2 code implementations • 4 May 2024 • Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, Nico Lang
We seize this opportunity to create a diverse multi-modal pretraining dataset at global scale.
no code implementations • 8 Nov 2023 • Philip Enevoldsen, Christian Gundersen, Nico Lang, Serge Belongie, Christian Igel
Open-set recognition (OSR), the identification of novel categories, can be a critical component when deploying classification models in real-world applications.
1 code implementation • 13 Jun 2022 • Nikolai Kalischek, Nico Lang, Cécile Renier, Rodrigo Caye Daudt, Thomas Addoah, William Thompson, Wilma J. Blaser-Hart, Rachael Garrett, Konrad Schindler, Jan D. Wegner
C\^ote d'Ivoire and Ghana, the world's largest producers of cocoa, account for two thirds of the global cocoa production.
no code implementations • 13 Apr 2022 • Nico Lang, Walter Jetz, Konrad Schindler, Jan Dirk Wegner
The worldwide variation in vegetation height is fundamental to the global carbon cycle and central to the functioning of ecosystems and their biodiversity.
no code implementations • 25 Nov 2021 • Alexander Becker, Stefania Russo, Stefano Puliti, Nico Lang, Konrad Schindler, Jan Dirk Wegner
To demonstrate scalability, we provide Norway-wide maps for the five forest structure variables.
no code implementations • 15 Jul 2021 • Nico Lang, Konrad Schindler, Jan Dirk Wegner
The increasing demand for commodities is leading to changes in land use worldwide.
1 code implementation • 5 Mar 2021 • Nico Lang, Nikolai Kalischek, John Armston, Konrad Schindler, Ralph Dubayah, Jan Dirk Wegner
NASA's Global Ecosystem Dynamics Investigation (GEDI) is a key climate mission whose goal is to advance our understanding of the role of forests in the global carbon cycle.
no code implementations • 5 Feb 2020 • Daniel Laumer, Nico Lang, Natalie van Doorn, Oisin Mac Aodha, Pietro Perona, Jan Dirk Wegner
We introduce an approach for updating older tree inventories with geographic coordinates using street-level panorama images and a global optimization framework for tree instance matching.
no code implementations • 7 Oct 2019 • Steve Branson, Jan Dirk Wegner, David Hall, Nico Lang, Konrad Schindler, Pietro Perona
We believe this is the first work to exploit publicly available image data for fine-grained tree mapping at city-scale, respectively over many thousands of trees.
no code implementations • 30 Apr 2019 • Nico Lang, Konrad Schindler, Jan Dirk Wegner
Sentinel-2 multi-spectral images collected over periods of several months were used to estimate vegetation height for Gabon and Switzerland.