Image recognition will be able to figure out the obvious items, and hopefully the expiration dates, too, but it's not going to be able to figure out that opaque containers are nearly empty or identify leftovers in tupperware. It's also probably going to be unable to identify when loose produce is past its best unless it's extremely rotten.