Manually update or reset the Offline Address Book

I might have a problem with my Offline Address Book in Outlook.

For me, new colleagues are not showing up and the contact pictures aren’t displaying either. They do for my colleague sitting next to me, so I don’t think it is a server misconfiguration or something like that.

Is there any way I can force a manual update of the Offline Address Book (OAB) in Outlook or reset it completely otherwise?