Remove grid lines(vertical and horizontal) from a handwritten scanned image

Shyama Source

I tried to remove the grid lines from the image using hough lines approach,but i am unable to generalize for all images.

My input image :input image

Output image:Output image

I want my output image to look like this: expected output image



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