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In recent years, Moore's law has fostered the steady growth of the field of digital image processing, though the computational complexity remains a problem for most of the digital image processing applications. In parallel, the research domain of optical image processing has matured, potentially bypassing the problems digital approaches were suffering and bringing new applications. The advancement of technology calls for applications and knowledge at the intersection of both areas but there is a clear knowledge gap between the digital signal processing and the optical processing communities. This book covers the fundamental basis of the optical and image processing techniques by integrating contributions from both optical and digital research communities to solve current application bottlenecks, and give rise to new applications and solutions. Besides focusing on joint research, it also aims at disseminating the knowledge existing in both domains. Applications covered include image restoration, medical imaging, surveillance, holography, etc...
"a very good book that deserves to be on the bookshelf of a serious student or scientist working in these areas."
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Table of Contents
Related Titles
Copyright
Foreword
Optical and Digital Image Processing
Editors
Preface
Acknowledgments
List of Contributors
Color Plates
Chapter 1: Fundamentals of Optics
1.1 Introduction
1.2 The Electromagnetic Spectrum
1.3 Geometrical Optics
1.4 Maxwell's Equations and the Wave Equation
1.5 Wave Optics and Diffraction
1.6 Fourier Optics and Applications
1.7 The Human Visual System
1.8 Conclusion
References
Chapter 2: Fundamentals of Photonics
2.1 Introduction
2.2 Interference and Diffraction
2.3 Terms and Units: The Measurement of Light
2.4 Color
2.5 Basic Laser Physics
2.6 Basic Properties of Laser Light
2.7 Conclusions
References
Chapter 3: Basics of Information Theory
3.1 Introduction
3.2 Probability
3.3 Entropy and Mutual Information
3.4 Information Channel
3.5 Conclusion
3.6 Appendix 3.A: Application of Mutual Information
References
Chapter 4: Fundamentals of Image Processing
4.1 Introduction
4.2 Digital Image Representation
4.3 Image Filtering Paradigm
4.4 Frequency Domain
4.5 Filtering in the Image Domain
4.6 Conclusions
References
Chapter 5: Joint Spatial/Spatial-Frequency Representations
5.1 Introduction
5.2 Fundamentals of Joint Representations
5.3 Other Distributions
5.4 The Pseudo-Wigner–Ville Distribution (PWVD)
5.5 2D Log-Gabor Filtering Schemes for Image Processing
5.6 Texture Segmentation
5.7 Hybrid Optical–Digital Implementation
5.8 Conclusions
Acknowledgments
References
Chapter 6: Splines in Biomedical Image Processing
6.1 Introduction
6.2 Main Theoretical Results about Splines
6.3 Splines in Biomedical Image and Volume Registration
6.4 Conclusions
References
Chapter 7: Wavelets
7.1 Introduction
7.2 Chasing Sherlock Holmes: How to Scrutinize an Image
7.3 A Natural Evolution: The Continuous Wavelet Transform
7.4 Theory into Practice: The Discrete Wavelet Transform
7.5 Mallat and Meyer Digging Deeper: Multiresolution Analysis
7.6 Going to Higher Dimensions: Directional Transforms
7.7 Conclusion
References
Chapter 8: Scale-Space Representations for Gray-Scale and Color Images
8.1 Introduction
8.2 Background
8.3 Representation
8.4 Conclusions
References
Chapter 9: Spatial Light Modulators (SLMs)
