One interesting approach is that of evidence accumulation by Fred and Jain. This is based on combining multiple runs of k-means with a large number of clusters, aggregating them into an overall solution. Nice aspects of the approach include that the number of clusters is determined in the process and that the final clusters don't have to be spherical.
