1. Plug-and-Play Half-Quadratic Splitting for Ptychography
- Author
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Denker, Alexander, Hertrich, Johannes, Kereta, Zeljko, Cipiccia, Silvia, Erin, Ecem, and Arridge, Simon
- Subjects
Electrical Engineering and Systems Science - Image and Video Processing ,Computer Science - Machine Learning ,94A08 ,I.4.5 - Abstract
Ptychography is a coherent diffraction imaging method that uses phase retrieval techniques to reconstruct complex-valued images. It achieves this by sequentially illuminating overlapping regions of a sample with a coherent beam and recording the diffraction pattern. Although this addresses traditional imaging system challenges, it is computationally intensive and highly sensitive to noise, especially with reduced illumination overlap. Data-driven regularisation techniques have been applied in phase retrieval to improve reconstruction quality. In particular, plug-and-play (PnP) offers flexibility by integrating data-driven denoisers as implicit priors. In this work, we propose a half-quadratic splitting framework for using PnP and other data-driven priors for ptychography. We evaluate our method both on natural images and real test objects to validate its effectiveness for ptychographic image reconstruction.
- Published
- 2024