Good centroid generation algorithm for top-down clustering approach

Hi all, I'm trying to clustering text documents via top-down approach. I
have experienced both random seed and canopy generation, and have seen
their pros and cons. I realize that canopy is great for not known exact
cluster numbers; nevertheless, the memory need for canopy is great. I was
hoping to find something similar to canopy generation and was wondering if
there is any other recommendation?