Francesco et al. propose the Slot Attention to predict a set of task-dependent summary representations known as slots from the perceptual representations such because the output of a convolutional neural network. On this paper, motivated by the item-centric representations and the competing mechanism, we introduce the panoptic slots and the VPR module to efficiently bring…