Non-Iterative Holographic Image Reconstruction and Phase Retrieval Using a Deep Convolutional Neural Network

We demonstrate a non-iterative holographic image reconstruction and phase retrieval framework based on deep learning. After its training, a deep convolutional neural network rapidly recovers phase and amplitude images of specimen from a single hologram.