Non-volatile semiconductor memory devices with dual control gate memory cells and methods of forming the same using integrated select and peripheral circuitry formation are provided. Strips of charge storage material elongated in a column direction across the surface of a substrate with strips of tunnel dielectric material therebetween are formed. The strips of charge storage material can include multiple layers of charge storage material to form composite charge storage structures in one embodiment. After forming isolation trenches in the substrate between active areas below the strips of charge storage material, spacer-assisted patterning is used to form a pattern at the memory array region. Strips of photoresist are patterned over a portion of the pattern at the memory array. Photoresist is also applied at the peripheral circuitry region. At least a portion of the layer stack is etched using the photoresist as a mask before removing the photoresist and etching the strips of charge storage material to form the charge storage structures.