In some embodiments, a semiconductor device includes a cell array, a first region and a second region. The first region surrounds the cell array and has a first pattern density. The second region is between the cell array and the first region. The second region surrounds the cell array and has a second pattern density smaller than a third pattern density of the cell array, which in turn is smaller than the first pattern density.