Vision-Driven Robots: Real-Time Object Detection, Depth Sensing, and Visual SLAM with ROS2 and OpenCV

By Thompson Carter

Build robots that see, understand, and navigate the world in real time

For robots to become truly intelligent, they must see.

Not just capture images, but interpret environments, recognize objects, estimate depth, and make decisions based on visual data.

"Vision-Driven Robots" is a practical, hands on guide to building perception driven robotic systems using ROS 2 and OpenCV, powered by Python.

This book focuses on real time vision systems that enable robots to interact intelligently with their surroundings.

Why computer vision is the key to autonomy

A robot without vision is limited.
A robot with vision can understand its environment.

With modern perception systems, robots can:

detect and classify objects in real timeestimate depth and distancetrack movement and changesmap environments visuallynavigate using visual cues

This book shows you how to build these capabilities step by step.

What you will learnfundamentals of computer vision in roboticsworking with cameras and visual data streamsreal time object detection techniquesdepth sensing and 3D perceptionvisual SLAM concepts and implementationintegrating OpenCV with ROS2processing images efficientlytracking objects and motionoptimizing performance for real time systemsdebugging and improving perception pipelines
From pixels to intelligent behavior

Throughout the book, you will learn how to:

capture and process camera inputdetect objects and interpret scenesestimate distance and spatial relationshipsbuild visual mapping systemsintegrate perception with robot controlcreate robots that respond to what they see

Each chapter builds toward a complete perception driven robot.

Practical applicationsautonomous navigation using visionobject tracking robotssurveillance and monitoring systemsindustrial inspection robotsAI powered perception systems

These use cases show how vision transforms robotics.

Who this book is forrobotics developerscomputer vision enthusiastsPython programmers entering roboticsengineering studentsprofessionals building perception systems

If you want to build robots that can see, understand, and act in real environments, this book gives you the roadmap.

See the world.
Understand the data.
Build vision driven robots.

• Format: Paperback
• Language: English
• ISBN: B0GYZ51F9Q
• ISBN13: 9798257894688
• Release Date: April 2026
• Publisher: Independently Published
• Length: 354 Pages
• Weight: 1.04 lbs.
• Dimensions: 0.7" x 6.0" x 9.0"