Tree detection and reconstruction is of great interest in large-scale city modelling. In this paper. we present a marked point process model to detect single trees from airborne laser scanning (ALS) data. We consider single trees in ALS recovered canopy height model (CHM) as a realization of point process of circles. https://parisnaturalfoodes.shop/product-category/s2-unflavored/