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vgg19.py
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vgg19.py
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from network import Network
class VGG19(Network):
def setup(self):
(self.feed('data')
.conv(3, 3, 64, 1, 1, name='conv1_1')
.conv(3, 3, 64, 1, 1, name='conv1_2')
.max_pool(2, 2, 2, 2, name='pool1')
.conv(3, 3, 128, 1, 1, name='conv2_1')
.conv(3, 3, 128, 1, 1, name='conv2_2')
.max_pool(2, 2, 2, 2, name='pool2')
.conv(3, 3, 256, 1, 1, name='conv3_1')
.conv(3, 3, 256, 1, 1, name='conv3_2')
.conv(3, 3, 256, 1, 1, name='conv3_3')
.conv(3, 3, 256, 1, 1, name='conv3_4')
.max_pool(2, 2, 2, 2, name='pool3')
.conv(3, 3, 512, 1, 1, name='conv4_1')
.conv(3, 3, 512, 1, 1, name='conv4_2')
.conv(3, 3, 512, 1, 1, name='conv4_3')
.conv(3, 3, 512, 1, 1, name='conv4_4')
.max_pool(2, 2, 2, 2, name='pool4')
.conv(3, 3, 512, 1, 1, name='conv5_1')
.conv(3, 3, 512, 1, 1, name='conv5_2')
.conv(3, 3, 512, 1, 1, name='conv5_3')
.conv(3, 3, 512, 1, 1, name='conv5_4')
.max_pool(2, 2, 2, 2, name='pool5')
.fc(4096, name='fc6')
.fc(4096, name='fc7')
.fc(1000, relu=False, name='fc8')
.softmax(name='prob'))