I feel like Meshtag[1] was built for exactly this. The trick is that the symbol doesn't encode the link the way a QR code does -- it just references one on their server, so the drawing can be loose and imperfect and still resolve. The flipside is of course that if Meshtag ever shuts down, every tag in the world goes dead.

[1] http://www.meshtag.com