Non-volatile semiconductor memory devices with dual control gate memory cells and methods of forming the same using integrated peripheral circuitry formation are provided. Strips of charge storage material elongated in a row direction across the surface of a substrate with strips of tunnel dielectric material therebetween are formed. Forming the strips defines the dimension of the resulting charge storage structures in the column direction. The strips of charge storage material can include multiple layers of charge storage material to form composite charge storage structures in one embodiment. Strips of control gate material are formed between strips of charge storage material adjacent in the column direction. The strips of charge storage and control gate material are divided along their lengths in the row direction as part of forming isolation trenches and columns of active areas. After dividing the strips, the charge storage material at the peripheral circuitry region of the substrate is etched to define a gate dimension in the column direction for a peripheral transistor. Control gate interconnects can be formed to connect together rows of isolated control gates to extrinsically form word lines.