Bookmark albums you like by clicking on the star icon in the footer of the album. This way the album will be added to your overview. You will also be kept in the loop if something happens to the album (new photos added e.g.). The owners avatar is displayed on the cover photo in your overview for easy reference.
You avatar will appear in the footer of the album under the header "bookmarked by" if the album owner hasn't disabled this.