9.1 Introduction
9.2 Types of SLM
9.3 Fully Complex Modulation Methods
9.4 Applications
9.5 Conclusions
References
Chapter 10: Holographic Visualization of 3D Data
10.1 Introduction
10.2 Reproducing the Amplitude and the Phase
10.3 Different Types of Holograms
10.4 Holographic Approximations
10.5 Dynamic Holography
10.6 Conclusion
Acknowledgment
References
Further Reading
Chapter 11: Holographic Data Storage Technology
11.1 Introduction
11.2 Holographic Data Storage Overview
11.3 Tolerances and Basic Servo
11.4 Data Channel Overview
11.5 Materials for Holography
11.6 Material for Data Storage
11.7 Media for Holographic Data Storage
11.8 Conclusions
References
Chapter 12: Phase-Space Rotators and their Applications in Optics
12.1 Introduction
12.2 Signal Representation in Phase Space: The Wigner Distribution
12.3 Matrix Formalism for the Description of Phase-Space Rotations
12.4 Basic Phase-Space Rotators for Two-Dimensional Signals
12.5 Optical System Design for Phase-Space Rotators and their Experimental Implementations
12.6 Applications of Phase-Space Rotators in Optics
12.7 Conclusions
Acknowledgments
References
Chapter 13: Microscopic Imaging
13.1 Introduction
13.2 Image Formation: Basic Concepts
13.3 Components of a Microscopic Imaging System
13.4 Types of Microscopy
13.5 Digital Image Processing in Microscopy
13.6 Conclusions
Acknowledgments
References
Chapter 14: Adaptive Optics in Microscopy
14.1 Introduction
14.2 Aberrations in Microscopy
14.3 Principles of Adaptive Optics
14.4 Aberration Correction in High-Resolution Optical Microscopy
14.5 Aberration Measurement and Wavefront Sensing
14.6 Control Strategies for Adaptive Microscopy
14.7 Conclusion
Acknowledgments
References
Chapter 15: Aperture Synthesis and Astronomical Image Formation
15.1 Introduction
15.2 Image Formation from Optical Telescopes
15.3 Single-Aperture Radio Telescopes
15.4 Aperture Synthesis
15.5 Image Formation
15.6 Conclusions
References
Chapter 16: Display and Projection
16.1 Introduction
16.2 Direct View Displays
16.3 Projection Displays
16.4 Applications
16.5 Conclusion
References
Chapter 17: 3D Displays
17.1 Introduction
17.2 Planar Stereoscopic Displays
17.3 Planar Multiview Displays
17.4 Signal Processing for 3D Displays
17.5 Conclusions
Acknowledgments
References
Chapter 18: Linking Analog and Digital Image Processing
18.1 Introduction
18.2 How Should One Build Discrete Representation of Images and Transforms?
18.3 Building Continuous Image Models
18.4 Digital-to-Analog Conversion in Digital Holography. Case Study: Reconstruction of Kinoform
18.5 Conclusion
References
Chapter 19: Visual Perception and Quality Assessment
19.1 Introduction
19.2 The Human Visual System
19.3 Human-Visual-System-Based Models
19.4 Feature-Based Models
19.5 Structural and Information-Theoretic Models
19.6 Motion-Modeling-Based Algorithms
19.7 Performance Evaluation and Validation
19.8 Conclusion
References
Chapter 20: Digital Image and Video Compression
20.1 Introduction
20.2 Typical Architecture
20.3 Data Prediction and Transformation
20.4 Quantization
20.5 Entropy Coding
20.6 Image and Volumetric Coding
20.7 Video Coding
20.8 Conclusions
Acknowledgments
References
Chapter 21: Optical Compression Scheme to Simultaneously Multiplex and Encode Images
21.1 Introduction
21.2 Optical Image Compression Methods: Background
21.3 Compression and Multiplexing: Information Fusion by Segmentation in the Spectral Plane
21.4 Optical Compression of Color Images by Using JPEG and JPEG2000 Standards
21.5 New Simultaneous Compression and Encryption Approach Based on a Biometric Key and DCT
21.6 Conclusions
References
Chapter 22: Compressive Optical Imaging: Architectures and Algorithms
22.1 Introduction
22.2 Compressive Sensing
22.3 Architectures for Compressive Image Acquisition
22.4 Algorithms for Restoring Compressively Sensed Images
22.5 Experimental Results
22.6 Noise and Quantization
22.7 Conclusions
Acknowledgments
References
Chapter 23: Compressed Sensing: “When Sparsity Meets Sampling”
23.1 Introduction
23.2 In Praise of Sparsity
23.3 Sensing and Compressing in a Single Stage
23.4 Reconstructing from Compressed Information: A Bet on Sparsity
23.5 Sensing Strategies Market
23.6 Reconstruction Relatives
23.7 Some Compressive Imaging Applications
23.8 Conclusion and the “Science 2.0” Effect
Acknowledgments
References
Further Reading
Chapter 24: Blind Deconvolution Imaging
24.1 Introduction
24.2 Image Deconvolution
24.3 Single-Channel Deconvolution
24.4 Multichannel Deconvolution
24.5 Space-Variant Extension
24.6 Conclusions
Acknowledgments
References
Chapter 25: Optics and Deconvolution: Wavefront Sensing
25.1 Introduction
25.2 Deconvolution from Wavefront Sensing (DWFS)
25.3 Past and Present
25.4 The Restoration Process
25.5 Examples of Application
25.6 Conclusions
Acknowledgments
References
Further Reading
Chapter 26: Image Restoration and Applications in Biomedical Processing
26.1 Introduction
26.2 Classical Restoration Techniques
26.3 SPERRIL: Estimation and Restoration of Confocal Images
26.4 Conclusions
Acknowledgment
References
Chapter 27: Optical and Geometrical Super-Resolution
27.1 Introduction
27.2 Fundamental Limits to Resolution Improvement
27.3 Diffractive Optical Super-Resolution
27.4 Geometrical Super-Resolution
References
Chapter 28: Super-Resolution Image Reconstruction considering Inaccurate Subpixel Motion Information
28.1 Introduction
28.2 Fundamentals of Super-Resolution Image Reconstruction
28.3 Super-Resolution Image Reconstruction considering Inaccurate Subpixel Motion Estimation
28.4 Development and Applications of Super-Resolution Image Reconstruction
28.5 Conclusions
Acknowledgments
References
Chapter 29: Image Analysis: Intermediate-Level Vision
29.1 Introduction
29.2 Pixel- and Region-Based Segmentation
29.3 Edge-Based Segmentation
29.4 Deformable Models
29.5 Model-Based Segmentation
29.6 Conclusions
References
Chapter 30: Hybrid Digital–Optical Correlator for ATR
30.1 Introduction
30.2 Miniaturized Gray-Scale Optical Correlator
30.3 Optimization of OT-MACH Filter
