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Feature Extraction And Image Processing For Computer Vision

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Feature Extraction and Image Processing for Computer Vision

Feature Extraction and Image Processing for Computer Vision Book
Author : Mark Nixon,Alberto Aguado
Publisher : Academic Press
Release : 2019-11-17
ISBN : 0128149779
Language : En, Es, Fr & De

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Book Description :

Feature Extraction for Image Processing and Computer Vision is an essential guide to the implementation of image processing and computer vision techniques, with tutorial introductions and sample code in MATLAB and Python. Algorithms are presented and fully explained to enable complete understanding of the methods and techniques demonstrated. As one reviewer noted, "The main strength of the proposed book is the link between theory and exemplar code of the algorithms." Essential background theory is carefully explained. This text gives students and researchers in image processing and computer vision a complete introduction to classic and state-of-the art methods in feature extraction together with practical guidance on their implementation. The only text to concentrate on feature extraction with working implementation and worked through mathematical derivations and algorithmic methods A thorough overview of available feature extraction methods including essential background theory, shape methods, texture and deep learning Up to date coverage of interest point detection, feature extraction and description and image representation (including frequency domain and colour) Good balance between providing a mathematical background and practical implementation Detailed and explanatory of algorithms in MATLAB and Python

Feature Extraction and Image Processing

Feature Extraction and Image Processing Book
Author : Mark Nixon
Publisher : Elsevier
Release : 2013-10-22
ISBN : 0080506259
Language : En, Es, Fr & De

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Book Description :

Focusing on feature extraction while also covering issues and techniques such as image acquisition, sampling theory, point operations and low-level feature extraction, the authors have a clear and coherent approach that will appeal to a wide range of students and professionals. Ideal module text for courses in artificial intelligence, image processing and computer vision Essential reading for engineers and academics working in this cutting-edge field Supported by free software on a companion website

Feature Extraction Image Processing 2nd Edition

Feature Extraction   Image Processing  2nd Edition Book
Author : Mark Nixon,Alberto Aguado
Publisher : Unknown
Release : 2008
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

* Essential reading for engineers and students working in this cutting edge field * Ideal module text and background reference for courses in image processing and computer vision * Companion website includes worksheets, links to free software, Matlab files and new demonstrations Image processing and computer vision are currently hot topics with undergraduates and professionals alike. Feature Extraction and Image Processing provides an essential guide to the implementation of image processing and computer vision techniques, explaining techniques and fundamentals in a clear and concise manner. Readers can develop working techniques, with usable code provided throughout and working Matlab and Mathcad files on the web. Focusing on feature extraction while also covering issues and techniques such as image acquisition, sampling theory, point operations and low-level feature extraction, the authors have a clear and coherent approach that will appeal to a wide range of students and professionals. The new edition includes: * New coverage of curvature in low-level feature extraction (SIFT and saliency) and features (phase congruency); geometric active contours; morphology; camera models * Updated coverage of image smoothing (anistropic diffusion); skeletonization; edge detection; curvature; shape descriptions (moments) * Essential reading for engineers and students working in this cutting edge field * Ideal module text and background reference for courses in image processing and computer vision * Companion website includes worksheets, links to free software, Matlab files and solutions.

Applied Image Processing

Applied Image Processing Book
Author : G. J. Awcock,R. Thomas
Publisher : Macmillan International Higher Education
Release : 1995-11-11
ISBN : 1349130494
Language : En, Es, Fr & De

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Book Description :

Written from an engineering perspective, this book incorporates a thorough theoretical introduction to the underlying disciplines via its treatment of a generic machine vision system model. Dedicated chapters introduce image acquisition techniques matched to constrained environments, image processing, segmentation, feature extraction, pattern classification (including neural approaches) and interpreting two- dimensional views of the three-dimensional world. It is richly illustrated with case studies of image processing in a wide range of application domains.

