Fig. 1: Overview of the proposed framework.
From: Comprehensive compensation of real-world degradations for robust single-pixel imaging

A comprehensive degradation model is studied for a variety of real-world image impairments. The reconstruction process begins with computational ghost imaging (CGI) applied to single-pixel measurements, yielding a coarse, low-resolution image. A neural network trained based on the degradation physical models restores and generates high-resolution images