Manually. It does take a lot of time if you're starting from such a large volume, but I don't see the worth of a photo collection if it's so unmanageable that you never look at it. That being said it really doesn't take that long to go through a thousand photos to delete a large percentage.

Obviously it's more manageable if you do it regularly.