I am working on a project, a component of which involves taking a two images of either handwritten or digital text (mostly one word) as inputs and scoring if the two images contain the same text using only the image or shape of the text, NOT OCR.

What suggestions could you give for this? I am thinking of a transformer based Siamese network maybe?