A method includes following steps. A dummy gate structure is formed across a first portion of a semiconductor fin. A doped semiconductor layer is formed across a second portion of the semiconductor fin. A dielectric layer is formed across the doped semiconductor layer. An interface between the dielectric layer and the doped semiconductor layer substantially conforms to a profile of a combination of a top surface and sidewalls of the semiconductor fin. The dummy gate structure is replaced with a metal gate structure.