Thanks for replying back. I am aware of MKL allowing two modes for convolution and as of nowI am using the FFT method. My question is more toward a specific case, of separable kernels used for convolution. (http://blogs.mathworks.com/steve/2006/10/04/separable-convolution/). I need to know if MKL incorporates any such optimization for N-D convolutions.