How can I save the labels from wine bottles?

My roommate and I started a tradition awhile back to visit a winery on every vacation we went on and to save a bottle of wine from each of the wineries visited (well, that we liked anyway) as a keepsake of our travels. It started out as a great idea but now it just kind of seems tacky to have a bunch of wine bottles around the house (we probably have 12 - 15). I was thinking of keeping a scrapbook of all the wine labels but I'm not sure how we would peel each of them off without ripping them. I'm also open to any other ideas out there so please let me know. I just don't want a whole bunch of wine bottles scattered around my house - especially since we plan on keeping with this tradition!