Oops sorry, I haven't work on video before. All I can think about is deriving each frame of the video (Then the issue is same as detecting object in images, but I am not sure whether your machine is powerful enough to run such heavy task) I guess there might be a better approach. Hope you can find out and maybe share with us soon :)