output
20202025
most citedVision Transformers, a new approach for high-resolution and large-scale mapping of canopy heights

86 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing cs.CVShow all

4 papers · 1 filter

cs.CV2025★ 3 cited

Normalized vs Diplomatic Annotation: A Case Study of Automatic Information Extraction from Handwritten Uruguayan Birth Certificates

Natalia Bottaioli, Solène Tarride, Jérémy Anger +8

This study evaluates the recently proposed Document Attention Network (DAN) for extracting key-value information from Uruguayan birth certificates, handwritten in Spanish. We inves…

cs.CV2025

DUNIA: Pixel-Sized Embeddings via Cross-Modal Alignment for Earth Observation Applications

Ibrahim Fayad, Max Zimmer, Martin Schwartz +6

Significant efforts have been directed towards adapting self-supervised multimodal learning for Earth observation applications. However, most current methods produce coarse patch-s…

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…