 Hu was born in Wensheng residential community () of Rongjiawan (荣家湾), Yueyang county, Hunan.As a small child he used to go swimming and rowing in a fishing boat behind his parents' back in summer in a pond near his home.He had grown to be an excellent swimmer and rower at the age of eight or nine.