Notes : Compressive Imaging and Regularized Image Reconstruction ( lecture 11 )

This document serves as a supplement to the material discussed in lecture 11. The document is not meant to be a comprehensive review of compressive sensing or compressive imaging. It is supposed to be an intuitive introduction to the basic mathematical concepts of compressive image reconstruction for the single pixel camera. More information can be found in the paper by Wakin et al. [2006], which is representative for an entire class of research papers published throughout the last decade.