People tracking in videos that switch back and forth between multiple camera positions

[shiboyang]

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• I have searched the Yolo Tracking issues and found no similar bug report.

Question

Hi there, I am developing a face recognition software, I want to detect the characters appearing in the video, my idea is to detect the characters appearing in the video through a character tracking algorithm and then filter out the main characters in the video based on the number of times the character appears . My video is some news material, and the camera of the video will switch back and forth. I hope to use yolo_track for character tracking, but I tested the tracking algorithm currently supported by the software, but the effect is not very good, especially when switching lenses will update the character's ID. I have very little experience with character tracking and would love some advice from you.

In the attachment I have uploaded a small example
https://github.com/mikel-brostrom/yolo_tracking/assets/44657961/2cd99b45-fca9-41f8-b7f8-7fc39fea469c

[shiboyang]

My idea is to detect the person who appears the most in the video through person tracking, then use the face detection and head pose estimation algorithm to obtain the front of the person's face, and finally use the face recognition algorithm to obtain the person's name.
I would be very grateful if I could get your help

[github-actions]

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