A structure of memory device includes an active region in a substrate, a dielectric layer on the active region, and a floating gate disposed on the dielectric layer. The active region extends along a first direction in a top-view. The floating gate includes a first protruding structure extending along the first direction from a sidewall of the floating gate protruding from a top surface of the substrate. The whole of the first protruding structure is located in the active region.