Statistical Image Processing Techniques For Noisy Images

Author : Phillipe Réfrégier,François Goudail
Publisher : Springer Science & Business Media
Page : 261 pages
File Size : 54,6 Mb
Release : 2013-11-22
Category : Computers
ISBN : 9781441988553

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Statistical Image Processing Techniques for Noisy Images by Phillipe Réfrégier,François Goudail Pdf

Statistical Processing Techniques for Noisy Images presents a statistical framework to design algorithms for target detection, tracking, segmentation and classification (identification). Its main goal is to provide the reader with efficient tools for developing algorithms that solve his/her own image processing applications. In particular, such topics as hypothesis test-based detection, fast active contour segmentation and algorithm design for non-conventional imaging systems are comprehensively treated, from theoretical foundations to practical implementations. With a large number of illustrations and practical examples, this book serves as an excellent textbook or reference book for senior or graduate level courses on statistical signal/image processing, as well as a reference for researchers in related fields.

Author : Santiago Aja-Fernández,Gonzalo Vegas-Sánchez-Ferrero
Publisher : Springer
Page : 327 pages
File Size : 40,8 Mb
Release : 2016-07-12
Category : Computers
ISBN : 9783319399348

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Statistical Analysis of Noise in MRI by Santiago Aja-Fernández,Gonzalo Vegas-Sánchez-Ferrero Pdf

This unique text presents a comprehensive review of methods for modeling signal and noise in magnetic resonance imaging (MRI), providing a systematic study, classifying and comparing the numerous and varied estimation and filtering techniques. Features: provides a complete framework for the modeling and analysis of noise in MRI, considering different modalities and acquisition techniques; describes noise and signal estimation for MRI from a statistical signal processing perspective; surveys the different methods to remove noise in MRI acquisitions from a practical point of view; reviews different techniques for estimating noise from MRI data in single- and multiple-coil systems for fully sampled acquisitions; examines the issue of noise estimation when accelerated acquisitions are considered, and parallel imaging methods are used to reconstruct the signal; includes appendices covering probability density functions, combinations of random variables used to derive estimators, and useful MRI datasets.

Author : Ludwik Kurz,M. Hafed Benteftifa
Publisher : Cambridge University Press
Page : 228 pages
File Size : 45,7 Mb
Release : 2006-11-23
Category : Computers
ISBN : 0521031966

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Analysis of Variance in Statistical Image Processing by Ludwik Kurz,M. Hafed Benteftifa Pdf

A key problem in practical image processing is the detection of specific features in a noisy image. Analysis of variance (ANOVA) techniques can be very effective in such situations, and this book gives a detailed account of the use of ANOVA in statistical image processing. The book begins by describing the statistical representation of images in the various ANOVA models. The authors present a number of computationally efficient algorithms and techniques to deal with such problems as line, edge, and object detection, as well as image restoration and enhancement. By describing the basic principles of these techniques, and showing their use in specific situations, the book will facilitate the design of new algorithms for particular applications. It will be of great interest to graduate students and engineers in the field of image processing and pattern recognition.

Author : Ludwik Kurz,M. Hafed Benteftifa
Publisher : Cambridge University Press
Page : 226 pages
File Size : 52,5 Mb
Release : 1997-04-13
Category : Computers
ISBN : 0521581826

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Analysis of Variance in Statistical Image Processing by Ludwik Kurz,M. Hafed Benteftifa Pdf

A key problem in practical image processing is the detection of specific features in a noisy image. Analysis of variance (ANOVA) techniques can be very effective in such situations, and this book gives a detailed account of the use of ANOVA in statistical image processing. The book begins by describing the statistical representation of images in the various ANOVA models. The authors present a number of computationally efficient algorithms and techniques to deal with such problems as line, edge, and object detection, as well as image restoration and enhancement. By describing the basic principles of these techniques, and showing their use in specific situations, the book will facilitate the design of new algorithms for particular applications. It will be of great interest to graduate students and engineers in the field of image processing and pattern recognition.

