Exactly, you worded it perfectly.  A gallery view on both Set pages and Search pages would be tremendously beneficial.  Also, even a gallery view for each set type.  I know this is a lot of work to consider, but just an idea. See below as to what i'm referring to.

Many people (including myself) find visual cues/links easier to navigate, rather than having to read each line item. 

Hope this makes sense.