Md. Farhadur Rahman

MillionTrees: A global benchmark for tree detection across geography, sensor, and annotation geometry

The paper introduces MillionTrees, a global benchmark dataset for airborne tree detection, showing that current models struggle to generalize across diverse data and that training on MillionTrees improves performance.

Crown-based growth strategies explain the distribution and co-occurrence of tree functional groups along environmental gradients

The paper examines how crown-based growth strategies influence tree functional group distribution and co-occurrence across environmental gradients.

The Global Canopy Atlas: analysis-ready maps of 3D structure for the world's woody ecosystems

The paper introduces the Global Canopy Atlas, a harmonized dataset of 3D canopy structure from ALS data, and demonstrates its applications in validating satellite maps, analyzing canopy gap patterns, and quantifying forest turnover.