A decorative panel kit for privacy fences has a plurality of panels. Each panel has a portion of an image imprinted on an exterior surface. Upon assembly to a privacy fence section, the assembled plurality of panels has adjacent panels each with the portion of the image aligned to depict a complete image. Each panel is sized with a length (L) extending from a first end to a second end and portions of the length adjacent the ends are configured to fit into a space formed in a privacy fence section between extending members and fence boards. The extending members include a first member and a second member. The first and second members hold a plurality of fence boards to form the privacy fence sections. The end portions of the length of each panel are held in the space between the first and second members and the fence boards.