30.4 Second Stage: Neural Network for Target Verification
30.5 Experimental Demonstration of ATR Process
30.6 Conclusions
Acknowledgments
References
Chapter 31: Theory and Application of Multispectral Fluorescence Tomography
31.1 Introduction
31.2 Fluorescence Molecular Tomography (FMT)
31.3 Spectral Tomography
31.4 Multitarget Detection and Separation
31.5 Conclusions
References
Chapter 32: Biomedical Imaging Based on Vibrational Spectroscopy
32.1 Introduction
32.2 Vibrational Spectroscopy and Imaging
32.3 Analysis of Vibrational Spectroscopic Images
32.4 Challenges for Image Analysis in CARS Microscopy
32.5 Biomedical Applications of Vibrational Spectroscopic Imaging: Tissue Diagnostics
32.6 Conclusions
Acknowledgments
References
Chapter 33: Optical Data Encryption
33.1 Introduction
33.2 Optical Techniques in Encryption Algorithms
33.3 Applications to Security Systems
33.4 Conclusions
Acknowledgments
References
Chapter 34: Quantum Encryption
34.1 Introduction
34.2 The Principle of Quantum Cryptography
34.3 State-of-the-Art Quantum Key Distribution Technologies
34.4 Security of Practical Quantum Key Distribution Systems
34.5 Conclusions
Acknowledgments
References
Chapter 35: Phase-Space Tomography of Optical Beams
35.1 Introduction
35.2 Fundamentals of Phase-Space Tomography
35.3 Phase-Space Tomography of Beams Separable in Cartesian Coordinates
35.4 Radon Transform
35.5 Example: Tomographic Reconstruction of the WD of Gaussian Beams
35.6 Experimental Setup for the Measurements of the WD Projections
35.7 Reconstruction of WD: Numerical and Experimental Results
35.8 Practical Work for Postgraduate Students
35.9 Conclusions
Acknowledgments
References
Chapter 36: Human Face Recognition and Image Statistics using Matlab
36.1 Introduction
36.2 Neural Information-Processing and Image Statistics
36.3 Face Image Statistics and Face Processing
36.4 Amplitude Spectra
36.5 Making Artificial Face Recognition “More Human”
36.6 Student Assignments
References
Chapter 37: Image Processing for Spacecraft Optical Navigation
37.1 Introduction
37.2 Geometric Basis for Optical Navigation
37.3 Optical Navigation Sensors and Models
37.4 Dynamical Models
37.5 Processing the Camera Data
37.6 Kalman Filtering
37.7 Example Deep Space Mission
37.8 Student Assignment
37.9 Conclusion
References
Chapter 38: ImageJ for Medical Microscopy Image Processing: An Introduction to Macro Development for Batch Processing
38.1 Introduction
38.2 Installation
38.3 Plugin Collections
38.4 Opening Images
38.5 Developing a Macro
38.6 Further Practical Exercises
38.7 Important Websites
Appendix 38.A: Analyzing a Single Image
Appendix 38.B: Including Intensity Measurements
Appendix 38.C: Making a Function
Appendix 38.D: Batch Processing a Folder
Appendix 38.E: Adding a Dialog and Batch Processing a Folder
Appendix 38.F: Batch Processing Subfolders
References
Index
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The Editors
Dr. Gabriel Cristóbal
Instituto de Optica (CSIS)
Imaging and Vision Dept.
Serrano 121
28006 Madrid
Spain
Prof. Dr. Peter Schelkens
Vrije Universiteit Brussel
Department of Electronics and
Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Prof. Hugo Thienpont
Vrije Universiteit Brussel
Brussels Photonics Team (B-PHOT)
Pleinlaan 2
1050 Brussels
Belgium
Cover
All books published by Wiley-VCH are carefully produced. Nevertheless, authors, editors, and publisher do not warrant the information contained in these books, including this book, to be free of errors. Readers are advised to keep in mind that statements, data, illustrations, procedural details or other items may inadvertently be inaccurate.
Library of Congress Card No.: applied for
British Library Cataloguing-in-Publication Data
A catalogue record for this book is available from the British Library.
Bibliographic information published by the Deutsche Nationalbibliothek
The Deutsche Nationalbibliothek lists this publication in the Deutsche Nationalbibliografie; detailed bibliographic data are available on the Internet at <http://dnb.d-nb.de>.
© 2011 WILEY-VCH Verlag GmbH & Co. KGaA, Boschstr. 12, 69469 Weinheim, Germany
All rights reserved (including those of translation into other languages). No part of this book may be reproduced in any form – by photoprinting, microfilm, or any other means – nor transmitted or translated into a machine language without written permission from the publishers. Registered names, trademarks, etc. used in this book, even when not specifically marked as such, are not to be considered unprotected by law.
ISBN: 978-3-527-40956-3
ePDF: 978-3-527-63526-9
ePub: 978-3-527-63525-2
mobi: 978-3-527-63527-6
Foreword
Optical and Digital Image Processing
There is a tendency these days for scientists and engineers to be highly specialized. It is therefore a pleasure to see a book covering a truly broad set of topics. Granted that all the topics relate in one way or another to the field of optics, broadly interpreted; however, within that broad category, this book certainly covers a breadth of subjects.
The first element of breadth lies in the joint coverage of both optical signal processing and digital signal processing. In fact, many modern signal processing systems depend on both optics and digital technologies. Images are usually the entity to be processed, and most often these images are formed by optical systems. The methods for processing such images are numerous and diverse, depending in large part upon the application.
At one time, optical analog processing held sway as the fastest method for performing linear operations on 2D signals, but the relentless progress in digital processing, a consequence of Moore's law, has displaced optical processing in many applications. However, the most interesting and complex optical systems often entail some optical preprocessing followed by digital manipulation. Good examples are found in the field of adaptive optics, in which optical methods for wavefront sensing are followed by digital methods for determining appropriate changes for an adaptive mirror.
