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 Duration 14 hours

Course Outline

Introduction

Foundations of Computer Vision

Setting Up OpenCV with Python Wrappers

Getting Started with OpenCV

Working with Media in Python

  • Image Loading
  • Color to Grayscale Conversion
  • Utilizing Metadata

Applying Image Theory in Python

  • Conceptualizing Images as Multidimensional Arrays
  • Understanding Color Spaces
  • Pixels and Coordinates Overview
  • Pixel Access
  • Modifying Image Pixels
  • Drawing Lines and Shapes
  • Adding Text to Images
  • Image Resizing
  • Image Cropping

Examining Standard Computer Vision Algorithms and Techniques

  • Thresholding
  • Contour Detection
  • Background Subtraction
  • Utilizing Detectors

Feature Extraction with Python

  • Feature Vectors
  • Color-mean Features Theory
  • Histogram Feature Extraction
  • Grayscale Histogram Feature Extraction
  • Texture Feature Extraction

Developing an Image Similarity Detection Application

Building a Reverse Image Search Engine

Developing an Object Detection Application via Template Matching

Creating a Face Detection Application with Haar Cascade

Building an Object Detection Application Using Keypoints

Capturing and Processing Video via WebCam

Developing a Motion Detection System

Troubleshooting

Summary and Conclusion

Requirements

  • Proficiency in Python programming

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