activity
20072025
most citedVision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights

86 citations · 176 across the 7 of their papers we have counts for

collaborators

7 papers

cs.CV2025

SERA-H: Super-Resolution of Sentinel Time Series for Fine-Scale Canopy Height Mapping

Thomas Boudras, Martin Schwartz, Rasmus Fensholt +6

High-resolution mapping of canopy height is essential for forest management and biodiversity monitoring. Although recent studies have led to the advent of deep learning methods usi…

physics.soc-ph2023★ 2 cited

Global Estimates of L-band Vegetation Optical Depth and Soil Permittivity over Snow-covered Boreal Forests and Permafrost using SMAP Satellite Data

Divya Kumawat, Ardeshir Ebtehaj, Mike Schwank +2

This article expands the tau-omega model to properly simulate L-band microwave emission of the soil-snow-vegetation continuum through a closed-form solution of Maxwell's equations,…

cs.CV2023★ 86 cited

Vision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights

Ibrahim Fayad, Philippe Ciais, Martin Schwartz +8

Accurate and timely monitoring of forest canopy heights is critical for assessing forest dynamics, biodiversity, carbon sequestration as well as forest degradation and deforestatio…

cs.CV2022★ 62 cited

High-resolution canopy height map in the Landes forest (France) based on GEDI, Sentinel-1, and Sentinel-2 data with a deep learning approach

Martin Schwartz, Philippe Ciais, Catherine Ottlé +11

In intensively managed forests in Europe, where forests are divided into stands of small size and may show heterogeneity within stands, a high spatial resolution (10 - 20 meters) i…

physics.bio-ph2022★ 26 cited

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

Yuanwei Qin, Xiangming Xiao, Jean-Pierre Wigneron +11

Spatial-temporal dynamics of aboveground biomass (AGB) and forest area affect the carbon cycle, climate, and biodiversity in the Brazilian Amazon. Here we investigate inter-annual…

physics.geo-ph2007

Lband radiometric behaviour of pine forests for a variety of surface moisture conditions

Jennifer Grant, Jean Pierre Wigneron, A. A. Van De Griend +5

From July-December 2004 the experimental campaign 'Bray 2004' was conducted in the coniferous forest of Les Landes near Bordeaux, France, using a multi-angle L-band (1.4 GHz) radio…