If the colors are too dazzling, you can lower the opacity of them---that is one reason they might be bright to start with, so they can take some opacity reduction to show structure underneath.
Happy to hear suggestions of "better" colorbars if you have some details of those, or if you could point to some example papers with such colorbars.
-pt