We will doing all kind of small and big Computer Vision Related project. Also we will do object annotation tasks too.
If you want Know our Experience Level Please Check out this Project Demo(https://youtu.be/SK5KkTUGrXE)
In this project we used YOLOv7 for object detection. For object tracking we mostly use centroid tracker. if it's didn't work well than move on to other tracking Algorithms(Eg: csrt,kcf,moose and etc). Because centroid tracker is very faster than other algorithms. In this project Iwe detect events(Challenge,throwin or Play).
What Are the Thing that we have done in this project:
1.) Object Detection
2.) Object Tracking
3.) Field Detection and Tracking
4.) If you watch the video, you can see that it only focuses on the active ball. Other balls are marked in black
Note: * Finding the ball in this project is very difficult. Because the full image size is 1920 X 1080, but the ball size is just 10 X 10 or less. But I solved this problem.
* And the camera changes angle and zoom for each frame. Because of this, field detection is challenging. Solved this problem too.
* In this project we used a realistic algorithm. That means we can do this with any video. It doesn't matter about the ground.
* we tested this algorithm on 12 different videos. Each video is 1 hour long. It worked well on all videos.