IMGS-616-20131 — FOURIER METHODS
FOR IMAGING (RIT #11857)
website: http://www.cis.rit.edu/class/simg616/
Relevant Published Materials:
Though this list is meant to be
fairly comprehensive, I am sure that there are others that should be included –
feel free to suggest additions to the list. Library of Congress call numbers are
included for books available in the RIT library. The comments are my own gauges
of usefulness to this class and to imaging in general. You should spend some time in the library looking
over these books!
Text:
1. Fourier Methods in Imaging, Roger L. Easton, Jr.,
Wiley, 2010, ISBN 978-0-470-68983-7
Other Textbooks
(and very useful!):
2. Foundations of Image Science, H.H. Barrett & K.D.
Myers, Wiley, 2004, ISBN 0-471-15300-1, Catalog number TK8315.B37 2004
3. Linear Systems, Fourier
Transforms, and Optics, Jack D.Gaskill, Wiley, 1978, QC355.2.G37 (source of many homework
problems)
4. Two-Dimensional Imaging, R.N. Bracewell, Prentice-Hall,
1995, TA1637.B73
5. Fourier Analysis and Imaging, R.N. Bracewell, Springer
2004, ISBN 978-030648187
6. Digital Image Processing, K.R. Castleman,
Prentice-Hall, 1996 (§1-2,§9-16), (far more comprehensive than title
implies; excellent for a variety of imaging systems, demonstrates relationship
of linear systems to optical systems, I really like this book), TA1632.C37
Mathematical Foundations of Linear
Systems:
1. For review, Schaum’s
Outlines on Calculus, Linear Algebra, Vector Analysis, Matrices, Complex
Variables; also Schaum’s Mathematical Handbook
2. Advanced Mathematical Methods
for Engineering and Science Students, G. Stephenson, P.M.Radmore,
3. Linear Algebra and its
Applications (3rd Edition), Gilbert Strang, Harcourt, Brace, Jovanovitch, 1988,
(Chapters on orthogonal projections, eigenvectors, change of bases)
4. Any of several texts on
mathematical physics, e.g., Kreysig and Kreysig, Advanced Engineering Mathematics, Arfken, Mathematical Methods for Physicists, Byron and Fuller Mathematics of Classical and Quantum Physics,
etc. (Every scientist needs at least one of these) Byron and Fuller is
available as a Dover paperback reprint for under $25 (www.doverpublications.com)
Fourier Transforms in Mathematics:
1. The Fourier Integral and
Certain of its Applications, N. Wiener, Dover Publications reprint, 1958 (first
published in 1933 – tediously mathematical), QA404.W47
2. An Introduction to the
Theory of Fourier's Series and Integrals, H.S. Carslaw, Dover Publications reprint,
1950 (first published in 1930 -- also mathematical, but easier to read than
Wiener) QA404.C32
3. A Handbook of Fourier
Theorems,
D.C. Champeney,
Fourier Transforms in Physics/Engineering:
1. Fourier Series and
Boundary-Value Problems, R.V. Churchill, McGraw-Hill, 4th Edition,
1987, (classic text with lots of physical applications), QA404.C6
2. A First Course in Fourier
Analysis, D.M. Kammler,
Prentice-Hall, 2000, (useful discussions of mathematical and computational
aspects), QA403.5.K36
3. Fourier Transforms and their
Physical Applications,
D.C. Champeney, Academic Press, 1973, (excellent book), QA403.5.C46
4. Fourier methods for
mathematicians, scientists, and engineers, M. Cartwright, Ellis Horwood,
1990, (paperback, introductory, lots of physical applications), QA403.5.C37
5. The Fourier Transform and
Its Applications (2nd Edition, Revised), R.N.Bracewell, McGraw-Hill, 1986, (the
standard reference on 1-D Fourier, good discussion of discrete transforms and
applications), QA403.5.B7
6. Fourier Transforms, An
Introduction for Engineers, R.M. Gray and J.W. Goodman, Kluwer Academic
Publishers, 1995, (aimed at discrete transform, not as useful as I
expected), TK5102.9.G73
7. A student's guide to Fourier
transforms, with Applications to Physics and Engineering, J.F. James,
8. The Fourier Integral and its
Applications, A. Papoulis, McGraw-Hill, 1962, (old, pre-FFT, though good mix of
mathematical theory and practical applications), QA404.P32
9.
Fourier Transforms, I.N.
