An interdisciplinary introduction to image processing

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An interdisciplinary introduction to image pr ...
S. Tanimoto, S. Tanimoto
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Last edited by MARC Bot
September 5, 2024 | History

An interdisciplinary introduction to image processing

  • 1 Want to read

This book explores image processing from several perspectives: the creative, the theoretical (mainly mathematical), and the programmatical. It explains the basic principles of image processing, drawing on key concepts and techniques from mathematics, psychology of perception, computer science, and art, and introduces computer programming as a way to get more control over image processing operations. It does so without requiring college-level mathematics or prior programming experience. The content is supported by PixelMath, a freely available software program that helps the reader understand images as both visual and mathematical objects. The first part of the book covers such topics as digital image representation, sampling, brightness and contrast, color models, geometric transformations, synthesizing images, stereograms, photomosaics, and fractals. The second part of the book introduces computer programming using an open-source version of the easy-to-learn Python language. It covers the basics of image analysis and pattern recognition, including edge detection, convolution, thresholding, contour representation, and K-nearest-neighbor classification. A chapter on computational photography explores such subjects as high-dynamic-range imaging, autofocusing, and methods for automatically inpainting to fill gaps or remove unwanted objects in a scene. Applications described include the design and implementation of an image-based game. The PixelMath software provides a "transparent" view of digital images by allowing the user to view the RGB values of pixels by zooming in on an image. PixelMath provides three interfaces: the pixel calculator; the formula page, and advanced extension of the calculator; and the Python window.

Publish Date
Publisher
MIT Press
Language
English
Pages
521

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Book Details


Edition Notes

Includes bibliographical references and index.

Published in
Cambridge, MA

Classifications

Dewey Decimal Class
621.36/7
Library of Congress
TA1637 .T37 2012, TA1637.T37 2012

The Physical Object

Pagination
p. cm.
Number of pages
521

ID Numbers

Open Library
OL25066827M
ISBN 13
9780262017169
LCCN
2011036233
OCLC/WorldCat
757133185

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History

Download catalog record: RDF / JSON
September 5, 2024 Edited by MARC Bot import existing book
October 23, 2011 Created by LC Bot import new book