After reinstalling my system, I copied the .gnupg folder from backup into my new home folder.
Unfortunately, Seahorse does not read-in the passwords from that folder.
It does pick-up the ssh keys from the .ssh folder and the certificate keys from .gnupg.
With a previous reinstall, it did pick-up the passwords.