Sneddon, Dover Publications, 1995 (first published in 1951), (similar
comments to Papoulis), QA404.S53
10.
Fourier Analysis,
T.W. Körner,
11. Exercises for Fourier Analysis, T.W. Körner,
12. Integral Transforms in Science and Engineering, K.B.
Wolf, Plenum, 1979, (mathematical reference), QA432.W64
13. Probability, Statistical Optics, and Data Testing, 2nd
Ed. B.R. Frieden, Springer-Verlag, 1991 (particularly §4 on Fourier methods – excellent
discussion of applications of statistical principles to many types of imaging
problems, not just optics), QA273.F89
14. Statistical Optics, J.W. Goodman, Wiley, 1985, (applications
of Fourier theory to statistics, particularly in optics), QC355.2.G66
15. Who is Fourier? A Mathematical Adventure, Transnational
16. The
Hartley Transform, R.N. Bracewell,
Discrete Fourier Transforms: (more relevant to course IMGS-718 Digital
Imaging Mathematics)
1. The FFT, Fundamentals and
Concepts,
R.W. Ramirez, Prentice-Hall, 1985, (graphical introduction to discrete
Fourier transform) QA403.5.R36
2. The Fast Fourier Transform
and its Applications, E.O. Brigham, Prentice-Hall, 1988, (excellent), QA403.B75
3. Fast Fourier Transforms, J.S. Walker, 2nd Edition, CRC Press, 1996, (w/
DOS software), QA403.W33
4. Multidimensional Digital
Signal Processing, D.E. Dudgeon and R.M. Mersereau, Prentice-Hall, 1984 (§1-§2), (written
for EEs, but good discussion of 2-D discrete transform) TK5102.5.D83
Linear Systems and Optical Imaging:
1.
Introduction to Fourier Optics, J.W. Goodman, (3rd Edition), Roberts and Co., 2005, (updated
classic, the BEST book on applications of Fourier transforms in optical
imaging), QC355.G65
2.
Fourier Optics, An Introduction (2nd Edition), E.G. Steward, Wiley, 1987, (useful introduction,
lower level than Goodman), QC454.F7S83
3.
Introduction to the Optical Transfer Function, C.S. Williams and O.A. Becklund, Wiley, 1989,
(specialized topic of linear systems in optics), QC367.W55
4.
Systems and Transforms with Applications in Optics, A. Papoulis, McGraw-Hill, 1968, (another classic, Papoulis
has LOTS of useful things to say!), QC383.P23
5.
Applications of Optical Fourier Transforms, H. Stark, ed., Academic Press, 1982, (as implied,
discussions of specific applications), TA1632.A68
6.
Quantitative Coherent Imaging: Theory, Methods, and Some Applications, J.M.Blackledge, Academic Press, 1989, (nice
description of subject, unusual notation/spellings), QC476.C6.B553
7.
The New Physical Optics Notebook, Reynolds, DeVelis, Parrent, and Thompson, SPIE
Press, 1989, (applications of linear systems to optics/holography; though I
am not fond of the notation, this is a very useful book that considers
applications of Fourier transforms to optics and imaging), QC395.2.N48
8.
Fourier Series and Optical Transform Techniques in Contemporary Optics, Raymond Wilson, John Wiley & Sons, Inc, 1995.
QC454.F7 W55 (ISBN 0-471-30357-7)
9.
