Computer Vision with Python ( pythoncomputervision | 14 hours )
- Programming experience with Python
Computer Vision is a field that involves automatically extracting, analyzing, and understanding useful information from digital media. Python is a high-level programming language famous for its clear syntax and code readibility.
In this instructor-led, live training, participants will learn the basics of Computer Vision as they step through the creation of set of simple Computer Vision application using Python.
By the end of this training, participants will be able to:
- Understand the basics of Computer Vision
- Use Python to implement Computer Vision tasks
- Build their own face, object, and motion detection systems
Audience
- Python programmers interested in Computer Vision
Format of the course
- Part lecture, part discussion, exercises and heavy hands-on practice
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
United Arab Emirates - Computer Vision with Python
Qatar - Computer Vision with Python
Egypt - Computer Vision with Python
Saudi Arabia - Computer Vision with Python
South Africa - Computer Vision with Python
Brasil - Computer Vision with Python
Canada - Computer Vision with Python
香港 - Computer Vision with Python
澳門 - Computer Vision with Python
台灣 - Computer Vision with Python
USA - Computer Vision with Python
Österreich - Computer Vision with Python
Schweiz - Computer Vision with Python
Deutschland - Computer Vision with Python
Czech Republic - Computer Vision with Python
Denmark - Computer Vision with Python
Estonia - Computer Vision with Python
Finland - Computer Vision with Python
Greece - Computer Vision with Python
Magyarország - Computer Vision with Python
Ireland - Computer Vision with Python
Israel - Computer Vision with Python
Luxembourg - Computer Vision with Python
Latvia - Computer Vision with Python
España - Visión por computadora con Python
Italia - Computer Vision with Python
Lithuania - Computer Vision with Python
Nederland - Computer Vision with Python
Norway - Computer Vision with Python
Portugal - Computer Vision with Python
România - Computer Vision with Python
Sverige - Computer Vision with Python
Türkiye - Computer Vision with Python
Malta - Computer Vision with Python
Belgique - Computer Vision with Python
France - Computer Vision with Python
日本 - Computer Vision with Python
Australia - Computer Vision with Python
Malaysia - Computer Vision with Python
New Zealand - Computer Vision with Python
Philippines - Computer Vision with Python
Singapore - Computer Vision with Python
Thailand - Computer Vision with Python
Vietnam - Computer Vision with Python
India - Computer Vision with Python
Argentina - Visión por computadora con Python
Chile - Visión por computadora con Python
Costa Rica - Visión por computadora con Python
Ecuador - Visión por computadora con Python
Guatemala - Visión por computadora con Python
Colombia - Visión por computadora con Python
México - Visión por computadora con Python
Panama - Visión por computadora con Python
Peru - Visión por computadora con Python
Uruguay - Visión por computadora con Python
Venezuela - Visión por computadora con Python
Polska - Computer Vision with Python
United Kingdom - Computer Vision with Python
South Korea - Computer Vision with Python
Pakistan - Computer Vision with Python
Sri Lanka - Computer Vision with Python
Bulgaria - Computer Vision with Python
Bolivia - Visión por computadora con Python
Indonesia - Computer Vision with Python
Kazakhstan - Computer Vision with Python
Moldova - Computer Vision with Python
Morocco - Computer Vision with Python
Tunisia - Computer Vision with Python
Kuwait - Computer Vision with Python
Oman - Computer Vision with Python
Slovakia - Computer Vision with Python
Kenya - Computer Vision with Python
Nigeria - Computer Vision with Python
Botswana - Computer Vision with Python
Slovenia - Computer Vision with Python
Croatia - Computer Vision with Python
Serbia - Computer Vision with Python