Digital Image Processing and Analysis

Digital Image Processing and Analysis Book
Author : Scott E Umbaugh
Publisher : CRC Press
Release : 2010-11-19
ISBN : 143980205X
Language : En, Es, Fr & De

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Book Description :

Whether for computer evaluation of otherworldly terrain or the latest high definition 3D blockbuster, digital image processing involves the acquisition, analysis, and processing of visual information by computer and requires a unique skill set that has yet to be defined a single text. Until now. Taking an applications-oriented, engineering approach, Digital Image Processing and Analysis provides the tools for developing and advancing computer and human vision applications and brings image processing and analysis together into a unified framework. Providing information and background in a logical, as-needed fashion, the author presents topics as they become necessary for understanding the practical imaging model under study. He offers a conceptual presentation of the material for a solid understanding of complex topics and discusses the theory and foundations of digital image processing and the algorithm development needed to advance the field. With liberal use of color through-out and more materials on the processing of color images than the previous edition, this book provides supplementary exercises, a new chapter on applications, and two major new tools that allow for batch processing, the analysis of imaging algorithms, and the overall research and development of imaging applications. It includes two new software tools, the Computer Vision and Image Processing Algorithm Test and Analysis Tool (CVIP-ATAT) and the CVIP Feature Extraction and Pattern Classification Tool (CVIP-FEPC). Divided into five major sections, this book provides the concepts and models required to analyze digital images and develop computer vision and human consumption applications as well as all the necessary information to use the CVIPtools environment for algorithm development, making it an ideal reference tool for this fast growing field.

Emerging Trends in Image Processing Computer Vision and Pattern Recognition

Emerging Trends in Image Processing  Computer Vision and Pattern Recognition Book
Author : Leonidas Deligiannidis,Hamid R Arabnia
Publisher : Morgan Kaufmann
Release : 2014-12-09
ISBN : 012802092X
Language : En, Es, Fr & De

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Book Description :

Emerging Trends in Image Processing, Computer Vision, and Pattern Recognition discusses the latest in trends in imaging science which at its core consists of three intertwined computer science fields, namely: Image Processing, Computer Vision, and Pattern Recognition. There is significant renewed interest in each of these three fields fueled by Big Data and Data Analytic initiatives including but not limited to; applications as diverse as computational biology, biometrics, biomedical imaging, robotics, security, and knowledge engineering. These three core topics discussed here provide a solid introduction to image processing along with low-level processing techniques, computer vision fundamentals along with examples of applied applications and pattern recognition algorithms and methodologies that will be of value to the image processing and computer vision research communities. Drawing upon the knowledge of recognized experts with years of practical experience and discussing new and novel applications Editors’ Leonidas Deligiannidis and Hamid Arabnia cover; Many perspectives of image processing spanning from fundamental mathematical theory and sampling, to image representation and reconstruction, filtering in spatial and frequency domain, geometrical transformations, and image restoration and segmentation Key application techniques in computer vision some of which are camera networks and vision, image feature extraction, face and gesture recognition and biometric authentication Pattern recognition algorithms including but not limited to; Supervised and unsupervised classification algorithms, Ensemble learning algorithms, and parsing algorithms. How to use image processing and visualization to analyze big data. Discusses novel applications that can benefit from image processing, computer vision and pattern recognition such as computational biology, biometrics, biomedical imaging, robotics, security, and knowledge engineering. Covers key application techniques in computer vision from fundamentals to mid to high level processing some of which are camera networks and vision, image feature extraction, face and gesture recognition and biometric authentication. Presents a number of pattern recognition algorithms and methodologies including but not limited to; supervised and unsupervised classification algorithms, Ensemble learning algorithms, and parsing algorithms. Explains how to use image processing and visualization to analyze big data.

