A Renaissance man, Peale had expertise not only in painting but also in many diverse fields, including carpentry, dentistry, optometry, shoemaking, and taxidermy.
Around 1804, Peale obtained the American patent rights to the polygraph from its inventor John Isaac Hawkins, about the same time as the purchase of one by Thomas Jefferson.