 In 1899, he left for Kristiania (now Oslo) where he was a student at Harriet Backer's school of painting until 1901.He lived for a while in Paris where he was a student of Christian Krohg at Académie Colarossi from 1901-02.Astrup later traveled to Berlin, Dresden, Munich and Hamburg.