Jan Dirk Wegner

88 papers A* 10A 1C 3Journal 62Unranked 12

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Tree crop mapping of South America reveals links to deforestation and conservation. CoRR Yuchang Jiang, Anton Raichuk, Xiaoye Tong, Vivien Sainte Fare Garnot, Daniel Ortiz-Gonzalo, Dan Morris, Konrad Schindler, Jan Dirk Wegner, Maxim Neumann
2025	J	`jnl`	Climplicit: Climatic Implicit Embeddings for Global Ecological Tasks. CoRR Johannes Dollinger, Damien Robert, Elena Plekhanova, Lukas Drees, Jan Dirk Wegner
2025	J	`jnl`	FlorID - A nationwide identification service for plants from photos and habitat information. Environ. Model. Softw. Philipp Brun, Lucienne de Witte, Manuel Richard Popp, Damaris Zurell, Dirk Nikolaus Karger, Patrice Descombes, Riccardo de Lutio, Jan Dirk Wegner, Christophe Bornand, Stefan Eggenberg, Tasko Olevski, Niklaus E. Zimmermann
2025	J	`jnl`	GSR4B: Biomass Map Super-Resolution with Sentinel-1/2 Guidance. CoRR Kaan Karaman, Yuchang Jiang, Damien Robert, Vivien Sainte Fare Garnot, Maria João Santos, Jan Dirk Wegner
2025	J	`jnl`	LitePT: Lighter Yet Stronger Point Transformer. CoRR Yuanwen Yue, Damien Robert, Jianyuan Wang, Sunghwan Hong, Jan Dirk Wegner, Christian Rupprecht, Konrad Schindler
2025	J	`jnl`	Lossy Neural Compression for Geospatial Analytics: A Review. CoRR Carlos Gomes, Isabelle Wittmann, Damien Robert, Johannes Jakubik, Tim Reichelt, Michele Martone, Stefano Maurogiovanni, Rikard Vinge, Jonas Hurst, Erik Scheurer, Rocco Sedona, Thomas Brunschwiler, Stefan Kesselheim, Matej Batic, Philip Stier, Jan Dirk Wegner, Gabriele Cavallaro, Edzer J. Pebesma, Michael Marszalek, Miguel Angel Belenguer-Plomer, Kennedy Adriko, Paolo Fraccaro, Romeo Kienzler, Rania Briq, Sabrina Benassou, Michele Lazzarini, Conrad M. Albrecht
2025	—	`conf`	SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology. CVPR Workshops Elena Plekhanova, Damien Robert, Johannes Dollinger, Emilia Arens, Philipp Brun, Jan Dirk Wegner, Niklaus E. Zimmermann
2025	J	`jnl`	SSL4Eco: A Global Seasonal Dataset for Geospatial Foundation Models in Ecology. CoRR Elena Plekhanova, Damien Robert, Johannes Dollinger, Emilia Arens, Philipp Brun, Jan Dirk Wegner, Niklaus E. Zimmermann
2025	J	`jnl`	The Potential of Copernicus Satellites for Disaster Response: Retrieving Building Damage from Sentinel-1 and Sentinel-2. CoRR Olivier Dietrich, Merlin Alfredsson, Emilia Arens, Nando Metzger, Torben Peters, Linus Scheibenreif, Jan Dirk Wegner, Konrad Schindler
2025	J	`jnl`	Thera: Aliasing-Free Arbitrary-Scale Super-Resolution with Neural Heat Fields. Trans. Mach. Learn. Res. Alexander Becker, Rodrigo Caye Daudt, Dominik Narnhofer, Torben Peters, Nando Metzger, Jan Dirk Wegner, Konrad Schindler
2024	J	`jnl`	An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series. CoRR Olivier Dietrich, Torben Peters, Vivien Sainte Fare Garnot, Valerie Sticher, Thao Ton-That Whelan, Konrad Schindler, Jan Dirk Wegner
2024	J	`jnl`	Deep learning meets tree phenology modeling: PhenoFormer vs. process-based models. CoRR Vivien Sainte Fare Garnot, Lynsay Spafford, Jelle Lever, Christian Sigg, Barbara Pietragalla, Yann Vitasse, Arthur Gessler, Jan Dirk Wegner
2024	J	`jnl`	Point2Building: Reconstructing Buildings from Airborne LiDAR Point Clouds. CoRR Yujia Liu, Anton Obukhov, Jan Dirk Wegner, Konrad Schindler
2024	A*	`conf`	Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds. CVPR Yujia Liu, Anton Obukhov, Jan Dirk Wegner, Konrad Schindler
