import tensorflow as tf

    with tf.variable_scope(tf.get_variable_scope()):
        encoder_output_label_, _ = encoder(x_input_l, reuse=True, supervised=True)

    # Generate output images
    with tf.variable_scope(tf.get_variable_scope()):
        decoder_image = decoder(manual_decoder_input, reuse=True)

    # Classification accuracy of encoder
