Thanks for your ideas Bren, I will try to look into this !
Actually I’ve been going back a bit in my process because now it seems that I’m rarely capable of extracting the blue geometric pattern from all my samples images.
I saw a post on this forum where they recommend to train a U-net with manually labeling masks so the neural net is able to recognize the pattern.