Would it be feasible to have a machine readable image like a QR code as the obscured image, so if people took a photo of a poster some metadata about the poster could be exposed to the camera app to then be passed onto the user?

Or does this technique rely on having access to the original digital image, and too much information is lost over the analog gap?