Progress In Image Analysis And Processing Iii Proceedings Of The 7th International Conference On Image Analysis And Processing

Progress In Image Analysis And Processing Iii   Proceedings Of The 7th International Conference On Image Analysis And Processing Book
Author : Impedovo Sebastiano
Publisher : World Scientific
Release : 1994-04-06
ISBN : 9814552437
Language : En, Es, Fr & De

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Book Description :

This book provides a brief overview of noninvasive vascular tests used to diagnose and quantify vascular problems. Also, it reports on tests concerning prevention and screening.The book is the result of the work of leading international experts in vascular investigations. It will be useful for all general practitioners, vascular technologists, and both physicians and surgeons, giving an introductory overview of the field.

Proceedings of 2nd International Conference on Computer Vision Image Processing

Proceedings of 2nd International Conference on Computer Vision   Image Processing Book
Author : Bidyut B. Chaudhuri,Mohan S. Kankanhalli,Balasubramanian Raman
Publisher : Springer
Release : 2018-05-04
ISBN : 981107898X
Language : En, Es, Fr & De

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Book Description :

The book provides insights into the Second International Conference on Computer Vision & Image Processing (CVIP-2017) organized by Department of Computer Science and Engineering of Indian Institute of Technology Roorkee. The book presents technological progress and research outcomes in the area of image processing and computer vision. The topics covered in this book are image/video processing and analysis; image/video formation and display; image/video filtering, restoration, enhancement and super-resolution; image/video coding and transmission; image/video storage, retrieval and authentication; image/video quality; transform-based and multi-resolution image/video analysis; biological and perceptual models for image/video processing; machine learning in image/video analysis; probability and uncertainty handling for image/video processing; motion and tracking; segmentation and recognition; shape, structure and stereo.

Computer Vision and Image Processing

Computer Vision and Image Processing Book
Author : Mark S. Nixon
Publisher : Hodder Education
Release : 2000
ISBN : 9780340761113
Language : En, Es, Fr & De

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Book Description :

Image processing and computer vision is currently a hot topic with undergraduates and professionals alike. 'Computer Vision and Image Processing' is the first book to provide a discussion of how techniques in this field can be implemented together coupled with a deeper presentation of the analytical material. The additional working meta-level software on the web not only allows students to see the techniques described in the book actually working, but also lets them explore areas that they are unfamiliar with. Focusing on feature extraction while also encompassing issues and techniques such as image acquisition, sampling theory, point operations and low-level feature extraction, the author has a clear and coherent approach that will appeal to all those interested in feature extraction.

Proceedings of 2nd International Conference on Computer Vision Image Processing

Proceedings of 2nd International Conference on Computer Vision   Image Processing Book
Author : Bidyut B. Chaudhuri,Mohan S. Kankanhalli,Balasubramanian Raman
Publisher : Springer
Release : 2018-04-11
ISBN : 9811078955
Language : En, Es, Fr & De

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Book Description :

The book provides insights into the Second International Conference on Computer Vision & Image Processing (CVIP-2017) organized by Department of Computer Science and Engineering of Indian Institute of Technology Roorkee. The book presents technological progress and research outcomes in the area of image processing and computer vision. The topics covered in this book are image/video processing and analysis; image/video formation and display; image/video filtering, restoration, enhancement and super-resolution; image/video coding and transmission; image/video storage, retrieval and authentication; image/video quality; transform-based and multi-resolution image/video analysis; biological and perceptual models for image/video processing; machine learning in image/video analysis; probability and uncertainty handling for image/video processing; motion and tracking; segmentation and recognition; shape, structure and stereo.

Computer Vision and Image Processing

Computer Vision and Image Processing Book
Author : Manas Kamal Bhuyan
Publisher : CRC Press
Release : 2019-11-05
ISBN : 1351248375
Language : En, Es, Fr & De

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Book Description :

The book familiarizes readers with fundamental concepts and issues related to computer vision and major approaches that address them. The focus of the book is on image acquisition and image formation models, radiometric models of image formation, image formation in the camera, image processing concepts, concept of feature extraction and feature selection for pattern classification/recognition, and advanced concepts like object classification, object tracking, image-based rendering, and image registration. Intended to be a companion to a typical teaching course on computer vision, the book takes a problem-solving approach.

