We focused on the clustering problem in picture fuzzy sets.
A generalized picture distance measure was proposed.
A novel hierarchical picture clustering method based on the measure was presented.
Its clustering quality is better than those of relevant clustering algorithms.
A clustering system for picture fuzzy sets was designed.