Inoue was born in Yokosuka City, Kanagawa in 1972 and graduated from Tama Art University with a major in sculpture. He has been creating works based on the motif of the salamander since his first solo exhibition in 2003, and he exhibits at galleries and department stores in Japan and abroad. In recent years, he has branched out into designing art goods and collaborating with apparel brands.