The subject matter covered in this book ranges over many topics, which can be broadly classified as follows: (i) fundamentals of both optics and digital signal processing; (ii) optical imaging, including microscopy and holography; (iii) image processing including compression, deconvolution, encryption, and pattern recognition; (iv) signal representation, including time-frequency, spline, and wavelet representations; and (v) miscellaneous applications, including medical imaging and displays. The authors are drawn internationally, thus allowing a window into the research interests of scientists and engineers in many countries.
As mentioned above, it is refreshing to see such breadth under one cover. This book should provide interesting and informative reading to those wishing to see the broad picture of image processing and its applications through an international lens.
Joseph W. Goodman
Editors
Gabriel Cristóbal received his degree in electrical engineering from Universidad Politécnica de Madrid (Spain) in 1979. Thereafter, he obtained a PhD degree in telecommunication engineering at the same University in 1986. He held several research positions there between 1982 and 1989. During 1989–1991 he was a visiting scholar at the International Computer Science Institute (ICSI) and, from 1989 to 1992, an assistant research engineer at the Electronic Research Lab (UC Berkeley). During the period 1995 to 2001, he headed the Department of Imaging and Vision at the Instituto de Optica Spanish Council for Scientific Research (CSIC). He is currently a research scientist at the same institute. His current research interests are joint representations, vision modeling, multidimensional signal processing, and image quality assessment. He has been responsible for several national and EU research and development projects. He has published more than 125 papers in international journals, monographs, and conference proceedings. He has been a senior member of the IEEE Signal Processing Society since 1996, a member of the Optical Society of America (OSA), EURASIP Spanish liaison officer during the period 2009–2010 and a member of the ISO/IEC JTC1/SC29/WG1 (JPEG2000) and WG11 (MPEG) committees.
Correspondence address:
Instituto de Optica (CSIC)
Serrano 121, 28006 Madrid, Spain
Tel: +34-91-561-6800 x942319; FAX: +34-91-564-5557
Email: [email protected]; Alternative email: [email protected]
Peter Schelkens received his degree in electronic engineering in VLSI-design from the Industriële Hogeschool Antwerpen-Mechelen (IHAM), Campus Mechelen. Thereafter, he obtained an electrical engineering degree (MSc) in applied physics, a biomedical engineering degree (medical physics), and, finally, a PhD degree in applied sciences from the Vrije Universiteit Brussel (VUB). Peter Schelkens currently holds a professorship at the Department of Electronics and Informatics (ETRO) at the Vrije Universiteit Brussel (VUB) and, in addition, a postdoctoral fellowship with the Fund for Scientific Research – Flanders (FWO), Belgium. Peter Schelkens is a member of the scientific staff of the Interdisciplinary Institute for Broadband Technology (www.IBBT.be), Belgium. Additionally, since 1995, he has also been affiliated to the Interuniversity Microelectronics Institute (www.IMEC.be), Belgium, as scientific collaborator. He became a member of the board of councilors of the same institute recently. Peter Schelkens coordinates a research team in the field of multimedia coding, communication, and security and especially enjoys cross-disciplinary research. He has published over 200 papers in journals and conference proceedings, and standardization contributions, and he holds several patents. He is also coeditor of the book, “The JPEG 2000 Suite,” published in 2009 by Wiley. His team is participating in the ISO/IEC JTC1/SC29/WG1 (JPEG), WG11 (MPEG), and ITU-T standardization activities. Peter Schelkens is the Belgian head of delegation for the ISO/IEC JPEG standardization committee, editor/chair of part 10 of JPEG 2000: “Extensions for Three-Dimensional Data” and PR Chair of the JPEG committee. He is a member of the IEEE, SPIE, and ACM, and is currently the Belgian EURASIP Liaison Officer.
Correspondence address:
Vrije Universiteit Brussel – Interdisciplinary Institute for Broadband Technology
Department of Electronics and Informatics (ETRO)
Pleinlaan 2, 1050 Brussels, Belgium
Tel: +32 2 6291681; FAX: +32 2 6291700
Email: [email protected]
Hugo Thienpont is a full professor at the Faculty of Engineering of the Vrije Universiteit Brussel (VUB). He chairs the Applied Physics and Photonics Department and is director of its photonics research group B-PHOT, which he built over the years and which today counts about 50 scientists, engineers, and administrative and technical staff. He graduated as an electrotechnical engineer with majors in applied physics in 1984, and received his PhD in applied sciences in 1990, both at the VUB. Over the years, Hugo and his team have made research efforts in various fundamental and applied research topics, most of them in the domain of microphotonics and micro-optics. With the results of this work, he has authored around 200 SCI-stated journal papers and around 400 publications in international conference proceedings. He has edited more than 15 conference proceedings and authored 7 chapters in books. He was invited to or was keynote speaker at more than 50 international conferences and jointly holds 20 patents.
