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Can an image of unknown text, with resolution of about one or two letters in real life represented by a pixel (like if the image is a photo taken from far away), be used by machine learning or AI to reconstruct the text based on the color of the pixel?

Meaning, if a certain group of letters make a certain colored pixel based on lighting and location, time, distance, etc., can that be reversed engineered to get the original text?

Edit: added if image was a photo taken from far away

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