Figure 4

Amplitude and phase reconstruction. Comparison of PtychoPINN to a supervised learning method, PtychoNN, on the ‘Large features’ object. As the amplitude object lacks sharp features, PtychoNN reconstructs it nearly as well as PtychoPINN. However, it tends to invert the phase structure in low-amplitude regions.