I suspect it's likely that there's a fair amount of effort involved, but I don't think you'd have to work too hard to substantially narrow your search with machine learning. Even just a small classifier that outputs clothing color and timestamps would make a remarkable difference. Identifying humans (which you can see in the videos) and checking how long they linger for could inform potential candidates for folks getting their photo taken.