Author : Jyotsna Kumar Mandal,Rajkumar Buyya,Debashis De
Publisher : Springer Nature
Page : 837 pages
File Size : 54,7 Mb
Release : 2021-11-23
Category : Technology & Engineering
ISBN : 9789811652073

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Proceedings of International Conference on Advanced Computing Applications by Jyotsna Kumar Mandal,Rajkumar Buyya,Debashis De Pdf

This book gathers selected high-quality research papers presented at the 2nd International Conference on Advanced Computing Applications (ICACA 2021), held virtually during 27––28 March 2021. The book is divided into four sections. These are communication and computing, signal processing and multimedia, computational intelligence and data analytics and decision computing. The topics covered are advanced communication technologies, IoT-based systems and applications, network security and reliability, virtualization technologies, compressed sensors and multimedia applications, signal image and video processing, machine learning, pattern recognitions, intelligent computing, big data analytics, analytics in bio-computing, AI-driven 6G mobile wireless networks and autonomous driving.

Author : Duc T. Pham,Eldaw E. Eldukhri,Anthony J. Soroka
Publisher : Elsevier
Page : 688 pages
File Size : 48,7 Mb
Release : 2011-07-28
Category : Technology & Engineering
ISBN : 9780080556345

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Intelligent Production Machines and Systems - 2nd I*PROMS Virtual International Conference 3-14 July 2006 by Duc T. Pham,Eldaw E. Eldukhri,Anthony J. Soroka Pdf

I*PROMS 2005 is an online web-based conference. It provides a platform for presenting, discussing, and disseminating research results contributed by scientists and industrial practitioners active in the area of intelligent systems and soft computing techniques (such as fuzzy logic, neural networks, evolutionary algorithms, and knowledge-based systems) and their application in different areas of manufacturing. Comprised of 100 peer-reviewed articles, this important resource provides tools to help enterprises achieve goals critical to the future of manufacturing. I*PROMS is an European Union-funded network that involves 30 partner organizations and more than 130 researchers from universities, research organizations, and corporations. * State-of-the-art research results * Leading European researchers and industrial practitioners * Comprehensive collection of indexed and peer-reviewed articles in book format supported by a user-friendly full-text CD-ROM with search functionality

Author : Dr. Janine Illian,Prof. Antti Penttinen,Dr. Helga Stoyan,Dr. Dietrich Stoyan
Publisher : John Wiley & Sons
Page : 560 pages
File Size : 54,8 Mb
Release : 2008-04-15
Category : Mathematics
ISBN : 047072515X

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Statistical Analysis and Modelling of Spatial Point Patterns by Dr. Janine Illian,Prof. Antti Penttinen,Dr. Helga Stoyan,Dr. Dietrich Stoyan Pdf

Spatial point processes are mathematical models used to describe and analyse the geometrical structure of patterns formed by objects that are irregularly or randomly distributed in one-, two- or three-dimensional space. Examples include locations of trees in a forest, blood particles on a glass plate, galaxies in the universe, and particle centres in samples of material. Numerous aspects of the nature of a specific spatial point pattern may be described using the appropriate statistical methods. Statistical Analysis and Modelling of Spatial Point Patterns provides a practical guide to the use of these specialised methods. The application-oriented approach helps demonstrate the benefits of this increasingly popular branch of statistics to a broad audience. The book: Provides an introduction to spatial point patterns for researchers across numerous areas of application Adopts an extremely accessible style, allowing the non-statistician complete understanding Describes the process of extracting knowledge from the data, emphasising the marked point process Demonstrates the analysis of complex datasets, using applied examples from areas including biology, forestry, and materials science Features a supplementary website containing example datasets. Statistical Analysis and Modelling of Spatial Point Patterns is ideally suited for researchers in the many areas of application, including environmental statistics, ecology, physics, materials science, geostatistics, and biology. It is also suitable for students of statistics, mathematics, computer science, biology and geoinformatics.

