OpenCV Python Course — Learn Computer Vision and AI

Learn computer vision in this OpenCV course using Python! You will learn the basics (read/write images and videos, color channels, resizing, histogram, convolution, filtering, and gradients) to advanced topics (edge detection, line detection, feature detection, object tracking, pose estimation, camera calibration, depth estimation). By the end of this course, you will have a solid foundation in computer vision and be ready to tackle real-world problems for robotics and CV applications.

Below is an outline of the course. Feel free to skip to any section.

📖 Basic
0:00 Introduction
1:15 Installing OpenCV Python in VS Code
2:35 What are images?
6:23 Read and Write Images
13:38 Read and Write Videos
24:59 Read and Write Pixels
36:01 RGB Color Channels
51:41 Grayscale
56:13 HSV Color
1:06:56 Image Resizing
1:15:13 Image Histogram
1:25:19 2D Convolution
1:31:08 Average Filtering
1:36:10 Median Filtering
1:40:32 Gaussian Filtering
1:50:06 Image Thresholding

🚀 Advanced
2:00:46 Image Gradient
2:07:50 Canny Edge Detection
2:15:42 Line Detection with Hough Line Transform
2:28:02 Harris Corner Detection
2:36:44 SIFT Feature Detection
2:42:50 Optical Flow Object Tracking
2:53:15 Camera Calibration
3:07:18 Pose Estimation
3:15:28 Depth Estimation using Depth Map

For additional topics in computer vision using OpenCV Python, checkout this playlist:

To learn Computer Vision using AI, checkout this playlist:

For even more Computer Vision Applications, checkout this playlist:

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[aub]

Dude you're crazy underrated man! Thank you!

[TuvshinbilegTungalagtamir]

Appreciate man, that is what i want, but I was looking for long time this kinda useful real world practice.

[ZishanSince]

Thanks Man, really waited for this long time..

[armeedelairduvatican]

actually at 1:21:37 it sould be colors=['r', 'g', 'b'] cuz ii's in rgb form.

[vangelismathioudis]

at 51:37 I believe red and blue are reversed as `plt.imshow` uses the RGB format, is this correct?

[deniaq]

Hey :-) I just came across your channel and like it. I have a question. Would you be interested in doing a video on how to use the opencv-fisheye model within colmap to do structure from motion?
Cheers!

[FK-BZ-]

Hello Kevin, I have been following along with the tutorials for about an hour now. I am trying to do emergency vehicle detection using their blue lights as the main factor. The problem is that I sometimes get false triggers on blue cars. What technique would you recommend? Am currently converting the region of interest to HSV, applying color thresholding with cv2.inRange using predefined blue ranges and some frequency stuff. (Real time detection). It's also a problem since the blue cars are quite different shades from super blight blues to blues that look super dark.

[felixamofah]

please where can I find the resources(images) to this course

[koustavroy]

this website for hsv is not online now?? can any one provide me the site or any alternative one. Thank You. and can u plz provide the cat image then we can follow the tutorial easily

[drm]

Thank you Kevin, please can you let me know? Is OpenCv University's certifications are good and does it worth to get it ?

[perceptron]

Hi @kevinwoodrobotics just starting watching your vids and subscribed... wondering what is the vscode extension you are using to preview the matrices on data viewer mode @ about the 12 minute mark?