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DeepTrees software paper published in Journal of Open Source Software (JOSS)
papers
DeepTrees is a Python package for tree crown segmentation and analysis in remote sensing imagery. It uses PyTorch for training and predicting on large-scale datasets.…
Oct 20, 2025
Taimur Khan
Validation Challenges in Large-Scale Tree Crown Segmentations from Remote Sensing Imagery Using Deep Learning: A Case Study in Germany
papers
Deep-learning–based individual tree-crown (ITC) mapping has become increasingly prominent in remote sensing, yet rigorous validation of these predictions at large spatial…
Sep 27, 2025
Taimur Khan
Spatial patterns of modelled trees and their association with air temperature in Halle (Saale)
papers
Urban Heat Islands (UHI) are a well documented phenomenon in urban areas across the globe. However, the effects of urban trees on air temperature and UHI are rather less…
Apr 10, 2024
Albert Adcock, Roohullah Amin, Taimur Khan, Jasmin Krebs, Julia Schröder
HalleTreecrowns – An interactive map for modelled trees in Halle / Saale, DE
tools
Webapp:
https://map.deeptrees.de
Apr 9, 2024
Taimur Khan, Jörg Brünecke
DeepTreesDB: Germany-wide tree-crown map
datasets
Dataset:
https://doi.org/10.5281/zenodo.15638573
Apr 9, 2024
Taimur Khan
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