Clustering Application with a Huge Number of Clusters


I am wondering if there are any clustering applications in practice where the number of clusters, i.e., the $ k$ in the $ k$ -means problem is very high ($ k>50$ , optimally $ k>200$ ), if possible with a citation.

The clustering can take place in any metric space.