His research work has been internationally recognized by way of several awards. In 1999, he received the International Commission for Optics Prize ICO'99 and the Ernst Abbe medal from Carl Zeiss for “his noteworthy contributions in the field of photonics and parallel micro-optics.” In 2003, he was awarded the title of “IEEE LEOS Distinguished Lecturer” for serving as international lecturer from 2001–2003 on the theme “Optical Interconnects to Silicon Chips.” In 2005, he received the SPIE President's Award 2005 for meritorious services to the Society and for his leadership in photonics in Europe. In 2006, he was nominated SPIE Fellow for his research contributions to the field of micro-optics and microphotonics. In 2007, he received the award “Prof. R. Van Geen” for his scientific achievements during his research career at VUB and is nominated as EOS Fellow. In October 2007, he received the International Micro-Optics Award MOC'07 from the Japanese Optical Society. In 2008, he obtained the prestigious status of Methusalem top scientist from the Flemish government for his research track record in photonics.
Hugo Thienpont is also appreciated by his peers for his service to the photonics community. Indeed, Hugo has been member of many technical and scientific program committees of photonics-related conferences organized by international societies such as SPIE, IEEE, OSA, EOS, and ICO. One of his major achievements is the conception and initiation of SPIE's flagship symposium in Europe, “Photonics Europe.” Hugo has been general chair of this pan-European conference, which was held in Strasbourg for the years from 2004 until 2008 and in Brussels since 2010, drawing more than 2000 attendees. He has served as associate editor of Optical Engineering and Opto-Electronics Review and was guest editor of several special issues on Optics in Computing and on Optical Interconnects for applied optics and the IEEE Journal of Selected Topics in Quantum Electronics. Since 2008 he has been a member of the editorial board of the online journal SPIE Reviews. He currently serves on the board of directors of SPIE and is a member of the Board of Stakeholders of the Technology Platform Photonics21, a high-level advisory board for optics and photonics in EC FP 7.
Correspondence address:
Vrije Universiteit Brussel
Department of Applied Physics and Photonic – Brussels Photonics Team (B-PHOT)
Pleinlaan, 2, 1050 Brussels, Belgium
Tel: +32 2 7916852; FAX: +32 2 6293450
Email: [email protected]
Preface
Good composition is like a suspension bridge – each line adds strength and takes none away.
Robert Henri
It should be possible to explain the laws of physics to a barmaid.
Albert Einstein
In recent years, Moore's law has fostered the steady growth of the field of digital image processing, though computational complexity remains a significant problem for most of the digital image processing applications. In parallel, the research domain of optical image processing has also matured, potentially bypassing the problems digital approaches are facing and bringing in new applications. This book covers the fundamentals of optical and image processing techniques by integrating contributions from both research communities to enable resolving of bottlenecks that applications encounter nowadays, and to give rise to new applications. Therefore, this book, “Optical and Digital Image Processing – Fundamentals and Applications,” has a broad scope, since, besides focusing on joint research, it additionally aims at disseminating the knowledge existing in both domains. A precedent of the current book can be traced back to the mid-1980s when one of the coeditors (G. Cristobal) organized a series of annual courses on the topic of “Optical and Digital Image Processing” (see Figure 1).
Figure 1 The book “Tratamiento Óptico and Digital de Imágenes” (in Spanish), edited by G. Cristóbal and M.A. Muriel and published in 1984 by the Publications department of the ETS Ing. Telecomunicacion (Polytechnic Univ. of Madrid), ISBN: 84-7402-156-1, can be considered as a predecessor to this book.
In 2008, a joint conference on optical and digital image processing was organized for the first time as part of the SPIE Photonics Europe meeting in Strasbourg. Later on in 2010, a second conference was organized at SPIE Photonics Europe in Brussels on the same topic.
Image processing using optical or digital approaches are mature fields covered by many monographs. However, in the literature, a gap exists in terms of monographs that cover both domains. The current, interdisciplinary book is intended to be a valuable source reference to bridge the gap between the optical and digital worlds and to enable better communication between them. The artwork on the cover of this book serves as a good illustration of this idea. In addition to traditional aspects of optics and digital image processing, this book includes the state-of-the-art methods and techniques currently used by researchers as well as the most significant applications. It is necessary to emphasize that a book that covers both optical and digital domains including the fundamentals, the current state of the art, and a selected range of applications has not been published so far.
The book has been structured in five different parts:
Chapters 1–4 introduce the basic concepts in optics, photonics, information theory, and digital image processing.Chapters 5–17 include the basic methodologies and techniques that serve as the foundation upon which the remainder of the book has been built.Chapter 18 serves as a bridge between the analog and digital image processing approaches.Chapters 19–34 include a selection of the most representative applications following an optical and/or digital approach. In most of the cases, the editors'intention has been to illustrate how the different applications areas have been solved by optical, digital, or even hybrid optical–digital approaches.Chapters 35–38 describe four hands-on projects allowing the reader to experiment with some of the described techniques.This book can be used as a textbook in a two-semester course on the topic, primarily in computer science and electrical engineering departments but also in physics and medicine. This book will be a valuable reference for physicists, engineers, computer scientists, and technologists, in general, due to its integration in a single monograph of information that is usually spread across many sources.
For the reader's convenience, there is an accompanying website with supplementary material at www.wiley-vch.de. It contains selected MATLAB codes, testing images, and errata.
Gabriel Cristóbal, Peter Schelkens, and Hugo Thienpont
The Editors
Acknowledgments
We would like to express our appreciation for the quality of chapters delivered by the authors and for their efforts to keep the chapter length within the given limits. This project could not have been achieved without the valuable contributions made by a significant number of experts in the field from both the academia and industry. We are grateful to them for their willingness to contribute to this groundbreaking resource. Special thanks to Prof. J. Goodman for agreeing to write the foreword for this book.
