In a method for forming a device, a (110) silicon substrate is etched to form first trenches in the (110) silicon substrate, wherein remaining portions of the (110) silicon substrate between the first trenches form silicon strips. The sidewalls of the silicon strips have (111) surface orientations. The first trenches are filled with a dielectric material to from Shallow Trench Isolation (STI) regions. The silicon strips are removed to form second trenches between the STI regions. An epitaxy is performed to grow semiconductor strips in the second trenches. Top portions of the STI regions are recessed, and the top portions of the semiconductor strips between removed top portions of the STI regions form semiconductor fins.