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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

Nature Reviews Electrical Engineering, 2025

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

Nature Cities, 2025

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

Nature Sustainability, 2024

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 

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

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

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

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

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

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

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.

2026 Martin Brandt

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