We would like to extend thanks to all the Wiley VCH members and in particular to Nina Stadthaus, who helped us in managing the project, and to Val Molière for her enthusiastic support.
February 2011
Gabriel Cristóbal, Peter Schelkens, and Hugo Thienpont
The Editors
List of Contributors
Tatiana Alieva
Universidad Complutense de Madrid
Facultad de Ciencias Fìsicas
Avda. Complutense s/n
28040 Madrid
Spain
Ayman Alfalou
ISEN Brest
Institut Supérieure de l'Electronique et du Numérique
20 rue Cuirassé Bretagne
C.S. 42807
29228 Brest Cedex 2
France
Justo Arines
Universidade de Santiago de Compostela
Departamento de Física Aplicada (área de óptica)
Escola Universitaria de óptica e Optometría (Campus Vida)
15782 Santiago de Compostela (A Coruña)
Spain
Universidad de Zaragoza
Facultad de Ciencias
Depto. De Física Aplicada Pedro Cerbuna 12
50009 Zaragoza
Spain
Salvador Bará
Universidade de Santiago de Compostela
Departamento de Física Aplicada (área de óptica)
Escola Universitaria de óptica e Optometría (Campus Vida)
15782 Santiago de Compostela (A Coruña)
Spain
Joeri Barbarien
Vrije Universiteit Brussel
Interdisciplinary Institute for Broadband Technology (IBBT)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Martin J. Bastiaans
Eindhoven University of Technology
Department of Electrical Engineering
P. O. Box 513
5600 MB, Eindhoven
The Netherlands
Pradeep Bhatta
Princeton Satellite Systems
33 Witherspoon Street
Princeton, NJ 08542-3207
USA
Philip M. Birch
University of Sussex
Engineering and Design
Sussex House
Brighton BN1 9RH
UK
Pierre-Alexandre Blanche
University of Arizona
College of Optical Sciences
1630 E. University Blvd.
Tucson, AZ 85721
USA
Martin J. Booth
University of Oxford
Department of Engineering Science
Parks Road
Oxford OX1 3PJ
UK
Alan C. Bovik
University of Texas at Austin
Department of Electrical and Computer Engineering
Austin, TX 78712
USA
Christian Brosseau
Laboratoire en Sciences et Technologies de l'Information
de la Communication et de la Connaissance
6 avenue Victor Le Gorgeu
C.S. 93837 29238 Brest Cedex 3
France
Gloria Bueno
Universidad de Castilla-La Mancha
E.T.S.Ingenieros Industriales
Avda. Camilo Jose Cela s/n
13071 Ciudad Real
Spain
Alejandro Cámara
Universidad Complutense de Madrid
Facultad de Ciencias Físicas
Avda. Complutense s/n
28040 Madrid
Spain
María L. Calvo
Universidad Complutense de Madrid
Facultad de Ciencias Físicas
Avda. Complutense s/n
28040 Madrid
Spain
Patrick Candry
Barco NV
Pres. Kennedypark 35
8500 Kortrijk
Belgium
Tien-Hsin Chao
California Institute of Technology
Jet Propulsion Laboratory
Mail Stop 303-300
4800 Oak Grove Drive
Pasadena, CA 91109-8099
USA
Chris Chatwin
University of Sussex
Engineering and Design
Sussex House
Brighton BN1 9RH
UK
Jongseong Choi
Yonsei University
Department of Electrical and Electronic Engineering
134 Sinchon-dong
Seodaemun-gu
Seoul 120-749
South Korea
Leon Cohen
Hunter College and Graduate Center
695 Park Avenue
New York, NY 10021
USA
Tony Collins
McMaster University
Department Biochemistry and Biomedical Sciences HSC 4H21A
McMaster Biophotonics Facility
1200 Main St. W. Hamilton
ON L8N 3Z5
Canada
Jan Cornelis
Vrije Universiteit Brussel (VUB)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Elsene
Belgium
Interdisciplinary Institute for Broadband Technology (IBBT)
Zuiderpoort Office Park
Gaston Crommenlaan 8 (box 102)
9050 Ghent-Ledeberg
Belgium
Gabriel Cristóbal
Imaging and Vision Department
Instituto de óptica (CSIC)
Serrano 121
28006 Madrid
Spain
Kevin Curtis
InPhase Technologies Inc.
2000 Pike Road
Longmont, CO 80501-6764
USA
Ingrid Daubechies
Duke University
Box 90320
Durham, NC 27708-0320
USA
Rudi Deklerck
Vrije Universiteit Brussel (VUB)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Elsene
Belgium
Interdisciplinary Institute for Broadband Technology (IBBT)
Zuiderpoort Office Park
Gaston Crommenlaan 8 (box 102)
9050 Ghent-Ledeberg
Belgium
Oscar Déniz
Universidad de Castilla-La Mancha
E.T.S.Ingenieros Industriales
Avda. Camilo Jose Cela s/n
13071 Ciudad Real
Spain
Lisa Dhar
InPhase Technologies Inc.
