To enhance image quality, most of S/W use convolution algorithm with sharpen kernel. The convolution algorithm is based on matrix matrix window and kernel multiplication and the kernel which consists of 3 x 3 matrix or 5 x 5 matrix. Therefore, as we learned at the GPU610 class, I can speed up the program using CUDA library