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Practical Computer Vision

You're reading from   Practical Computer Vision Extract insightful information from images using TensorFlow, Keras, and OpenCV

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Product type Paperback
Published in Feb 2018
Publisher Packt
ISBN-13 9781788297684
Length 234 pages
Edition 1st Edition
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Author (1):
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Abhinav Dadhich Abhinav Dadhich
Author Profile Icon Abhinav Dadhich
Abhinav Dadhich
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Table of Contents (12) Chapters Close

Preface 1. A Fast Introduction to Computer Vision FREE CHAPTER 2. Libraries, Development Platform, and Datasets 3. Image Filtering and Transformations in OpenCV 4. What is a Feature? 5. Convolutional Neural Networks 6. Feature-Based Object Detection 7. Segmentation and Tracking 8. 3D Computer Vision 9. Mathematics for Computer Vision 10. Machine Learning for Computer Vision 11. Other Books You May Enjoy

Visual SLAM

SLAM refers to Simultaneous Localization and Mapping and is one of the most common problems in robot navigation. Since a mobile robot does not have hardcoded information about the environment around itself, it uses sensors onboard to construct a representation of the region. The robot tries to estimate its position with respect to objects around it like trees, building, and so on. This is, therefore, a chicken-egg problem, where the robot first tries to localize itself using objects around it and then uses its obtained location to map objects around it; hence the term Simultaneous Localization and Mapping. There are several methods for solving the SLAM problem. In this section, we will discuss special types of SLAM using a single RGB camera.

Visual SLAM methods extend visual odometry by computing a more robust camera trajectory as well as constructing a robust representation...

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