Another difference is that in HiLAP the actions are sampled and thus might place the objects to incorrect labels, while in HiLAP-SL only the ground-truth positions are traversed during training.
if there are K(≥ 1) groundtruth labels at the same level, the object embedding e d would be copied K times and losses on the K different paths would be measured independently (see Fig.