Here's the paper: https://www.sciencedirect.com/science/article/pii/S2666990025000059?via=ihub

The confusion matrix and ROC curve are in section 5.2.

The image processing pipeline includes techniques from the 00s (in preprocessing such as otsu and watershed), to quite recent (gated MLP "transformers light").