Data preparation process of our watershed segmentation approach. From left to right: the original halo instances for the considered prediction problem, subsequent modifications involving the removal of small holes and spurious pixels and contour smoothing, and the presentation of both the foreground and contour masks utilized for model training. Pixels coloured in white do not belong to any halo. Pixels with the same colour belong to the same halo and different colours indicate different haloes.