An LED die includes a base, and an N-typed semiconductor layer, an active layer and a P-typed semiconductor layer formed on the base that order. The LED die also includes an N-electrode and a P-electrode. The N-electrode is arranged on the N-typed semiconductor layer and electrically connected therewith. The P-electrode is arranged on the P-typed semiconductor layer and electrically connected therewith. The LED die further includes a barrier layer arranged between the P-typed semiconductor layer and the P-electrode. The barrier layer includes at least two materials of Cr, Ni and Ti. The at least two materials of Cr, Ni and Ti are stacked together to form the barrier layer.