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How not to detect a face from others

I'm working on a project which basically detects faces from a video stream and do some processing on the detected region. I'm using HOG and detectMultiScale().

Consider the scenario, a person pushing a wheelchair. I don't want to detect the person on the wheelchair but the person who is pushing the wheelchair. Any way on masking the area of wheelchair or not detect the guy on wheelchair?