Author : Christos D. Liapis,Klaus Balzer,Fabrizio Benedetti-Valentini,Jose Fernandes e Fernandes
Publisher : Springer Science & Business Media
Page : 666 pages
File Size : 41,9 Mb
Release : 2007-03-31
Category : Medical
ISBN : 9783540309567

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Vascular Surgery by Christos D. Liapis,Klaus Balzer,Fabrizio Benedetti-Valentini,Jose Fernandes e Fernandes Pdf

This practical guide is devoted to vascular diseases as dealt with by vascular surgeons. It is written with the collaboration of other specialists attending to vascular diseases. The book provides a concise overview of the current level and standards of care of vascular diseases in the European Union, and fills the need of vascular specialists who prepare for the U.E.M.S. exam. The text is well-structured and contains practical guidelines. The readership that will benefit most will be trainees and practitioners in vascular surgery, angiology and also practicing physicians. However, the book will also be valuable to physicians of other specialties.

Author : Jean-Luc Starck,Fionn Murtagh,A. Bijaoui
Publisher : Cambridge University Press
Page : 301 pages
File Size : 55,8 Mb
Release : 1998
Category : Image processing
ISBN : 9780521599146

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Image Processing and Data Analysis by Jean-Luc Starck,Fionn Murtagh,A. Bijaoui Pdf

Powerful techniques have been developed in recent years for the analysis of digital data, especially the manipulation of images. This book provides an in-depth introduction to a range of these innovative, avante-garde data-processing techniques. It develops the reader's understanding of each technique and then shows with practical examples how they can be applied to improve the skills of graduate students and researchers in astronomy, electrical engineering, physics, geophysics and medical imaging. What sets this book apart from others on the subject is the complementary blend of theory and practical application. Throughout, it is copiously illustrated with real-world examples from astronomy, electrical engineering, remote sensing and medicine. It also shows how many, more traditional, methods can be enhanced by incorporating the new wavelet and multiscale methods into the processing. For graduate students and researchers already experienced in image processing and data analysis, this book provides an indispensable guide to a wide range of exciting and original data-analysis techniques.

Author : Tim Salditt,Alexander Egner,D. Russell Luke
Publisher : Springer Nature
Page : 634 pages
File Size : 49,6 Mb
Release : 2020-06-09
Category : Science
ISBN : 9783030344139

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Nanoscale Photonic Imaging by Tim Salditt,Alexander Egner,D. Russell Luke Pdf

This open access book, edited and authored by a team of world-leading researchers, provides a broad overview of advanced photonic methods for nanoscale visualization, as well as describing a range of fascinating in-depth studies. Introductory chapters cover the most relevant physics and basic methods that young researchers need to master in order to work effectively in the field of nanoscale photonic imaging, from physical first principles, to instrumentation, to mathematical foundations of imaging and data analysis. Subsequent chapters demonstrate how these cutting edge methods are applied to a variety of systems, including complex fluids and biomolecular systems, for visualizing their structure and dynamics, in space and on timescales extending over many orders of magnitude down to the femtosecond range. Progress in nanoscale photonic imaging in Göttingen has been the sum total of more than a decade of work by a wide range of scientists and mathematicians across disciplines, working together in a vibrant collaboration of a kind rarely matched. This volume presents the highlights of their research achievements and serves as a record of the unique and remarkable constellation of contributors, as well as looking ahead at the future prospects in this field. It will serve not only as a useful reference for experienced researchers but also as a valuable point of entry for newcomers.

Author : Anonim
Publisher : Unknown
Page : 776 pages
File Size : 45,9 Mb
Release : 1993
Category : Physics
ISBN : UOM:39015027852055

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Physics Briefs by Anonim Pdf

Author : Peihua Qiu
Publisher : John Wiley & Sons
Page : 344 pages
File Size : 47,5 Mb
Release : 2005-05-20
Category : Mathematics
ISBN : 9780471733164

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Image Processing and Jump Regression Analysis by Peihua Qiu Pdf

