Learn Computer Vision with OpenCV and Python
Includes object detection, tracking, deep learning and many special real-life examples
Updated on Jul, 2024
Language - English
Development,Data Science and AI ML,Python
Lectures -49
Resources -20
Duration -7.5 hours
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Course Description
In this course, you are going to learn computer vision & image processing from scratch. You will reach all source code and resources.
The explanations are easy to understand and also you can ask the points you need.
I have shared key concepts with you without the heavily mathematical theory, so you can focus the implementation.
You will find many special examples beside the fundamental topics.
I preferred to use OpenCV which is an open source computer vision library used and supported by many people!. I have used OpenCV with Python, because Python allows us to focus on the problem easily without spending time for programming syntax/complex codes.
Goals
- Computer Vision/Image Processing basics
- Learning Computer Vision with different real-life examples not only openCV functions!
Prerequisites
- Basic Python or any programming language knowledge is a plus
- All the software needed in this course is free and open source.
- For basic topics, only install Python and OpenCV
Curriculum
Check out the detailed breakdown of what’s inside the course
Basic Image Processing
6 Lectures
-
Histogram Equalization
07:12
07:12
-
Thresholding
05:41
05:41
-
Convolution
08:41
08:41
-
Sharpening and edge detection
03:53
03:53
-
Morphological transformation
04:59
04:59
-
Image pyramid
04:54
04:54
Special App: mini game: hit the ball
3 Lectures
Segmentation
6 Lectures
Special App: People counting
1 Lectures
Tracking
3 Lectures
Object detection
3 Lectures
Special App: Missing and Abandoned object detection
1 Lectures
Prepare dataset and train your deep learning model
6 Lectures
Special Applications in different topics
13 Lectures
Object detection with Deep Learning
2 Lectures
Facial landmarks
4 Lectures
Instructor Details
Ibrahim Delibasoglu
Hi, I'm Ibrahim, I have PhD degree in Computer Science and working on computer vision, image processing and machine learning. I have experience on different programming languages like C++, Python and Java. I have scientific papers (related image processing and machine learning) published at different International Conferences and journals.I decided to share information especially via real world examples not only classical simple code examples!!
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