2000 Pike Road
Longmont, CO 80501-6764
USA
Benjamin Dietzek
Friedrich Schiller-University Jena
Institute of Physical Chemistry
Lessingstr. 10
07743 Jena
Germany
Michal Dobes
Palacky University
Computer Science Department
Tr. Svobody 26
771 46 Olomouc
Czech Republic
Ann Dooms
Vrije Universiteit Brussel (VUB), Department of Electronics and Informatics (ETRO)
Pleinlaan 9
1050 Brussels
Belgium
Marwa Elbouz
ISEN Brest
Institut Supérieure de l'Electronique et du Numérique
20 rue Cuirassé Bretagne
C.S. 42807
29228 Brest Cedex 2
France
Rosy Favicchio
Foundation for Research and Technology–Hellas
Institute of Electronic Structure and Laser
Vassilika Vouton
71110 Heraklion, Crete
Greece
Salvador Gabarda
Imaging and Vision Department
Instituto de óptica (CSIC)
Serrano 121
28006 Madrid
Spain
Anikitos Garofalakis
Foundation for Research and Technology–Hellas
Institute of Electronic Structure and Laser
Vassilika Vouton
71110 Heraklion, Crete
Greece
Institut d'Imagerie Biomédicale (I2BM)
Service Hospitalier Frédéric Joliot
Laboratoire d'Imagerie Moléculaire Expérimentale - INSERM U803
4 place du général Leclerc
CEA, DSV
91401 Orsay Cedex
France
Roberto González-Morales
Universidad de Castilla-La Mancha
E.T.S.Ingenieros Industriales
Avda. Camilo Jose Cela s/n
13071 Ciudad Real
Spain
Bart Goossens
Ghent University
Department of Telecommunications and Information Processing (TELIN-IPI-IBBT)
St-Pietersnieuwstraat 41
9000 Gent
Belgium
Zachary T. Harmany
Duke University
Department of Electrical and Computer Engineering
Box 90291
3463 FCIEMAS
Durham, NC 27708
USA
Vaclav Hlavac
Czech Technical University
Faculty of Electrical Engineering
Department of Cybernetics
Karlovo namesti 13
121 35 Prague~2
Czech Republic
Laurent Jacques
Université catholique de Louvain (UCL)
Information and Communication Technologies
Electronics and Applied Mathematics (ICTEAM)
Place du Levant
1348 Louvain-la-Neuve
Belgium
Signal Processing Laboratory (LTS2)
Swiss Federal Institute of Technology (EPFL)
1015 Lausanne
Switzerland
Peter Janssens
Barco NV
Pres. Kennedypark 35
8500 Kortrijk
Belgium
Slavica Jonic
Centre National de la récherche scientifique (CNRS)
IMPMC-UMR 7590
Campus Jussieu
Tour 22/23–5e étage
Case courier 115
4 place Jussieu
75252 Paris Cedex 05
France
Moon Gi Kang
Yonsei University
Department of Electrical and Electronic Engineering
134 Sinchon-dong
Seodaemun-gu
Seoul 120-749
South Korea
Matthias S. Keil
University of Barcelona
Basic Psychology Department
Campus Mundet Passeig de la Vall d'Hebron 171
08035 Barcelona
Spain
University of Barcelona
Institute for Brain Cognition and Behavior (IR3C)
Campus Mundet Passeig de la Vall d'Hebron 171
08035 Barcelona
Spain
Tom Kimpe
Barco NV
Pres. Kennedypark 35
8500 Kortrijk
Belgium
Janusz Konrad
Boston University
Department of Electrical and Computer Engineering
8 Saint Mary's Street
Boston, MA 02215
USA
Christoph Krafft
Institute of Photonic Technology Jena
Albert-Einstein-Straße 9
07745 Jena
Germany
Jung-Ping Liu
Feng Chia University
Department of Photonics
100 Wenhwa Rd
Taichung 40724
Taiwan
Hoi-Kwong Lo
University of Toronto
Center for Quantum Information and Quantum Control
Toronto, Ontario
Canada
University of Toronto
Department of Electrical and Computer Engineering
10 King's College Road
Toronto
Ontario M5S 3G4
Canada
University of Toronto
Department of Physics
Toronto
Ontario M5S 1A7
Canada
University of California
Kavli Institute for Theoretical Physics
Kohn Hall
Santa Barbara, CA 93106
USA
Thomas Lu
California Institute of Technology
Jet Propulsion Laboratory
Mail Stop 303-300
4800 Oak Grove Drive
Pasadena, CA 91109-8099
USA
Ali Mansour
Curtin University of Technology
Department of Electrical and Computer Engineering
GPO Box U1987
Perth, WA 6845
Australia
Roummel F. Marcia
University of California, Merced
School of Natural Sciences
5200 N. Lake Road
Merced, CA 95343
USA
Aneta Markova
Vrije Universiteit Brussel (VUB)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Elsene
Belgium
Interdisciplinary Institute for Broadband Technology (IBBT)
Zuiderpoort Office Park
Gaston Crommenlaan 8 (box 102)
9050 Ghent-Ledeberg
Belgium
Maria Sagrario Millán García-Varela
Universitat Politécnica de Catalunya
Departament d'óptica i Optometria
Violinista Vellsolá 37
08222 Terrassa
Spain
Anush K. Moorthy
University of
Texas at Austin
Department of Electrical and Computer Engineering
Austin, TX 78712
USA
Javier Garcia Monreal
Universitat de Valencia
Departamento de Optica
c/Dr. Moliner 50
46100 Burjassot
Spain
Adrian Munteanu
Vrije Universiteit Brussel
Interdisciplinary Institute for Broadband Technology (IBBT)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Michael A. Paluszek
Princeton Satellite Systems
33 Witherspoon Street
Princeton, NJ 08542-3207
USA
Elisabet Pérez-Cabré
Universitat Politécnica de Catalunya
Departament d'óptica i Optometria
Violinista Vellsolá 37
08222 Terrassa
Spain
Wilfried Philips
Ghent University
Department of Telecommunications and Information Processing (TELIN-IPI-IBBT)
St-Pietersnieuwstraat 41
9000 Gent
Belgium
Aleksandra Pižurica
Ghent University
Department of Telecommunications and Information Processing (TELIN-IPI-IBBT)
St-Pietersnieuwstraat 41
9000 Gent
Belgium
Ting-Chung Poon
Virginia Tech
Bradley Department of Electrical and Computer Engineering
Blacksburg, VA 24061
USA
Jürgen Popp
Institute of Photonic Technology Jena
Albert-Einstein-Straße 9
07745 Jena
Germany
Friedrich Schiller-University Jena
Institute of Physical Chemistry
Lessingstr. 10
07743 Jena
Germany
Ioannis Pratikakis
National Center for Scientific Research ‘Demokritos’
