Separating overlapping lines in image

I have lots images with one line or multiple overlapping lines. I want to determine if an image has overlapping lines and then segment the overlapping lines.

Here is an example:

Input

Desired Segmentation (image segmented into 2 lines)

Any suggestions would be greatly appreciated. I'm not sure if this can be done with classical methods or if I would need a machine learning approach. Thanks.