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OpenCV 3 Blueprints

OpenCV 3 Blueprints

By : Joseph Howse, Puttemans, Sinha
4.3 (12)
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OpenCV 3 Blueprints

OpenCV 3 Blueprints

4.3 (12)
By: Joseph Howse, Puttemans, Sinha

Overview of this book

Computer vision is becoming accessible to a large audience of software developers who can leverage mature libraries such as OpenCV. However, as they move beyond their first experiments in computer vision, developers may struggle to ensure that their solutions are sufficiently well optimized, well trained, robust, and adaptive in real-world conditions. With sufficient knowledge of OpenCV, these developers will have enough confidence to go about creating projects in the field of computer vision. This book will help you tackle increasingly challenging computer vision problems that you may face in your careers. It makes use of OpenCV 3 to work around some interesting projects. Inside these pages, you will find practical and innovative approaches that are battle-tested in the authors’ industry experience and research. Each chapter covers the theory and practice of multiple complementary approaches so that you will be able to choose wisely in your future projects. You will also gain insights into the architecture and algorithms that underpin OpenCV’s functionality. We begin by taking a critical look at inputs in order to decide which kinds of light, cameras, lenses, and image formats are best suited to a given purpose. We proceed to consider the finer aspects of computational photography as we build an automated camera to assist nature photographers. You will gain a deep understanding of some of the most widely applicable and reliable techniques in object detection, feature selection, tracking, and even biometric recognition. We will also build Android projects in which we explore the complexities of camera motion: first in panoramic image stitching and then in video stabilization. By the end of the book, you will have a much richer understanding of imaging, motion, machine learning, and the architecture of computer vision libraries and applications!
Table of Contents (9 chapters)
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8
Index

Controlling a photo camera with gPhoto2

gPhoto2 is an open source, vendor-neutral camera control tool for Unix-like systems, such as Linux and Mac. It supports photo cameras of multiple brands, including Canon, Nikon, Olympus, Pentax, Sony, and Fuji. The supported features vary by model. The following table lists gPhoto2's major features, alongside the official count of supported cameras for each feature:

Feature

Number of Supported Devices

Description

File transfer

2105

files to and from the device

Image capture

489

Make the device capture an image to its local storage

Configuration

428

Change the device's settings, such as shutter speed

Liveview

309

Continuously grab frames of live video from the device

These numbers are current as of version 2.5.8, and are conservative. For example, some configuration features are supported on the Nikon D80, even though the gPhoto2 documentation does not list this camera as configurable. For our purposes, image capture and configuration...

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