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ROS Programming: Building Powerful Robots

You're reading from   ROS Programming: Building Powerful Robots Design, build and simulate complex robots using the Robot Operating System

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Product type Course
Published in Mar 2018
Publisher Packt
ISBN-13 9781788627436
Length
Edition 1st Edition
Languages
Tools
Concepts
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Authors (5):
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Anil Mahtani Anil Mahtani
Author Profile Icon Anil Mahtani
Anil Mahtani
Aaron Martinez Aaron Martinez
Author Profile Icon Aaron Martinez
Aaron Martinez
Lentin Joseph Lentin Joseph
Author Profile Icon Lentin Joseph
Lentin Joseph
Enrique Fernandez Perdomo Enrique Fernandez Perdomo
Author Profile Icon Enrique Fernandez Perdomo
Enrique Fernandez Perdomo
Luis S√°nchez Luis S√°nchez
Author Profile Icon Luis S√°nchez
Luis S√°nchez
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Toc

Table of Contents (37) Chapters Close

Title page
Copyright and Credits
Packt Upsell
Preface
1. Getting Started with ROS 2. ROS Architecture and Concepts FREE CHAPTER 3. Visualization and Debugging Tools 4. The Navigation Stack - Robot Setups 5. The Navigation Stack - Beyond Setups 6. Manipulation with MoveIt! 7. Using Sensors and Actuators with ROS 8. Computer Vision 9. Point Clouds 10. Working with 3D Robot Modeling in ROS 11. Simulating Robots Using ROS and Gazebo 12. Working with Pluginlib, Nodelets, and Gazebo Plugins 13. Writing ROS Controllers and Visualization Plugins 14. Interfacing I/O Boards, Sensors, and Actuators to ROS 15. Programming Vision Sensors using ROS, Open-CV, and PCL 16. Building and Interfacing Differential Drive Mobile Robot Hardware in ROS 17. Exploring the Advanced Capabilities of ROS-MoveIt! 18. ROS for Industrial Robots 19. Troubleshooting and Best Practices in ROS 20. Face Detection and Tracking Using ROS, OpenCV and Dynamixel Servos 21. Building a Siri-Like Chatbot in ROS 22. Controlling Embedded Boards Using ROS 23. Teleoperate a Robot Using Hand Gestures 24. Object Detection and Recognition 25. Deep Learning Using ROS and TensorFlow 26. ROS on MATLAB and Android 27. Building an Autonomous Mobile Robot 28. Creating a Self-Driving Car Using ROS 29. Teleoperating a Robot Using a VR Headset and Leap Motion 30. Controlling Your Robots over the Web 1. Bibliography
2. Other Books You May Enjoy Index

Getting started with object detection and recognition


So what's the main difference between detection and recognition? Consider face detection and face recognition. In face detection, the algorithm tries to detect a face from an image, but in recognition, the algorithm can also state information about whose face is detected. It may be the person's name, gender, or something else.

Similarly, object detection involves the detection of a class of object and recognition performs the next level of classification, which tells which us the name of the object.

There is a vast number of applications that use object detection and recognition techniques. Here is a popular application that is going to be used in Amazon warehouses:

Figure 1: A photo from an Amazon Picking Challenge

Amazon is planning to automate the picking and placing of objects from the shelves inside their warehouses. To retrieve objects from the shelves, they are planning to deploy robotic arms such as the one shown in the previous image...

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