To set the directory Geeqie starts in:

1. Edit > Configure this window…
2. Enter path into 'Home path'
3. Make 'Start-up directory 'Home path'

Desktop entry on Arch disables launching multiple instances, which can be annoying. Remove the -r flag to fix this.