Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

LinkedIn Learning

OpenCV for Python Developers

via LinkedIn Learning

Go to class Write review
Pragmatic Institute Ad

AI Product Expert Certification - Master Generative AI Skills

Learn More → Boot.dev Ad

The Most Addictive Python and SQL Courses

Learn More →

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Learn how to harness the image-processing power of OpenCV to develop Python scripts that manipulate photos, create custom video streams, and even perform object and face tracking.

Syllabus

Introduction
  • Image processing with OpenCV
  • What you should know
  • How to use the exercise files
1. Install and Configure OpenCV
  • Python and OpenCV
  • Using virtual environments
  • Install on Mac OS
  • Install on Windows
  • Install on Linux: Prerequisites
  • Install on Linux: Compile OpenCV
  • Using OpenCV with Google Colab
  • Test the install
2. Basic Image Operations
  • Get started with OpenCV and Python
  • Get started with OpenCV and Python: Google Collab
  • Access and understand pixel data
  • Data types and structures
  • Image types and color channels
  • Pixel manipulations and filtering
  • Blur, dilation, and erosion
  • Scale and rotate images
  • Use video inputs
  • Create custom interfaces
  • Challenge: Create a simple drawing app
  • Solution: Create a simple drawing app
3. Object Detection
  • Segmentation and binary images
  • Simple thresholding
  • Adaptive thresholding
  • Skin detection
  • Introduction to contours
  • Contour object detection
  • Area, perimeter, center, and curvature
  • Canny edge detection
  • Object detection overview
  • Challenge: Assign object ID and attributes
  • Solution: Assign object ID and attributes
4. Face and Feature Detection
  • Overview of face and feature detection
  • Introduction to template matching
  • Application of template matching
  • Haar cascading
  • Face detection
  • Challenge: Eye detection
  • Solution: Eye detection
Conclusion
  • Additional techniques
  • Next steps

Taught by

Patrick W. Crawford

Reviews

4.7 rating at LinkedIn Learning based on 156 ratings

Start your review of OpenCV for Python Developers

Go to class

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.