import tensorflow as tf

        b_t1 = utils.bias_variable([deconv_shape1[3].value], name="b_t1")
        conv_t1 = utils.conv2d_transpose_strided(concat1, W_t1, b_t1, output_shape=tf.shape(image_net["pool4"]))
