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Practical Computer Vision

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

Product type Paperback

Published in Feb 2018

Publisher Packt

ISBN-13 9781788297684

Length 234 pages

Edition 1st Edition

Languages

Python

Tools

Keras

Concepts

Computer Vision

Author (1):

Abhinav Dadhich

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Table of Contents (12) Chapters

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

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Mathematics for Computer Vision

In the book, we are using several advanced algorithms that require a good background in mathematics. This appendix begins by describing some prerequisites, with Python implementations wherever required.

In this appendix, we will cover the following topics:

Linear algebraic operation and properties of vectors and matrices
Probability and common probabilistic functions

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Authors (1)

Abhinav Dadhich

Abhinav Dadhich

Abhinav Dadhich is a Researcher and Application Developer on deep learning at Abeja Inc. Tokyo. His day is often filled with designing deep learning models for computer vision applications like image classification, object detection, segmentation etc. His passion lies in understanding and replicating human vision system. Previously, he has worked on 3D mapping and robot navigation. He has graduated with B.Tech. in EE from IIT Jodhpur, India and has done his M.Eng. in Information Science from NAIST, Japan. He puts up notes and codes for several topics on GitHub profile.

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