In this paper, we proposed a Lagrangian data-driven ROM for an efficient and relatively accurate numerical simulation of the FTLE field. We explicitly used Lagrangian **data** (FTLE field) in the inner product utilized to construct the ROM basis of the new Lagrangian ROM. We compared the Lagrangian ROM with the Eulerian ROM in the numerical simulation of the QGE.