Two-Dimensional Phase Unwrapping, Theory, Algorithms, and Software, Dennis C. Ghiglia and Mark D. Pratt,
Wiley-Interscience, 1998. (not in RIT Library, call number is TK6582.S95G45,
ISBN 0-471-24935-1)
10. Deconvolution of Images and
Spectra (Second Edition), Peter
A. Jansson (ed.), Academic Press, 1997, QC451.6.F45 (ISBN 0-12-380222-9)
Image Recovery:
1. Image Restoration and
Reconstruction, R.H.T.Bates and M.J.McDonnell, Oxford University Press, 1986, (application
of linear systems to imaging), TA1632.B36
2. Image Recovery, Theory and
Application, (H.Stark, ed.), Academic Press, 1987, (similar to Bates but more
applications, multiple authors, fragmented), TA1632.I4824
Useful References from Magazines and Journals: (with
links to pdf copies)
1. “The
Fourier Transform,” R.N. Bracewell, in Scientific
American, June 1989, pp.86-95
2. “Numerical
Transforms,” R.N. Bracewell, in Science,
v.248, 11 May 1990, pp.697-704
3. “Fourier
Analysis Using a Spreadsheet,” R.A. Dory and J.H. Harris, in Computers in Physics, Vol. 2, Nov.-Dec. 1988, pp. 83-86
4. “A Plain
Man's (sic) Guide to the FFT,” P. Kraniauskas, in IEEE Signal Processing Magazine,
v.11, April 1994, pp. 24-35
5. “Tom,
Dick, and Mary Discover the DFT,” J.R. Deller, Jr., in IEEE Signal Processing Magazine, v.11 April 1994, pp. 36-50
6. “SIGNALS,
Interactive Software for One-Dimensional Signal Processing,” R.L. Easton,
Jr., in Computer Applications in
Engineering Education, v.1,
December 1993, pp.489-501
7. “Fast Fourier
Transforms for Fun and Profit,” W.M. Gentleman and G. Sande, in Proceedings
- Fall Joint Computer Conference, 1966, pp.563-578
Other books containing useful
discussions of imaging subjects:
1. Principles of Digital Image
Synthesis,
Andrew Glassner, Morgan-Kauffman, 1995 (two volumes), (very nice discussion
of broad range of imaging topics, relevant material in §4-5,§8-10), T385.G585
2. Image Reconstruction in
Radiology,
J. Anthony Parker, CRC Press, 1990, (excellent
book of much more general application than title implies; written for
medical students and radiologists, does not require a “high” level of
mathematical knowledge, useful intuitive discussions of imaging principles)
RC78.7.D53 P36
3. Radiological Imaging, H.H. Barrett and
W.Swindell, Academic Press, 1981, (terrific book, also much more general
than indicated by its title), (§2,
§4 on Linear Systems, §3 on Random Processes, §7 on Computed Tomography) RC78.B337
Computing Resources:
Many computational software packages are
available that are helpful when learning the material in this class. CIS uses IDL™
from ITT Exelis (http://www.exelisinc.com/) as its “standard”
package. It is installed on the UNIX workstations in the Center, and
also is available for purchase at a substantial student discount from CIS.
Other packages exist, including Mathematica™ (available on RIT
VAX), MathCad™, Matlab™, and Scientific
Workplace™, and ENVI®. All
these packages allow computations involving most aspects of matrix algebra and
complex analysis to be evaluated quickly and (more or less) painlessly. They
also have graphing routines which may assist in visualizing concepts. In my
opinion, most of the packages have a fairly steep learning curve – you cannot
do much that is useful “out of the box.” The programs also have their
respective advantages and disadvantages, e.g., my opinion is that the
interfaces to Mathematica™ and MathCAD™ are not
very intuitive, which means that new users have to travel the learning curve.
Conversely, experienced users are rewarded by quicker answers.
Two free
programs are available for illustrating the concepts of linear systems. My (very
old) DOS program, “Signals” for 1-D functions runs in DOS and in
Windows up through XP. By using the “DOSBox” utility (an x86 emulator available
from http://www.dosbox.com/), it will run in
Windows Vista, Windows 7, Apple OS X, and Linux. The Signals program
was written with the intent of being easy to use (though you must decide for
yourself whether it succeeds), particularly in a classroom lecture environment.
It is may be downloaded for free from the CIS website at:
http://www.cis.rit.edu/resources/software/index.html
An old (but
still valid) “user manual” is available at: http://www.cis.rit.edu/resources/software/sig_manual/index.html
SignalShow
Juliet Bernstein
wrote a new Java counterpart of Signals, called SignalShow,
that illustrates both 1-D and 2-D cases. Releases for Windows, Macintosh OSX,
and Linux) are available online at http://sourceforge.net/projects/signalshow/. Instructional videos are posted on YouTube at http://www.youtube.com/watch?v=yDNipwKTMXM and http://www.youtube.com/watch?v=DfRJFGfVGek. This program is useful for visualizing concepts in this
course, as well as in “Digital Image Processing” and in “Optics for Imaging.”
Other Software
Tools
Other programs are available that are helpful in
this course and the followup IMGS-718 “Digital Imaging Mathematics.”
·
ImageJ is a freely available open-source
program that has evolved from former versions NIHImage and ScionImage.
Written in Java, the basic program and “plugins” for more advanced routines are
available from the website http://rsbweb.nih.gov/ij/. Plugins are available for
advanced processing relevant to this course, including the Radon transform and
statistical analysis.
·
IDL / ENVI, available on many
computers in the
·
Matlab
15 August 2013