I was interested in enhancing images To enhance image quality and found that , most of softwares S/W use convolution algorithm to obtain better imagewith sharpen kernel. The convolution algorithm is based on matrix matrix 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