Player tracking through occlusion in the application of sports

Was wondering how it would be possible to consistently track and keep the same id of players(specifically 2 in this scenario) through heavy occlusion. I have tried integrating deepsort, but I am unable to create a decent algorithm that can track players through occlusion.
Specifically, I am getting problems in id switching, in which one player takes another’s while they cross paths.
Has anyone solved this problem?

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