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Publications

We are very active in publishing our work. Here a selection, see Google Scholar for all studies.

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High-resolution sensors and deep learning models for tree resource monitoring

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Nature Reviews Electrical Engineering, 2025

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We summarized our experiences gained over the past years.

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A strong but uneven increase in urban tree cover in China over the recent decade

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Nature Cities, 2025

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We used RapidEye and PlanetScope to study tree cover changes over hundreds of cities in China over 2010-2019.

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Severe decline in large farmland trees in India over recent decade

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Nature Sustainability, 2024

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We tracked 0.6 billion large trees from 2010 to 2022 and found that many disappeared.

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Mapping every adult baobab across the Sahel and relationships to rural livelihoods

 

Nature Ecology & Evolution, 2024 

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We mapped millions of Baobab trees across the entire Sahel.​

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Global area boom of greenhouse cultivation revealed by satellites

 

Nature Food, 2024

 

We used PlanetScope to map greenhouses globally.

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The overlooked contribution of trees outside forests to tree cover and woody biomass across Europe

 

Science Advances, 2024

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We mapped trees inside and outside forests and their canopy height and biomass across Europe using PlanetScope.

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Sub-continental-scale carbon stocks of individual trees in African drylands

 

Nature, 2024

 

Tree level biomass for 15 billion trees in the Sahel from Maxar images.

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Nation-wide mapping of tree-level aboveground carbon stocks in Rwanda

 

Nature Climate Change, 2024

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Tree level biomass for all major trees in Rwanda from aerial images, covering savanna, agroforestry, and rainforest.

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Deep learning enables image-based tree counting, crown segmentation, and height prediction at national scale

 

PNAS Nexus, 2023

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An operational framework including code and trained model.

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An unexpectedly large count of trees in the West African Sahara and Sahel

 

Nature, 2020

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The first time deep learning was applied on thousands of sub-meter images to map billions of single trees in the Sahel and Sahara.

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More than one quarter of Africa’s tree cover is found outside areas previously classified as forest

 

Nature Communications, 2023

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We used PlanetScope to map trees for continental Africa, both inside and outside forests.

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Forest management in southern China generates short term extensive carbon sequestration

 

Nature Communications, 2019

 

We show that extensive forest management has generated a large carbon sink in Southern China.

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Increased vegetation growth and carbon stock in China karst via ecological engineering

 

Nature Sustainability, 2018

 

We show that, while models predict a decline of vegetation for Southern China, afforestation has generated a substantial greening of the region.​

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Human population growth offsets climate-driven increase in woody vegetation in sub-Saharan Africa

 

Nature Ecology & Evolution, 2017

 

Uusing passive microwaves, we show that woody vegetation in Africa increases away from settlements, but decreases close to human settlements.​

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Carbon loss from forest degradation exceeds that from deforestation in the Brazilian Amazon

 

Nature Climate Change, 2020

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Using L-VOD, we show that forest degradation causes substantial forest losses in the Amazon.

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Satellite passive microwaves reveal recent climate-induced carbon losses in African drylands

 

Nature Ecology & Evolution, 2018

 

We demonstrate that passive microwaves (L-VOD) can be used to track carbon dynamics over African forests and drylands.

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2026 Martin Brandt

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