Deep Deconvolution of Object Information Modulated by a Refractive Lens Using Lucy-Richardson-Rosen Algorithm

Author:

Praveen P. A.ORCID,Arockiaraj Francis Gracy,Gopinath Shivasubramanian,Smith Daniel,Kahro TaunoORCID,Valdma Sandhra-Mirella,Bleahu Andrei,Ng Soon HockORCID,Reddy Andra Naresh Kumar,Katkus Tomas,Rajeswary Aravind Simon John Francis,Ganeev Rashid A.,Pikker Siim,Kukli KaupoORCID,Tamm AileORCID,Juodkazis SauliusORCID,Anand VijayakumarORCID

Abstract

A refractive lens is one of the simplest, most cost-effective and easily available imaging elements. Given a spatially incoherent illumination, a refractive lens can faithfully map every object point to an image point in the sensor plane, when the object and image distances satisfy the imaging conditions. However, static imaging is limited to the depth of focus, beyond which the point-to-point mapping can only be obtained by changing either the location of the lens, object or the imaging sensor. In this study, the depth of focus of a refractive lens in static mode has been expanded using a recently developed computational reconstruction method, Lucy-Richardson-Rosen algorithm (LRRA). The imaging process consists of three steps. In the first step, point spread functions (PSFs) were recorded along different depths and stored in the computer as PSF library. In the next step, the object intensity distribution was recorded. The LRRA was then applied to deconvolve the object information from the recorded intensity distributions during the final step. The results of LRRA were compared with two well-known reconstruction methods, namely the Lucy-Richardson algorithm and non-linear reconstruction.

Funder

European Union Horizon 2020

Publisher

MDPI AG

Subject

Radiology, Nuclear Medicine and imaging,Instrumentation,Atomic and Molecular Physics, and Optics

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