What is the best program for labeling(Bounding box) the pedestrian in Matlab?

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Look at the picture here:
See people walking and boxes around the tracked people.

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Thank you for the suggestions. I tried MotionBasedMultiObjectTracking one. However, I am finding difficulty in writing/saving the bounding boxes, id ,and centroids for two or more detected people. I have tried the code as the attached file. Please, let me how to get id with its bounding boxes and centroids as well.
I've never used it. I'd have to spend time figuring it out just like you will. If you can't I suggest you call tech support.

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Open MATLAB
go to the APP menu
Scroll down to the Image processing and computer vision section, there you find Image Labeler.

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I have lots of videos. At first, I used video labeler app but it is time consuming. Any other recommended?

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