import tensorflow as tf

            inputs=x, filter_depth=filter_depth3, kernel_size=1,
            padding="same", stride=1
        )
        x = self.__batch_norm("{}2c".format(bn_name_base), x)

        x = tf.add(x, inputs)

        return tf.nn.relu(x)
