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  • Programming Computer Vision with Python: Tools and algorithms for analyzing images

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Programming Computer Vision with Python: Tools and algorithms for analyzing images 1st Edition

4.3 out of 5 stars (84)

If you want a basic understanding of computer vision’s underlying theory and algorithms, this hands-on introduction is the ideal place to start. You’ll learn techniques for object recognition, 3D reconstruction, stereo imaging, augmented reality, and other computer vision applications as you follow clear examples written in Python.

Programming Computer Vision with Python explains computer vision in broad terms that won’t bog you down in theory. You get complete code samples with explanations on how to reproduce and build upon each example, along with exercises to help you apply what you’ve learned. This book is ideal for students, researchers, and enthusiasts with basic programming and standard mathematical skills.

  • Learn techniques used in robot navigation, medical image analysis, and other computer vision applications
  • Work with image mappings and transforms, such as texture warping and panorama creation
  • Compute 3D reconstructions from several images of the same scene
  • Organize images based on similarity or content, using clustering methods
  • Build efficient image retrieval techniques to search for images based on visual content
  • Use algorithms to classify image content and recognize objects
  • Access the popular OpenCV library through a Python interface

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From the brand

Editorial Reviews

About the Author

Jan Erik Solem is a Python enthusiast and a computer vision researcher and entrepreneur. He is an applied mathematician and has worked as associate professor, startup CTO, and now also book author. He sometimes writes about computer vision and Python on his blog www.janeriksolem.net. He has used Python for computer vision in teaching, research and industrial applications for many years. He currently lives in San Francisco.

Product details

  • Publisher ‏ : ‎ O'Reilly Media
  • Publication date ‏ : ‎ July 24, 2012
  • Edition ‏ : ‎ 1st
  • Language ‏ : ‎ English
  • Print length ‏ : ‎ 260 pages
  • ISBN-10 ‏ : ‎ 1449316549
  • ISBN-13 ‏ : ‎ 978-1449316549
  • Item Weight ‏ : ‎ 2.31 pounds
  • Dimensions ‏ : ‎ 7 x 0.68 x 9.19 inches
  • Best Sellers Rank: #673,931 in Books (See Top 100 in Books)
  • Customer Reviews:
    4.3 out of 5 stars (84)

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Customer reviews

4.3 out of 5 stars
84 global ratings
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Top reviews from the United States

  • 5 out of 5 stars
    I just love it.
    Reviewed in the United States on August 26, 2013
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    This book frames many of the tools and algorithms used in image processing and computer vision in an easily understood way.

    Python makes many of these concepts easy to code up and try out.

    It is my new favorite python book.

    2 people found this helpful
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  • 4 out of 5 stars
    High information density
    Reviewed in the United States on June 28, 2014
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    This book has a LOT of information packed into a small space, especially if you are new to computer vision and/or the math involved. I have found myself spending several days studying a single page, which includes looking up terms, checking Wikipedia etc. for more details, or trying out the code examples.

    I guess that could be good or bad depending on how much work you're willing to do. For me it has been, overall, good.

    Two things I don't like: the examples and the printing.

    The examples: Many computer books either come with a CD that has the code examples on it, or gives a link to a website. Not this one. You have to hand type the code examples which may be 10 to 50 lines. Also the sample images don't seem to be available so you can't replicate the book's results.

    The printing: For a topic like vision, with many sample photos throughout, color would seem to be important. But this book is printed in black and white. What's worse, many of the pages seem to have been systematically smudged. I don't know if this is unique to my copy, but many of the pages seem to be marked with a circular smear that seems to have been made while the ink was still damp. There may be several such smears on a single page, some of then smudging the images that are purportedly showing you the result of the latest image manipulation technique. To say this reduces the value of the example is an understatement.

    So I guess I would give the author a 5 (best rating) and the printer or publisher a 2.

    17 people found this helpful
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  • 5 out of 5 stars
    Excellent!
    Reviewed in the United States on May 12, 2013
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    This is a very good hands-on guide for introductory computer vision programming with python. I highly recommend this book for anyone exploring computerized image recognition tasks.

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  • 3 out of 5 stars
    PIL vs PILLOW?
    Reviewed in the United States on April 6, 2014
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    This book clearly stated useful PIL functions for image processing. I was very excited to try them out. However, just when I'm about to install PIL unto my system, I found out that PIL seems to have been replaced by PILLOW. PILLOW is a fork of PIL. Here are some quotes from its website about PIL: PILLOW was established because "PIL is not setuptools compatible.... Also, PIL’s current bi-yearly (or greater) release schedule is too infrequent to accommodate the large number and frequency of issues reported", "As more time passes since the last PIL release, the likelyhood of a new PIL release decreases. However, we’ve yet to hear an official “PIL is dead” announcement." I am very disappointed that this book did not take the newer library into account.

    6 people found this helpful
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  • 5 out of 5 stars
    with a good balance of theory and practice
    Reviewed in the United States on January 8, 2015
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    Very interesting intro to the topic, with a good balance of theory and practice.

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  • 5 out of 5 stars
    Five Stars
    Reviewed in the United States on October 27, 2016
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    Received quickly. a lot om comprehensive material.

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  • 4 out of 5 stars
    Interesting, but not for beginners
    Reviewed in the United States on August 31, 2012
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    This book is clearly written by an advanced expert in Computer Vision programming.

    Unfortunately, there are a few nagging elements that detract from the beginner's experience.

    For example, new terms such as "eigenvectors" are introduced in Chapter 1 without a description of what they mean. Example code is sometimes split up into sections, interspersed with the text, making it more difficult to type in. The small font size also tends to be a bit of a distraction.

    According to the back cover, "This book is ideal for...enthusiasts with basic programming and standard mathematical skills." I'm a programmer and use Python at work, and am an "enthusiast" but have no prior CV experience. Perhaps the SimpleCV book (also from O'Reilly) would be a better intro for CV newbies in grappling this complex subject... maybe there is even a market for "CV for Dummies" style books?

    8 people found this helpful
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  • 5 out of 5 stars
    Five Stars
    Reviewed in the United States on June 27, 2016
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    Everything was fine

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  • 4 out of 5 stars
    Good intro to computer vision.
    Reviewed in Canada on July 10, 2020
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    Good intro to computer vision. Oreilly hits the spot once again.

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  • 5 out of 5 stars
    Five Stars
    Reviewed in the United Kingdom on December 21, 2016
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    Good price and prompt delivery

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  • 1 out of 5 stars
    Très décevant !
    Reviewed in France on March 11, 2013
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    Que dire de ce livre ?

    Des formules de maths par çi, par là. Des codes très peu expliqués.

    Ni l'amateur de mathématique, ni le programmeur soucieux d'apprendre à utiliser des outils avancés ne trouvera son compte dans ce livre.

    Très décevant !

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  • 5 out of 5 stars
    Awesome!!!
    Reviewed in India on March 3, 2022
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    Most of the books either uses OpenCV bluntly or goes exhaustive theoretical/mathematical to explain computer vision concepts. This is the only which explains basics along with coding from scratch (instead of just using opencv api) in a simple and understandable for a software engineer. Best for software engineers who wishes to learn computer vision core concepts.

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  • 5 out of 5 stars
    Muy bueno
    Reviewed in Mexico on August 28, 2019
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    Excelente estado

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