Institute of Informatics and Telecommunications
Computational Intelligence Laboratory
P.O. BOX 60228
153 10 Agia Paraskevi
Athens
Greece
Democritus University of Thrace
Department of Electrical and Computer Engineering
12 Vas. Sofias Str.
67100 Xanthi
Greece
Bing Qi
University of Toronto
Center for Quantum Information and Quantum Control
Toronto, Ontario
Canada
University of Toronto
Department of Electrical and Computer Engineering
10 King's College Road
Toronto
Ontario M5S 3G4
Canada
Li Qian
University of Toronto
Center for Quantum Information and Quantum Control
Toronto, Ontario
Canada
University of Toronto
Department of Electrical and Computer Engineering
10 King's College Road
Toronto
Ontario M5S 3G4
Canada
Jorge Ripoll
Foundation for Research and Technology–Hellas
Institute of Electronic Structure and Laser
Vassilika Vouton
71110 Heraklion, Crete
Greece
José A. Rodrigo
Instituto de óptica (CSIC)
Imaging and Vision Department
Serrano 121
28006 Madrid
Spain
Filip Rooms
Ghent University
Department of Telecommunications and Information Processing (TELIN-IPI-IBBT)
St-Pietersnieuwstraat 41
9000 Gent
Belgium
Hichem Sahli
Vrije Universiteit Brussel
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Interuniversitair Micro- Elektronica Centrum (IMEC)
Kapeldreef 75
3001 Leuven
Belgium
Jesús Salido
Universidad de Castilla-La Mancha
E.T.S.Ingenieros Industriales
Avda. Camilo José Cela s/n
13071 Ciudad Real
Spain
Carlos Oscar Sánchez Sorzano
National Center of Biotechnology (CSIC)
Biocomputing Unit
c/Darwin 3
28049 Cantoblanco
Madrid
Spain
Anna Scaife
University of Cambridge
Cavendish Laboratory
JJ Thomson Avenue
Cambridge CB3 0HE
UK
Peter Schelkens
Vrije Universiteit Brussel
Interdisciplinary Institute for Broadband Technology (IBBT)
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Michal Šorel
Academy of Sciences of the Czech Republic
Institute of Information Theory and Automation
Department of Image Processing
Pod Vodárenskou vží 4
182 08 Prague 8
Czech Republic
Filip Šroubek
Academy of Sciences of the Czech Republic
Institute of Information Theory and Automation
Department of Image Processing
Pod Vodárenskou vží 4
182 08 Prague 8
Czech Republic
Erik Stijns
Vrije Universiteit Brussel
Brussels Photonics Team (B-PHOT)
Pleinlaan 2
1050 Brussels
Belgium
Hugo Thienpont
Vrije Universiteit Brussel
Brussels Photonics Team (B-PHOT)
Pleinlaan 2
1050 Brussels
Belgium
Pierre Vandergheynst
Signal Processing Laboratory (LTS2)
Swiss Federal Institute of Technology (EPFL)
Station 11
1015 Lausanne
Switzerland
Iris U. Vanhamel
Vrije Universiteit Brussel
Department of Electronics and Informatics (ETRO)
Pleinlaan 2
1050 Brussels
Belgium
Juan Vidal
Universidad de Castilla-La Mancha
E.T.S.Ingenieros Industriales
Avda. Camilo José Cela s/n
13071 Ciudad Real
Spain
Zhou Wang
University of Waterloo
Department of Electrical and Computer Engineering
200 University Avenue West
Ontario N2L 3G1
Canada
Rebecca M. Willett
Duke University
Department of Electrical and Computer Engineering
Box 90291
3463 FCIEMAS
Durham, NC 27708
USA
Leonid P. Yaroslavsky
Tel Aviv University
School of Electrical Engineering
Department of Physical Electronics
Ramat Aviv
Tel Aviv 69978
Israel
Rupert Young
University of Sussex
Engineering and Design
Sussex House
Brighton BN1 9RH
UK
Giannis Zacharakis
Foundation for Research and Technology–Hellas
Institute of Electronic Structure and Laser
Vassilika Vouton
71110 Heraklion, Crete
Greece