13_project[0][0]']
|
|
alization)
|
|
|
|
block_14_expand (Conv2D) (None, 4, 4, 960) 153600 ['block_13_project_BN[0][0]']
|
|
|
|
block_14_expand_BN (BatchNorma (None, 4, 4, 960) 3840 ['block_14_expand[0][0]']
|
|
lization)
|
|
|
|
block_14_expand_relu (ReLU) (None, 4, 4, 960) 0 ['block_14_expand_BN[0][0]']
|
|
|
|
block_14_depthwise (DepthwiseC (None, 4, 4, 960) 8640 ['block_14_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_14_depthwise_BN (BatchNo (None, 4, 4, 960) 3840 ['block_14_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_14_depthwise_relu (ReLU) (None, 4, 4, 960) 0 ['block_14_depthwise_BN[0][0]']
|
|
|
|
block_14_project (Conv2D) (None, 4, 4, 160) 153600 ['block_14_depthwise_relu[0][0]']
|
|
|
|
block_14_project_BN (BatchNorm (None, 4, 4, 160) 640 ['block_14_project[0][0]']
|
|
alization)
|
|
|
|
block_14_add (Add) (None, 4, 4, 160) 0 ['block_13_project_BN[0][0]',
|
|
'block_14_project_BN[0][0]']
|
|
|
|
block_15_expand (Conv2D) (None, 4, 4, 960) 153600 ['block_14_add[0][0]']
|
|
|
|
block_15_expand_BN (BatchNorma (None, 4, 4, 960) 3840 ['block_15_expand[0][0]']
|
|
lization)
|
|
|
|
block_15_expand_relu (ReLU) (None, 4, 4, 960) 0 ['block_15_expand_BN[0][0]']
|
|
|
|
block_15_depthwise (DepthwiseC (None, 4, 4, 960) 8640 ['block_15_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_15_depthwise_BN (BatchNo (None, 4, 4, 960) 3840 ['block_15_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_15_depthwise_relu (ReLU) (None, 4, 4, 960) 0 ['block_15_depthwise_BN[0][0]']
|
|
|
|
block_15_project (Conv2D) (None, 4, 4, 160) 153600 ['block_15_depthwise_relu[0][0]']
|
|
|
|
block_15_project_BN (BatchNorm (None, 4, 4, 160) 640 ['block_15_project[0][0]']
|
|
alization)
|
|
|
|
block_15_add (Add) (None, 4, 4, 160) 0 ['block_14_add[0][0]',
|
|
'block_15_project_BN[0][0]']
|
|
|
|
block_16_expand (Conv2D) (None, 4, 4, 960) 153600 ['block_15_add[0][0]']
|
|
|
|
block_16_expand_BN (BatchNorma (None, 4, 4, 960) 3840 ['block_16_expand[0][0]']
|
|
lization)
|
|
|
|
block_16_expand_relu (ReLU) (None, 4, 4, 960) 0 ['block_16_expand_BN[0][0]']
|
|
|
|
block_16_depthwise (DepthwiseC (None, 4, 4, 960) 8640 ['block_16_expand_relu[0][0]']
|
|
onv2D)
|
|
|
|
block_16_depthwise_BN (BatchNo (None, 4, 4, 960) 3840 ['block_16_depthwise[0][0]']
|
|
rmalization)
|
|
|
|
block_16_depthwise_relu (ReLU) (None, 4, 4, 960) 0 ['block_16_depthwise_BN[0][0]']
|
|
|
|
block_16_project (Conv2D) (None, 4, 4, 320) 307200 ['block_16_depthwise_relu[0][0]']
|
|
|
|
block_16_project_BN (BatchNorm (None, 4, 4, 320) 1280 ['block_16_project[0][0]']
|
|
alization)
|
|
|
|
Conv_1 (Conv2D) (None, 4, 4, 1280) 409600 ['block_16_project_BN[0][0]']
|
|
|
|
Conv_1_bn (BatchNormalization) (None, 4, 4, 1280) 5120 ['Conv_1[0][0]']
|
|
|
|
out_relu (ReLU) (None, 4, 4, 1280) 0 ['Conv_1_bn[0][0]']
|
|
|
|
average_pooling2d_22 (AverageP (None, 1, 1, 1280) 0 ['out_relu[0][0]']
|
|
ooling2D)
|
|
|
|
flatten_9 (Flatten) (None, 1280) 0 ['average_pooling2d_22[0][0]']
|
|
|
|
dense_27 (Dense) (None, 256) 327936 ['flatten_9[0][0]']
|
|
|
|
dropout_9 (Dropout) (None, 256) 0 ['dense_27[0][0]']
|
|
|
|
dense_28 (Dense) (None, 64) 16448 ['dropout_9[0][0]']
|
|
|
|
dense_29 (Dense) (None, 3) 195 ['dense_28[0][0]']
|
|
|
|
==================================================================================================
|
|
Total params: 2,602,563
|
|
Trainable params: 344,579
|
|
Non-trainable params: 2,257,984
|
|
__________________________________________________________________________________________________ |