If you're just doing it on your own with your own personal camera and it isn't anything fancy they yes. But if it's something elaborate and it's going to be more like a professional shoot, then yes you do need to have permission. There is a sign about that hanging on the entrance gates.
There's a sign about taking pictures. I think they don't really want us to take any pictures. But I would ask if it's ok
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