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Artificial Intelligence for Robotics - Second Edition

You're reading from  Artificial Intelligence for Robotics - Second Edition

Product type Book
Published in Mar 2024
Publisher Packt
ISBN-13 9781805129592
Pages 344 pages
Edition 2nd Edition
Languages
Concepts
Author (1):
Francis X. Govers III Francis X. Govers III
Profile icon Francis X. Govers III

Table of Contents (18) Chapters

Preface Part 1: Building Blocks for Robotics and Artificial Intelligence
Chapter 1: The Foundation of Robotics and Artificial Intelligence Chapter 2: Setting Up Your Robot Chapter 3: Conceptualizing the Practical Robot Design Process Part 2: Adding Perception, Learning, and Interaction to Robotics
Chapter 4: Recognizing Objects Using Neural Networks and Supervised Learning Chapter 5: Picking Up and Putting Away Toys using Reinforcement Learning and Genetic Algorithms Chapter 6: Teaching a Robot to Listen Part 3: Advanced Concepts – Navigation, Manipulation, Emotions, and More
Chapter 7: Teaching the Robot to Navigate and Avoid Stairs Chapter 8: Putting Things Away Chapter 9: Giving the Robot an Artificial Personality Chapter 10: Conclusions and Reflections Answers Index Other Books You May Enjoy Appendix

Using YOLOv8 – an object recognition model

Before we dive into the details of the YOLOv8 model, let’s talk about why I selected it. First of all, the learning process is pretty much the same for any CNN we might use. YOLO is a strong open source object detection model with a lot of development behind it. It’s considered state of the art, and it already does what we need – it detects objects and shows us where they are in images by drawing bounding boxes around them. So, it tells us what objects are, and where they are located. As you will see, it is very easy to use and can be extended to detect other classes of objects other than what it was originally trained for. There are a lot of YOLO users out there who can provide a lot of support and a good basis for learning about AI object recognition for robotics.

As I mentioned at the beginning of this chapter, we have two tasks we need to accomplish to reach our goal of picking up toys with a robot. First...

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