Deep neural networks (DNNs) have emerged as a powerful tool to overcome the limitations imposed by photon budgets for their strong fitting ability and their capacity to incorporate abundant prior knowledge19,20,21,22,23,24,25,26. Our previous development of view-channel-depth (VCD) deep-learnin...