Unsupervised Deep Learning for Ptychography

Abstract

We couple an untrained neural network to a complete physical model that describes the image formation process in Ptychography. We demonstrate high fidelity, full-field image reconstruction with ×5 less diffraction patterns for real-time ultrafast microscopy.