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real time dnn + tracker ?

I am currently using a dnn for real time tracking of people but some frames dont detect a person who is still in the frame. I am thinking that the tracking module could be used in conjunction with the dnn to help fill in the blanks. The other advantage would be that I could tell the difference between person1 and person2. The ultimate goal would be to detect any new person who walks into the frame and then tracking all people in the frame independently.

Has anyone done this? Have any advice? Or even better a sample?