January 25 2021

Hands-On Vision and Behavior for Self-Driving Cars: Explore visual perception, lane detection & object classification

Hands-On Vision and Behavior for Self-Driving Cars: Explore visual perception, lane detection & object classification
English | 2020 | ISBN-13: 978-1800203587 | 752 Pages | True (PDF, EPUB, MOBI) + Code| 876.11 MB

The visual perception capabilities of a self-driving car are powered by computer vision.

A practical guide to learning visual perception for self-driving cars for computer vision and autonomous system eeers

Key Features

Explore the building blocks of the visual perception system in self-driving cars

Identify objects and lanes to define the boundary of driving surfaces using open-source tools like OpenCV and Python

Improve the object detection and classification capabilities of systems with the help of neural networks

Book Description

The work relating to self-driving cars can be broadly classified into three components - robotics, computer vision, and machine learning. This book provides existing computer vision eeers and developers with the unique opportunity to be associated with this booming field.

You will learn about computer vision, deep learning, and depth perception applied to driverless cars. The book provides a structured and thorough introduction, as making a real self-driving car is a huge cross-functional effort. As you progress, you will cover relevant cases with working code, before going on to understand how to use OpenCV, TensorFlow and Keras to analyze video streaming from car cameras. Later, you will learn how to interpret and make the most of lidars (light detection and rag) to identify obstacles and localize your position. You'll even be able to tackle core challenges in self-driving cars such as finding lanes, detecting pedestrian and crossing lights, perfog semantic sntation, and writing a PID controller.

By the end of this book, you'll be equipped with the skills you need to write code for a self-driving car running in a driverless car simulator, and be able to tackle various challenges faced by autonomous car eeers.

What you will learn

Understand how to perform camera calibration

Become well-versed with how lane detection works in self-driving cars using OpenCV

Explore behavioral cloning by self-driving in a video-game simulator

Get to grips with using lidars

Discover how to configure the controls for autonomous vehicles

Use object detection and semantic sntation to locate lanes, cars, and pedestrians

Write a PID controller to control a self-driving car running in a simulator

Who this book is for

This book is for software eeers who are interested in learning about technologies that drive the autonomous car revolution. Although basic knowledge of computer vision and Python programming is required, prior knowledge of advanced deep learning and how to use sensors (lidar) is not needed.

Table of Contents

OpenCV Basics and Camera Calibration

Understanding and Working with Signals

Lane Detection

Deep Learning with Neural Networks

Deep Learning Workflow

Improving Your Neural Network

Detecting Pedestrians and Traffic Lights

Behavioral Cloning

Semantic Sntation

Steering, Throttle, and Brake Control

Mapping Our Environments




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