Normalize the image to zero mean and unit variance.

def _normalize(image):
  """Normalize the image to zero mean and unit variance."""
  offset = tf.constant(MEAN_RGB, shape=[1, 1, 3])
  image -= offset

  scale = tf.constant(STDDEV_RGB, shape=[1, 1, 3])
  image /= scale
  return image