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Hi,

interesting problem and I think using morphological operations would not work here.

I don't know if it could work but I would define some Haar-Features (see here) to detect the noise. If noise is detected take a template (could also look like a Haar Feature, e.g perfekt vertical line) and replace the detected region with the template. For this, you will need for different Haar-Features different corresponding templates.

Best