The first text to bridge the gap between image processing andjump regression analysis Recent statistical tools developed to estimate jump curves andsurfaces have broad applications, specifically in the area of imageprocessing. Often, significant differences in technicalterminologies make communication between the disciplines of imageprocessing and jump regression analysis difficult. Ineasy-to-understand language, Image Processing and JumpRegression Analysis builds a bridge between the worlds ofcomputer graphics and statistics by addressing both the connectionsand the differences between these two disciplines. The authorprovides a systematic analysis of the methodology behindnonparametric jump regression analysis by outlining procedures thatare easy to use, simple to compute, and have proven statisticaltheory behind them. Key topics include: Conventional smoothing procedures Estimation of jump regression curves Estimation of jump location curves of regression surfaces Jump-preserving surface reconstruction based on localsmoothing Edge detection in image processing Edge-preserving image restoration With mathematical proofs kept to a minimum, this book isuniquely accessible to a broad readership. It may be used as aprimary text in nonparametric regression analysis and imageprocessing as well as a reference guide for academicians andindustry professionals focused on image processing or curve/surfaceestimation.

Author : Thomas Lindblad,Jason M. Kinser
Publisher : Springer Science & Business Media
Page : 164 pages
File Size : 54,5 Mb
Release : 2005-12-05
Category : Technology & Engineering
ISBN : 9783540282938

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Image Processing Using Pulse-Coupled Neural Networks by Thomas Lindblad,Jason M. Kinser Pdf

This is the first book to explain and demonstrate the tremendous ability of Pulse-Coupled Neural Networks (PCNNs) when applied to the field of image processing. PCNNs and their derivatives are biologically inspired models that are powerful tools for extracting texture, segments, and edges from images. As these attributes form the foundations of most image processing tasks, the use of PCNNs facilitates traditional tasks such as recognition, foveation, and image fusion. PCNN technology has also paved the way for new image processing techniques such as object isolation, spiral image fusion, image signatures, and content-based image searches. This volume contains examples of several image processing applications, as well as a review of hardware implementations.

Author : Alan C. Bovik
Publisher : Academic Press
Page : 877 pages
File Size : 44,9 Mb
Release : 2009-07-08
Category : Technology & Engineering
ISBN : 9780080922515

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The Essential Guide to Image Processing by Alan C. Bovik Pdf

A complete introduction to the basic and intermediate concepts of image processing from the leading people in the field Up-to-date content, including statistical modeling of natural, anistropic diffusion, image quality and the latest developments in JPEG 2000 This comprehensive and state-of-the art approach to image processing gives engineers and students a thorough introduction, and includes full coverage of key applications: image watermarking, fingerprint recognition, face recognition and iris recognition and medical imaging. "This book combines basic image processing techniques with some of the most advanced procedures. Introductory chapters dedicated to general principles are presented alongside detailed application-orientated ones. As a result it is suitably adapted for different classes of readers, ranging from Master to PhD students and beyond." – Prof. Jean-Philippe Thiran, EPFL, Lausanne, Switzerland "Al Bovik’s compendium proceeds systematically from fundamentals to today’s research frontiers. Professor Bovik, himself a highly respected leader in the field, has invited an all-star team of contributors. Students, researchers, and practitioners of image processing alike should benefit from the Essential Guide." – Prof. Bernd Girod, Stanford University, USA "This book is informative, easy to read with plenty of examples, and allows great flexibility in tailoring a course on image processing or analysis." – Prof. Pamela Cosman, University of California, San Diego, USA A complete and modern introduction to the basic and intermediate concepts of image processing – edited and written by the leading people in the field An essential reference for all types of engineers working on image processing applications Up-to-date content, including statistical modelling of natural, anisotropic diffusion, image quality and the latest developments in JPEG 2000

Author : Luiz Marcos Garcia Gonçalves,Soraia Raupp Musse
Publisher : IEEE Computer Society Press
Page : 462 pages
File Size : 50,9 Mb
Release : 2002
Category : Computer graphics
ISBN : 076951846X

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XV Brazilian Symposium on Computer Graphics and Image Processing by Luiz Marcos Garcia Gonçalves,Soraia Raupp Musse Pdf

"IEEE Computer Society Order Number PR01846"--verso of T.p.