Publications

More details on Google Scholar.

MMEarth: Exploring Multi-Modal Pretext Tasks For Geospatial Representation Learning
Vishal Nedungadi, Ankit Kariryaa, Stefan Oehmcke, Serge Belongie, Christian Igel, Nico Lang
European Conference on Computer Vision (ECCV 2024)
arxiv | project website | code-data | code-model

Labeled Data Selection for Category Discovery
Bingchen Zhao, Nico Lang, Serge Belongie, Oisin Mac Aodha
European Conference on Computer Vision (ECCV 2024)
arxiv

From Coarse to Fine-Grained Open-Set Recognition
Nico Lang, Vésteinn Snæbjarnarson, Elijah Cole, Oisin Mac Aodha, Christian Igel, and Serge Belongie
Computer Vision and Pattern Recognition (CVPR 2024)
project website

A high-resolution canopy height model of the Earth
Nico Lang, Walter Jetz, Konrad Schindler, Jan Dirk Wegner
Nature Ecology and Evolution (2023)
article | arxiv | project website | explore maps | code

The overlooked contribution of trees outside forests to tree cover and woody biomass across Europe Siyu Liu, Martin Brandt, Thomas Nord-Larsen, Jerome Chave, Florian Reiner, Nico Lang, Xiaoye Tong, Philippe Ciais, Christian Igel, Adrian Pascual, Juan Guerra-Hernandez, Sizhuo Li, Maurice Mugabowindekwe, Sassan Saatchi, Yuemin Yue, Zhengchao Chen, RasmusFensholt
Science Advances (2023)
article | download maps

Cocoa plantations are associated with deforestation in Côte d’Ivoire and Ghana
Nikolai Kalischek, Nico Lang, Cécile Renier, Rodrigo Caye Daudt, Thomas Addoah, William Thompson, Wilma J. Blaser-Hart, Rachael Garrett, Konrad Schindler, Jan D. Wegner
Nature Food (2023)
article | code | explore maps

Doctoral Thesis: Mapping Vegetation Height — Probabilistic Deep Learning for Global Remote Sensing
Nico Lang
Committee: Prof. Dr. Konrad Schindler (ETH Zurich), Prof. Dr. Jan Dirk Wegner (University of Zurich), Prof. Dr. Walter Jetz (Yale University), Dr. Habil. Bertrand Le Saux (European Space Agency)
pdf

High carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR
Nico Lang, Konrad Schindler, Jan Dirk Wegner
arXiv (2021)
pdf | explore maps | download maps

Global canopy height regression and uncertainty estimation from GEDI LIDAR waveforms with deep ensembles
Nico Lang, Nikolai Kalischek, John Armston, Konrad Schindler, Ralph Dubayah, Jan Dirk Wegner
Remote Sensing of Environment (2021)
pdf | code | demo dataset | download map

GRAINet: mapping grain size distributions in river beds from UAV images with convolutional neural networks
Nico Lang, Andrea Irniger, Agnieszka Rozniak, Roni Hunziker, Jan Dirk Wegner, Konrad Schindler
Hydrology and Earth System Sciences (2021)
pdf | code | demo dataset

Country-wide high-resolution vegetation height mapping with Sentinel-2
Nico Lang, Konrad Schindler, Jan Dirk Wegner
Remote Sensing of Environment (2019)
pdf | download maps

From Google Maps to a Fine-Grained Catalog of Street trees
Steve Branson, Jan Dirk Wegner, David Hall, Nico Lang, Konrad Schindler, Pietro Perona
ISPRS Journal of Photogrammetry and Remote Sensing (2018)
AWARDED BEST PAPER OF THE ISPRS JOURNAL IN 2018
pdf | project website