Introduction to the Radon Transform
Projections and Sinograms (First-Year University Level)
Overview
Original image $f(x,y)$
$\theta$
Line integral
$\displaystyle\int_L f\,dl$
Sinogram $p(s,\theta)$
$\theta$ (0° → 180°)
$s$
Projection data at each angle $\theta$ forms the sinogram
Points trace sinusoidal curves → hence "sinogram"
This introduction covers the fundamental concepts of the Radon transform. The goal is to develop an intuitive understanding of what it means to "convert a two-dimensional object into one-dimensional projection data."
Learning Objectives
- Understand the geometric meaning of line integrals (projections)
- Understand the concept of a sinogram
- Survey the principles of X-ray CT scanning
- Understand why the original image can be recovered from its projections
Table of Contents
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Chapter 1
X-ray CT and Projection
History, the intuition of X-ray CT, and projection as a line integral
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Chapter 2
Geometry of Line Integrals
The $(s, \theta)$ representation of lines, line integrals, the definition of the Radon transform, and examples
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Chapter 3
Sinograms
Visualization of projection data, interpretation of features
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Chapter 4
Principles of X-ray CT
X-ray attenuation, acquisition of projection data
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Chapter 5
Overview of Reconstruction
The basic idea of recovering an image from its projections
Prerequisites
- Fundamentals of calculus (computation of integrals)
- Basic trigonometric functions
- Vectors and the equation of a line