Fig. 1: Schematic of the single-shot CXDI system and the PID3Net framework.

A Schematic diagram of the single-shot coherent X-ray diffraction imaging (CXDI) optical system, featuring a triangular aperture and a Fresnel zone plate. B Overview of the PID3Net framework for dynamic phase retrieval in single-shot CXDI.