Try this:
% Sliding mean:
windowSize = 5;
kernel = ones(windowSize, windowSize);
outputImage = conv2(double(grayImage), kernel, 'same');
If you want median, you can use blockproc (let me know if you need demos), or you can use nlfilter() in the Image Processing Toolbox if you want to do some custom operations within the window.
