import tensorflow as tf

      output: []
      for output in model_options.outputs_to_num_classes
  }

  with tf.variable_scope(tf.get_variable_scope(), reuse=None):
    outputs_to_scales_to_logits = multi_scale_logits(
        images,
        model_options=model_options,
