In 1894, Picabia financed his stamp collection by copying a collection of Spanish paintings that belonged to his father, switching the originals for the copies, without his fathers knowledge, and selling the originals. Fernand Cormon took him into his academy at 104 boulevard de Clichy, where Van Gogh and Toulouse-Lautrec had also studied. From the age of 20, he lived by painting; he subsequently inherited money from his mother.
In the beginning of his career, from 1903 to 1908, Picabia was influenced by the Impressionist paintings of Alfred Sisley. Little churches, lanes, roofs of Paris, riverbanks, wash houses, lanes, barges—these were his subject matter. Some however, began to question his sincerity and said he copied Sisley, or that his cathedrals looked like Monet, or that he painted like Signac. From 1909, he came under the influence of those that would soon be called Cubists and later form the Golden Section (Section dOr). The same year, he married Gabrielle Buffet.