All of them studied in the workshops of both Paul Delaroche and later Charles Gleyre.
Picou's style was noticeably influenced by Gleyre.
While the rest of the group generally painted classical and mythological subjects, Picou also received commissions for large religious frescoes from many churches, including the Église Saint-Roch.
His artistic debut was at the Salon in 1847.