import tensorflow as tf

      stride=1,
      reuse=reuse):
    with slim.arg_scope([batch_norm], **batch_norm_params):
      with tf.variable_scope(DECODER_SCOPE, DECODER_SCOPE, [features]):
        decoder_features = features
        decoder_stage = 0
