Artist Album Art Problems

Hi Guys And Gals

I have a small problem with album art display in the new iTunes 11.

In artist view, in the artist scrolling column, is it possible to change the album art for a given artist? I bought a new CD (yeah, I still use CDs) and I would like the album art to represent the latest album an artist has. In iTunes 10, all I had to do is scroll over an artist and voila, i could chose any album I wanted.:confused:

Thanks