Perhaps take a small (~20x20) cutout from some real image, e.g. with a star or galaxy, and convolve it with various kernels.   You're right that each kernel would provide a different test, but that's fine.  

Then again, this is not entirely necessary - if a convolution with a delta function and with random noise both give consistent results, there's no reason to expect failures for other structures.