JW

Jan Dirk Wegner

0000-0002-0290-6901

cs.CVcs.LGeess.IVcs.AIcs.ROecologyeess.SPstat.MLAlgorithmsArtificial Intelligence and Robotics

On Valency

published · living versions

From Google Maps to a Fine-Grained Catalog of Street trees

with Steve Branson, David Hall, Nico Lang, Konrad Schindler +1

1 version

W_d359qd22v1 · current

Country-wide high-resolution vegetation height mapping with Sentinel-2

W_xxgm9fy9v1

Preprints & journals

82 papers in the corpus · 2013–2026

Three gaps for foundation models to address in satellite remote sensing of inland waters

Mortimer Werther, Stefan Simis, Jan Wegner et al.

0 citations

x5151t2026EarthArXiv

SAGE: A sampling-aware global evaluation benchmark for species distribution modeling

Emilia Arens, Nina van Tiel, Robin Zbinden et al.

0 citations

2609.31082v12026arXiv

Toward a foundation model for forest point clouds

Yuanwen Yue, Stefano Puliti, Damien Robert et al.

0 citations

2609.24787v12026arXiv

Advancing conflict research and response through satellite-derived data.

Sticher, Valerie, Bara, Corinne, Kotajoki, Jenniina et al.

1 citation

427170962026Nature. 2026;657(8133):891-899

MolDeTr: A Chemistry-Informed Deep Learning Model for Next-Generation Automated Analysis of 1H NMR Spectra.

Schmid, Nicolas, Wanner, Marc, Fischetti, Giulia et al.

2 citations

426109062026Analytical chemistry. 2026;98(32):23399-23412

Multi-Modal, Multi-Temporal Geospatial Foundation Models Improve Global Above-Ground Biomass Estimation

Ghjulia Sialelli, Linus Scheibenreif, Jan Dirk Wegner et al.

0 citations

2608.04792v22026arXiv

deadtrees.earth-aerial: A Multi-Resolution Aerial Image Dataset for Tree Cover and Mortality Detection

Ayushi Sharma, Clemens Mosig, Lukas Drees et al.

0 citations

2605.19605v22026arXiv

MIRANDA: MId-feature RANk-adversarial Domain Adaptation toward climate change-robust ecological forecasting with deep learning

Yuchang Jiang, Jan Dirk Wegner, Vivien Sainte Fare Garnot

0 citations

2604.00800v12026arXiv

Advances in tree species identification from high-resolution aerial imagery and deep learning

Zhongyu Xia, Teja Kattenborn, Jan Wegner et al.

0 citations

x5rf472026EarthArXiv

Tree crop mapping of South America reveals links to deforestation and conservation

Yuchang Jiang, Anton Raichuk, Xiaoye Tong et al.

0 citations

2602.17372v22026arXiv

Spatial patterns of cattle densities across the Brazilian Amazon revealed by very high-resolution satellite imagery.

Hodel, Leonie, Wegner, Jan D, Garnot, Vivien Sainte Fare et al.

3 citations

423183152026Communications sustainability. 2026;1(1):98

LitePT: Lighter Yet Stronger Point Transformer

Yuanwen Yue, Damien Robert, Jianyuan Wang et al.

1 citation

2512.13689v32025arXiv

The Potential of Copernicus Satellites for Disaster Response: Retrieving Building Damage from Sentinel-1 and Sentinel-2

Olivier Dietrich, Merlin Alfredsson, Emilia Arens et al.

0 citations

2511.05461v22025arXiv

Towards ROXAS AI: automatic multi-species ring boundaries segmentation as regression in anatomical images.

Katzenmaier, Marc, Garnot, Vivien Sainte Fare, Wegner, Jan Dirk et al.

3 citations

403952792025Frontiers in plant science. 2025;16:1516635

SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology

Elena Plekhanova, Damien Robert, Johannes Dollinger et al.

1 citation

2504.18256v32025arXiv

Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks

Johannes Dollinger, Damien Robert, Elena Plekhanova et al.

0 citations

2504.05089v32025arXiv

GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance

Kaan Karaman, Yuchang Jiang, Damien Robert et al.

3 citations

2504.01722v22025arXiv

Lossy Neural Compression for Geospatial Analytics: A Review

Carlos Gomes, Isabelle Wittmann, Damien Robert et al.

6 citations

2503.01505v22025in IEEE Geoscience and Remote Sensing Magazine, vol. 13, no. 3, pp. 97-135 (Sep 2025)

Deep learning meets tree phenology modeling: PhenoFormer vs. process-based models

Vivien Sainte Fare Garnot, Lynsay Spafford, Jelle Lever et al.

1 citation

2410.23327v12024arXiv

The unrealized potential of agroforestry for an emissions-intensive agricultural commodity

Alexander Becker, Jan D. Wegner, Evans Dawoe et al.

17 citations

2410.20882v22024Nature Sustainability (2025): 1-10

Digital innovations for monitoring sustainability in food systems.

Meemken, Eva-Marie, Becker-Reshef, Inbal, Klerkx, Laurens et al.

30 citations

391479132024Nature food. 2024;5(8):656-660

AGBD: A Global-scale Biomass Dataset

Ghjulia Sialelli, Torben Peters, Jan D. Wegner et al.

6 citations

2406.04928v32024arXiv

An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series

Olivier Dietrich, Torben Peters, Vivien Sainte Fare Garnot et al.

22 citations

2406.02506v32024arXiv

Multispecies deep learning using citizen science data produces more informative plant community models.

Brun, Philipp, Karger, Dirk N, Zurell, Damaris et al.

