Having played around with Flickr a bit more this morning, setting a photo to Private will prevent it from being posted online, including here. However, instead you can set the pic to be excluded from public searches, which should be pretty much the same as Private, and should stop randoms from seeing your pics unless they navigate to your Flickr profile.