A semiconductor device includes a semiconductor substrate, a plurality of semiconductor fins and a source/drain structure. The semiconductor fins and the source/drain structure are located on the semiconductor substrate, and the source/drain structure is connected to the semiconductor fins. The source/drain structure has a top portion with a W-shape cross section for forming a contact landing region. The semiconductor device may further include a plurality of capping layers located on a plurality of recessed portions of the top portion.