46 citations

387894242024Nature communications. 2024;15(1):4421

Point2Building: Reconstructing Buildings from Airborne LiDAR Point Clouds

Yujia Liu, Anton Obukhov, Jan Dirk Wegner et al.

32 citations

2403.02136v22024arXiv

Publisher Correction: A high-resolution canopy height model of the Earth.

Lang, Nico, Jetz, Walter, Schindler, Konrad et al.

8 citations

383741872025Nature ecology & evolution. 2024;8(3):590

Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds

Yujia Liu, Anton Obukhov, Jan Dirk Wegner et al.

42 citations

2312.04962v12023arXiv

Thera: Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields

Alexander Becker, Rodrigo Caye Daudt, Dominik Narnhofer et al.

0 citations

2311.17643v42023Transactions on Machine Learning Research, 2025

Fine-Grained Species Recognition With Privileged Pooling: Better Sample Efficiency Through Supervised Attention.

Rodriguez, Andres C, D'Aronco, Stefano, Schindler, Konrad et al.

7 citations

377257252023IEEE transactions on pattern analysis and machine intelligence. 2023;45(12):14575-14589

A high-resolution canopy height model of the Earth.

Lang, Nico, Jetz, Walter, Schindler, Konrad et al.

715 citations

377705462023Nature ecology & evolution. 2023;7(11):1778-1789

Accuracy and Consistency of Space-based Vegetation Height Maps for Forest Dynamics in Alpine Terrain

Yuchang Jiang, Marius Ruetschi, Vivien Sainte Fare Garnot et al.

4 citations

2309.01797v12023arXiv

Rank-based deep learning from citizen-science data to model plant communities

Brun, P., Karger, D. N., Zurell, D. et al.

1 citation

10.1101/2023.05.30.542843v12023bioRxiv

Toward the remote monitoring of armed conflicts.

Sticher, Valerie, Wegner, Jan D, Pfeifle, Birke

42 citations

373783912023PNAS nexus. 2023;2(6):pgad181

Uncertainty Voting Ensemble for Imbalanced Deep Regression

Yuchang Jiang, Vivien Sainte Fare Garnot, Konrad Schindler et al.

4 citations

2305.15178v42023arXiv

Cocoa plantations are associated with deforestation in Côte d'Ivoire and Ghana.

Kalischek, Nikolai, Lang, Nico, Renier, Cécile et al.

124 citations

372259082023Nature food. 2023;4(5):384-393

UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series

Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt et al.

94 citations

2304.05464v12023arXiv

An evaluation of deep learning models for predicting water depth evolution in urban floods

Stefania Russo, Nathanael Perraudin, Steven Stalder et al.

1 citation

2302.10062v12023arXiv

Deconvolution of 1D NMR spectra: A deep learning-based approach.

Schmid, N, Bruderer, S, Paruzzo, F et al.

83 citations

365634182023Journal of magnetic resonance (San Diego, Calif. : 1997). 2023;347:107357

BiasBed -- Rigorous Texture Bias Evaluation

Nikolai Kalischek, Rodrigo C. Daudt, Torben Peters et al.

0 citations

2211.13190v32022arXiv

TetraDiffusion: Tetrahedral Diffusion Models for 3D Shape Generation

Nikolai Kalischek, Torben Peters, Jan D. Wegner et al.

5 citations

2211.13220v32022arXiv

Gating Revisited: Deep Multi-Layer RNNs That can be Trained.

Turkoglu, Mehmet Ozgur, DaAronco, Stefano, Wegner, Jan Dirk et al.

78 citations

336878372022IEEE transactions on pattern analysis and machine intelligence. 2022;44(8):4081-4092

Satellite-based high-resolution maps of cocoa planted area for Côte d'Ivoire and Ghana

Nikolai Kalischek, Nico Lang, C'ecile Renier et al.

10 citations

2206.06119v52022arXiv

Recognition of Unseen Bird Species by Learning from Field Guides

Andr'es C. Rodr'iguez, Stefano D'Aronco, Rodrigo Caye Daudt et al.

8 citations

2206.01466v22022arXiv

FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation

Mehmet Ozgur Turkoglu, Alexander Becker, Huseyin Anil Gunduz et al.

23 citations

2206.00050v42022arXiv

Urban Change Forecasting from Satellite Images

Nando Metzger, Mehmet Ozgur Turkoglu, Rodrigo Caye Daudt et al.

5 citations

2204.12875v22022arXiv

Learning Graph Regularisation for Guided Super-Resolution

Riccardo de Lutio, Alexander Becker, Stefano D'Aronco et al.

47 citations

2203.14297v12022arXiv

A Deep Learning Approach for Digital Color Reconstruction of Lenticular Films

Stefano D'Aronco, Giorgio Trumpy, David Pfluger et al.

1 citation

2202.05270v22022arXiv

The Herbarium 2021 Half-Earth Challenge Dataset and Machine Learning Competition.

de Lutio, Riccardo, Park, John Y, Watson, Kimberly A et al.

35 citations

351780562023Frontiers in plant science. 2021;12:787127

Deep Learning and Earth Observation to Support the Sustainable Development Goals

Claudio Persello, Jan Dirk Wegner, Ronny Hansch et al.

6 citations

2112.11367v12021arXiv

Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Deep Ensembles

Alexander Becker, Stefania Russo, Stefano Puliti et al.

62 citations

2111.13154v32021ISPRS Journal of Photogrammetry and Remote Sensing, Volume 195, January 2023, Pages 269-286

Career total: 347 works. 82 are in this corpus.Showing the 50 most recent.

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