Feature Extraction Image Processing

Feature Extraction   Image Processing Book
Author : Mark Nixon
Publisher : Elsevier
Release : 2008-01-08
ISBN : 9780080556727
Language : En, Es, Fr & De

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Book Description :

Whilst other books cover a broad range of topics, Feature Extraction and Image Processing takes one of the prime targets of applied computer vision, feature extraction, and uses it to provide an essential guide to the implementation of image processing and computer vision techniques. Acting as both a source of reference and a student text, the book explains techniques and fundamentals in a clear and concise manner and helps readers to develop working techniques, with usable code provided throughout. The new edition is updated throughout in line with developments in the field, and is revised to focus on mathematical programming in Matlab. Essential reading for engineers and students working in this cutting edge field Ideal module text and background reference for courses in image processing and computer vision

Genetic and Evolutionary Feature Extraction for Autonomous Road Following

Genetic and Evolutionary Feature Extraction for Autonomous Road Following Book
Author : Jayandra Pokharel
Publisher : Unknown
Release : 2014
ISBN : 0987650XXX
Language : En, Es, Fr & De

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Book Description :

Image Processing and computer vision has always been a major component in the field of robotics and machine learning. The information extracted from image processing varies widely depending upon the nature of tasks to be performed by the robot. The goal of this research is to enable a robot to find a path for autonomous trail following. In the research an evolutionary approach has been used to determine the minimal regions in input images, which are discriminating enough for the robot to distinguish between path and non-path. Image processing is computationally intensive in nature, requiring significant processing time and main memory. So, any reduction in area of the image to be processed for decision making is always advantageous. In this research two sets of experiments are done to compare the effectiveness of evolved regions for image processing against processing the whole image. In the first set the robot processed the entire frame from the camera to make decisions for driving on a trail by avoiding non-trail. In the second set image processing is done on only the evolved region of the frame to make the decision. It was found that image processing over the evolved region covering less than 30\% of the captured image can give results comparable to processing the whole image.

Handbook Of Pattern Recognition And Computer Vision 5th Edition

Handbook Of Pattern Recognition And Computer Vision  5th Edition  Book
Author : Chi Hau Chen
Publisher : World Scientific
Release : 2015-12-15
ISBN : 9814656542
Language : En, Es, Fr & De

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Book Description :

Pattern recognition, image processing and computer vision are closely linked areas which have seen enormous progress in the last fifty years. Their applications in our daily life, commerce and industry are growing even more rapidly than theoretical advances. Hence, the need for a new handbook in pattern recognition and computer vision every five or six years as envisioned in 1990 is fully justified and valid.The book consists of three parts: (1) Pattern recognition methods and applications; (2) Computer vision and image processing; and (3) Systems, architecture and technology. This book is intended to capture the major developments in pattern recognition and computer vision though it is impossible to cover all topics.The chapters are written by experts from many countries, fully reflecting the strong international research interests in the areas. This fifth edition will complement the previous four editions of the book.

Computer Vision and Image Processing in Intelligent Systems and Multimedia Technologies

Computer Vision and Image Processing in Intelligent Systems and Multimedia Technologies Book
Author : Sarfraz, Muhammad
Publisher : IGI Global
Release : 2014-04-30
ISBN : 1466660317
Language : En, Es, Fr & De

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Book Description :

The fields of computer vision and image processing are constantly evolving as new research and applications in these areas emerge. Staying abreast of the most up-to-date developments in this field is necessary in order to promote further research and apply these developments in real-world settings. Computer Vision and Image Processing in Intelligent Systems and Multimedia Technologies features timely and informative research on the design and development of computer vision and image processing applications in intelligent agents as well as in multimedia technologies. Covering a diverse set of research in these areas, this publication is ideally designed for use by academicians, technology professionals, students, and researchers interested in uncovering the latest innovations in the field.

