Object tracking

I am making a project to track cars in a video on an intersection of roads.

Please guide me towards a way that will provide high accuracy of tracking as cars come and leave the frame.

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Any help is possible?!

Look into object detection. Yolo/RetinaNet and watch Part 2 from last year. Jeremy goes into object detection in lesson 9 I believe or 8.

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