Course Outline

Introduction

Understanding Computer Vision Basics

Installing OpenCV with Python Wrappers

Introduction to Using OpenCV

Using Media with Python

  • Loading Images
  • Converting Color to Grayscale
  • Using Metadata

Applying Image Theory with Python

  • Understanding Images as Multidimensional Arrays
  • Understanding the Color Space
  • Overview of Pixels and Coordinates
  • Accessing Pixels
  • Changing Pixels in Images
  • Drawing Lines and Shapes
  • Applying Text on Images
  • Resizing Images
  • Cropping Images

Exploring Common Computer Vision Algorithms and Methods

  • Thresholding
  • Finding Contours
  • Background Subtraction
  • Using Detectors

Implementing Feature Extraction with Python

  • Using Feature Vectors
  • Understanding the Color-mean Features Theory
  • Extracting Histogram Features
  • Extracting Grayscale Histogram Features
  • Extracting Texture Features

Implementing an App to Detect Image Similarity

Implementing a Reverse Image Search Engine

Creating an Object Detection App Using Template Matching

Creating a Face Detection App Using Haar Cascade

Implementing an Object Detection App Using Keypoints

Capturing and Processing Video through a WebCam

Creating a Motion Detection System

Troubleshooting

Summary and Conclusion

Requirements

  • Programming experience with Python
  14 Hours
 

Testimonials

Related Courses

Scaling Data Analysis with Python and Dask

  14 hours

Data Analysis with Python, Pandas, and Numpy

  14 hours

Accelerating Python Pandas Workflows with Modin

  14 hours

Machine Learning with Python and Pandas

  14 hours

FARM (FastAPI, React, and MongoDB) Full Stack Development

  14 hours

Developing APIs with Python and FastAPI

  14 hours

Web application development with Flask

  14 hours

Advanced Flask

  14 hours

Build REST APIs with Python and Flask

  14 hours

Computer Vision with OpenCV

  28 hours

Python and Deep Learning with OpenCV 4

  14 hours

Pattern Matching

  14 hours

Game Development with PyGame

  7 hours

Raspberry Pi + OpenCV for Facial Recognition

  21 hours

Scientific Computing with Python SciPy

  7 hours