Extraction of sunken portions from image in hieroglyphics

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Currently I am trying to extract the hieroglyphics symbols from images like this one. enter image description here

What I have done is used hough transform to find lines and split the image in portions to make it easier for me. But I tried a set of algorithms to extract the sunken letters from the image and I hit a dead end..

What I have tried is a mixture of morphological operations and edge detection and contour finding. So are there any algorithms devised to do something like this or any hint will be appreciated.

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