Computer Vision and Information Technology

Computer Vision and Information Technology Book
Author : K. V. Kale,S. C. Mehrotra,R.R. Manza
Publisher : I. K. International Pvt Ltd
Release : 2010-01-01
ISBN : 9380026951
Language : En, Es, Fr & De

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Book Description :

Spread in 133 articles divided in 20 sections the present treatises broadly discusses: Part 1: Image Processing Part 2: Radar and Satellite Image Processing Part 3: Image Filtering Part 4: Content Based Image Retrieval Part 5: Color Image Processing and Video Processing Part 6: Medical Image Processing Part 7: Biometric Part 8: Network Part 9: Mobile Computing Part 10: Pattern Recognition Part 11: Pattern Classification Part 12: Genetic Algorithm Part 13: Data Warehousing and Mining Part 14: Embedded System Part 15: Wavelet Part 16: Signal Processing Part 17: Neural Network Part 18: Nanotechnology and Quantum Computing Part 19: Image Analysis Part 20: Human Computer Interaction

Intelligent Computer Vision and Image Processing Innovation Application and Design

Intelligent Computer Vision and Image Processing  Innovation  Application  and Design Book
Author : Sarfraz, Muhammad
Publisher : IGI Global
Release : 2013-04-30
ISBN : 1466639075
Language : En, Es, Fr & De

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Book Description :

Innovations in computer vision technology continue to advance the applications and design of image processing and its influence on multimedia applications. Intelligent Computer Vision and Image Processing: Innovation, Application, and Design provides methods and research on various disciplines related to the science and technology of machines. This reference source is essential for academicians, researchers, and practitioners interested in the latest developments and innovations in computer science, education, and security.

Image Processing Communications Challenges 3

Image Processing   Communications Challenges 3 Book
Author : Ryszard S. Choraś
Publisher : Springer Science & Business Media
Release : 2011-08-14
ISBN : 3642231543
Language : En, Es, Fr & De

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Book Description :

This book was written to inform prospective readers of current trends in image processing and communications area. Image processing and communications represent a dynamic part of computer science, playing increasingly important role in an information era. This book presents the new approaches, in: image processing and computer vision; telecommunications networks, Web-based information systems; mathematical methods for these applications. This book is a collection of carefully selected chapters presenting the fundamental theory and practice of various aspects of image data processing and communications. The book consists of two sections: Image processing und Communications. The image processing section of this book provides an inside on mainly on theories and methodologies as well as the emerging applications of image processing. Various aspects of new trends and techniques in this field are discussed in the book, covering the following topics: Biometrics, Low level processing, Motion, stereo and tracking, Pattern Recognition, Video, Medical Image Analysis, Applications. The book summarises new developments in these topics.

Deep Learning for Image Processing Applications

Deep Learning for Image Processing Applications Book
Author : D.J. Hemanth,V. Vieira Estrela
Publisher : IOS Press
Release : 2017-12
ISBN : 1614998221
Language : En, Es, Fr & De

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Book Description :

Deep learning and image processing are two areas of great interest to academics and industry professionals alike. The areas of application of these two disciplines range widely, encompassing fields such as medicine, robotics, and security and surveillance. The aim of this book, ‘Deep Learning for Image Processing Applications’, is to offer concepts from these two areas in the same platform, and the book brings together the shared ideas of professionals from academia and research about problems and solutions relating to the multifaceted aspects of the two disciplines. The first chapter provides an introduction to deep learning, and serves as the basis for much of what follows in the subsequent chapters, which cover subjects including: the application of deep neural networks for image classification; hand gesture recognition in robotics; deep learning techniques for image retrieval; disease detection using deep learning techniques; and the comparative analysis of deep data and big data. The book will be of interest to all those whose work involves the use of deep learning and image processing techniques.