How can I remove only the horizontal lines from the image preserving any arbitrary drawing over it

I want to remove the horizontal line (the shirorekha) for OCR application from the hand written document. After removal the characters/shape should be preserved.

Please help me with the code.

Answer 1

[Nitin]

Did you check image inpainting ?