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Hands-On Vision and Behavior for Self-Driving Cars

You're reading from   Hands-On Vision and Behavior for Self-Driving Cars Explore visual perception, lane detection, and object classification with Python 3 and OpenCV 4

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Product type Paperback
Published in Oct 2020
Publisher Packt
ISBN-13 9781800203587
Length 374 pages
Edition 1st Edition
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Authors (2):
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Krishtof Korda Krishtof Korda
Author Profile Icon Krishtof Korda
Krishtof Korda
Luca Venturi Luca Venturi
Author Profile Icon Luca Venturi
Luca Venturi
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Toc

Table of Contents (17) Chapters Close

Preface 1. Section 1: OpenCV and Sensors and Signals
2. Chapter 1: OpenCV Basics and Camera Calibration FREE CHAPTER 3. Chapter 2: Understanding and Working with Signals 4. Chapter 3: Lane Detection 5. Section 2: Improving How the Self-Driving Car Works with Deep Learning and Neural Networks
6. Chapter 4: Deep Learning with Neural Networks 7. Chapter 5: Deep Learning Workflow 8. Chapter 6: Improving Your Neural Network 9. Chapter 7: Detecting Pedestrians and Traffic Lights 10. Chapter 8: Behavioral Cloning 11. Chapter 9: Semantic Segmentation 12. Section 3: Mapping and Controls
13. Chapter 10: Steering, Throttle, and Brake Control 14. Chapter 11: Mapping Our Environments 15. Assessments 16. Other Books You May Enjoy

Why do you need controls?

This may seem completely obvious since you are trying to build a self-driving car, but let's cover it quickly.

When you build a self-driving car, what are you trying to achieve? The ultimate goal is to get the vehicle to move from a start position to a destination by commanding actuators such as the steering, throttle, and brakes. Historically, the commands to these actuators have been provided by you, the human driver, via the steering wheel, and the throttle and brake pedals. Now you are trying to remove yourself as the thing responsible for primary driving tasks. So, what do you put in place of yourself? A controller!

What is a controller?

A controller is simply an algorithm that takes some type of error signal and transforms it into an actuation signal to achieve a desired setpoint for a given process. Let's define some of these terms as follows:

  • The Control Variable (CV) or process variable is the variable that you would like...
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