idk if you know how to use blur and levels/contrast on it, if you take the QR code, blur it out to about the diameter (using gaussian) of half one of those pixels, then alter the curve of the black to white so you sharpen up the edges and make the squares blend into each other a bit it looks nicer

you can also even overlay a grid through all the pixels, wiping out a few bits either side of everything, except for those marker squares, they must remain intact, you may have seen this dotty style, it also works, and is more pretty than your basic style

the contrast ratio has to be fairly high, and the dark/light parts must remain dark and light, you can't invert the image, it won't decode in many decoders

yes i am a bit of a graphic artist and i also wanted to make pretty codes like this once that's how i learned all these things

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Definite pros and cons with the AI stuff. It is such a black box at the moment that a tiny few have figure out.

I was trying to build something where an AI where read a pressure gauge and tell me the pressure and it was all kinds of shitty. After multiple days of trying to convince the AI to do my bidding, I just figured out OpenCV instead to do it. I can even make the AI write the openCV code, but at least it isnt a black box, and I can make small iterative progress.

Ill read this you post again later and see if I can apply some of your knowledge.

very often with control systems you want a PID controller for pressure and regulation, doesn't require AI, just simple statistical analysis

Yeah i have the PID but i needed the pressure as an input variable to the PID

then you need an electronic barometer

Need one that plugs into a pressure cooker

ah yes i forgot the name of these things... manometer... and you have to get one that is made to tolerate temps in the range of 120-150'C

well, the temperature and pressure are more or less the same given an excess of water, a la boyle's law, you can just use a temperature sensor and calibrate off it, the only time the pressure is gonna go down is if you run out of water and if you run out of water the temperature will probably drop quite dramatically

yes, a little laggy but it would work, you can tune the PID to compensate for that lag with the P and I factors