For every broken QR code I come across in the wild, I add it to a folder. I work on the EZQR scanner tech until I can get it to scan (or until I give up). If you've ever used QRazybox for manual QR repair, I simply try to automate most of those techniques.
It's at the point where I'm not dealing with QR encoding issues anymore, really. It's mostly image quality issues. I've learned more about image processing, upscaling, etc techniques than I ever cared to know
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