There's a plastic tab on the bottom that holds it in, but be careful, it's easy to break. After you remove the big bar across the front and pull that cover off the filter pulls (more or less) straight out. I'd suggest vacuuming up the leaves and crap that get sucked in there too.
Actually, looking closer at that picture I don't think you actually have the opening for the filter, it looks like it's sealed?