import tensorflow as tf

    pool_center = AvgPooling('mappool', gmap, 9, stride=8, padding='VALID')
    with argscope(Conv2D, kernel_shape=3, nl=tf.nn.relu,
                  W_init=tf.random_normal_initializer(stddev=0.01)):
        shared = (LinearWrap(image)
