Statistical atlas construction via weighted functional boxplots.

•A weighted functional boxplot is proposed to build spatio-temporal atlases.•We demonstrate the applicability of our method to functions, shapes, and images.•We elaborate how an atlas can be robustly augmented with statistical data.•Changes of pediatric airway and corpus callosum over time are captured.•We report quantitative assessment in subglottic stenosis of pediatric airways.