New Orleans Example
Open the examples/new_orleans.png
image from the repository

Select the red text using the Select By Color Tool
. Simply click anywhere on the red text using this tool and all the text should be selected.

Run the plug-in in Filters/Misc/Inpainting...
. Choose Selection
for the mask type. This will use the current selection for the inpainting region.
Use the following parameters (or just use the default parameters):

And hit OK
. The result should look like this...

Just clear the selection and you have a nice clean inpainted image.