Skip to Content
Learning OpenCV
book

Learning OpenCV

by Gary Bradski, Adrian Kaehler
September 2008
Beginner to intermediate
580 pages
20h 7m
English
O'Reilly Media, Inc.
Content preview from Learning OpenCV

Stretch, Shrink, Warp, and Rotate

In this section we turn to geometric manipulations of images. [74] Such manipulations include stretching in various ways, which includes both uniform and nonuniform resizing (the latter is known as warping). There are many reasons to perform these operations: for example, warping and rotating an image so that it can be superimposed on a wall in an existing scene, or artificially enlarging a set of training images used for object recognition. [75] The functions that can stretch, shrink, warp, and/or rotate an image are called geometric transforms (for an early exposition, see [Semple79]). For planar areas, there are two flavors of geometric transforms: transforms that use a 2-by-3 matrix, which are called affine transforms; and transforms based on a 3-by-3 matrix, which are called perspective transforms or homographies. You can think of the latter transformation as a method for computing the way in which a plane in three dimensions is perceived by a particular observer, who might not be looking straight on at that plane.

An affine transformation is any transformation that can be expressed in the form of a matrix multiplication followed by a vector addition. In OpenCV the standard style of representing such a transformation is as a 2-by-3 matrix. We define:

image with no caption

It is easily seen that the effect of the affine transformation A · X + B is exactly equivalent ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Learning OpenCV 3

Learning OpenCV 3

Adrian Kaehler, Gary Bradski
Learning OpenCV, 2nd Edition

Learning OpenCV, 2nd Edition

Adrian Kaehler, Gary Bradski
Practical OpenCV

Practical OpenCV

Samarth Brahmbhatt
Machine Learning for OpenCV

Machine Learning for OpenCV

Michael Beyeler, Michael Beyeler (USD)

Publisher Resources

ISBN: 9780596516130Errata Page