I happened across this website in my Google Alerts. It has a huge number of picture books, scanned and up to read. You do have to have a membership to read whole books, but you can preview them for free.
My favorite is that there are a number of different skill levels represented. Picture books, easy readers, and even some graphic nonfiction.
Not quite as fab as holding the book in your hands, but a great resource all the same.