See https://www.imatest.com/2022/06/correlating-the-performance-of-computer-vision-algorithms-with-objective-image-quality-metrics for a full writeup
Configuring
pip install opencv-python pytesseract wand numpy
tesseract binaries can be found at https://digi.bib.uni-mannheim.de/tesseract/
ImageMagick can be installed at https://imagemagick.org/
This project uses Imatest IT to produce objective image quality metrics. You can obtain a free trial of Imatest IT here
You can generate images of Imatest charts for use in simulators using the Imatest Target Generator Library.