pool1 = MaxPooling2D(pool_size=(2, 2), name='MaxPool1')(conv1)
conv2 = Residual3(32, 32, pool1)
conv2 = Residual4(32, 64, conv2)
pool2 = MaxPooling2D(pool_size=(2, 2), name='MaxPool2')(conv2)
conv3 = Residual5(64, 64, pool2)
conv3 = Residual6(64, 128, conv3)
pool3 = MaxPooling2D(pool_size=(2, 2), name='MaxPool3')(conv3)
conv4 = Residual7(128, 128, pool3)
conv4 = Residual8(128, 256, conv4)
drop4 = Dropout(0.2, name='Dropout1')(conv4)
pool4 = MaxPooling2D(pool_size=(2, 2), name='MaxPool4')(drop4)
conv5 = Residual9(256, 256, pool4)
conv5 = Residual10(256, 128, conv5)
drop5 = Dropout(0.2, name='Dropout2')(conv5)
up6 = Conv2D(128,
2,
activation='relu',
padding='same',
kernel_initializer='he_normal',
name='UpConv1')(UpSampling2D(size=(2, 2), name='Up1')(drop5))
merge6 = keras.layers.Concatenate(name='Concat1')([drop4, up6])
conv6 = Residual11(384, 128, merge6)
conv6_1 = Residual12(128, 64, conv6)
up7 = Conv2D(64,
2,
pool1 = MaxPooling2D(pool_size=(2, 2), name='MaxPool1')(conv1)
conv2 = Residual3(64, 128, pool1)
#conv2 = Residual4(128, 128, conv2)
pool2 = MaxPooling2D(pool_size=(2, 2), name='MaxPool2')(conv2)
conv3 = Residual5(128, 256, pool2)
#conv3 = Residual6(256, 256, conv3)
pool3 = MaxPooling2D(pool_size=(2, 2), name='MaxPool3')(conv3)
#conv4 = Residual7(256, 512, pool3)
#conv4 = Residual8(512, 512, conv4)
#drop4 = Dropout(0.2, name='Dropout1')(conv4)
#pool4 = MaxPooling2D(pool_size=(2, 2), name='MaxPool4')(drop4)
conv5 = Residual9(256, 512, pool3)
#conv5 = Residual10(512, 512, conv5)
drop5 = Dropout(0.2, name='Dropout2')(conv5)
#up6 = Conv2D(512, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal', name='UpConv1')(UpSampling2D(size = (2,2), name='Up1')(drop5))
#merge6 = keras.layers.Concatenate(name='Concat1')([drop4,up6])
#conv6 = Residual11(1024, 512, merge6)
#conv6 = Residual12(512, 512, conv6)
up7 = Conv2D(256,
2,
activation='relu',
padding='same',
kernel_initializer='he_normal',
name='UpConv2')(UpSampling2D(size=(2, 2), name='Up2')(drop5))
merge7 = keras.layers.Concatenate(name='Concat2')([conv3, up7])