2024	—	`conf`	Uncertainty Voting Ensemble for Imbalanced Deep Regression. GCPR (1) Yuchang Jiang, Vivien Sainte Fare Garnot, Konrad Schindler, Jan Dirk Wegner
2023	J	`jnl`	An evaluation of deep learning models for predicting water depth evolution in urban floods. CoRR Stefania Russo, Nathanaël Perraudin, Steven Stalder, Fernando Pérez-Cruz, João Paulo Leitão, Guillaume Obozinski, Jan Dirk Wegner
2023	—	`conf`	Automatic Image Compositing and Snow Segmentation for Alpine Snow Cover Monitoring. SDS Janik Baumer, Nando Metzger, Elisabeth D. Hafner, Rodrigo Caye Daudt, Jan Dirk Wegner, Konrad Schindler
2023	J	`jnl`	Fine-Grained Species Recognition With Privileged Pooling: Better Sample Efficiency Through Supervised Attention. IEEE Trans. Pattern Anal. Mach. Intell. Andrés C. Rodríguez, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
2023	J	`jnl`	Mixture of Experts with Uncertainty Voting for Imbalanced Deep Regression Problems. CoRR Yuchang Jiang, Vivien Sainte Fare Garnot, Konrad Schindler, Jan Dirk Wegner
2023	J	`jnl`	Neural Fields with Thermal Activations for Arbitrary-Scale Super-Resolution. CoRR Alexander Becker, Rodrigo Caye Daudt, Nando Metzger, Jan Dirk Wegner, Konrad Schindler
2023	J	`jnl`	Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds. CoRR Yujia Liu, Anton Obukhov, Jan Dirk Wegner, Konrad Schindler
2023	—	`conf`	UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CVPR Workshops Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
2023	J	`jnl`	UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CoRR Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
2022	J	`jnl`	A Deep Learning Approach for Digital ColorReconstruction of Lenticular Films. CoRR Stefano D'Aronco, Giorgio Trumpy, David Pfluger, Jan Dirk Wegner
2022	J	`jnl`	A high-resolution canopy height model of the Earth. CoRR Nico Lang, Walter Jetz, Konrad Schindler, Jan Dirk Wegner
2022	J	`jnl`	Crop Classification Under Varying Cloud Cover With Neural Ordinary Differential Equations. IEEE Trans. Geosci. Remote. Sens. Nando Metzger, Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2022	J	`jnl`	FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation. CoRR Mehmet Ozgur Turkoglu, Alexander Becker, Hüseyin Anil Gündüz, Mina Rezaei, Bernd Bischl, Rodrigo Caye Daudt, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2022	J	`jnl`	Gating Revisited: Deep Multi-Layer RNNs That can be Trained. IEEE Trans. Pattern Anal. Mach. Intell. Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2022	J	`jnl`	Modeling of Residual GNSS Station Motions through Meteorological Data in a Machine Learning Approach. Remote. Sens. Pia Ruttner, Roland Hohensinn, Stefano D'Aronco, Jan Dirk Wegner, Benedikt Soja
2021	J	`jnl`	Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Bayesian Deep Learning. CoRR Alexander Becker, Stefania Russo, Stefano Puliti, Nico Lang, Konrad Schindler, Jan Dirk Wegner
2021	J	`jnl`	Crop mapping from image time series: deep learning with multi-scale label hierarchies. CoRR Mehmet Ozgur Turkoglu, Stefano D'Aronco, Gregor Perich, Frank Liebisch, Constantin Streit, Konrad Schindler, Jan Dirk Wegner
2021	J	`jnl`	Deep Learning and Earth Observation to Support the Sustainable Development Goals. CoRR Claudio Persello, Jan Dirk Wegner, Ronny Hänsch, Devis Tuia, Pedram Ghamisi, Mila Koeva, Gustau Camps-Valls
2021	J	`jnl`	Domain Adaptation for Semantic Segmentation of Historical Panchromatic Orthomosaics in Central Africa. ISPRS Int. J. Geo Inf. Nicholus Mboga, Stefano D'Aronco, Taïs Grippa, Charlotte Pelletier, Stefanos Georganos, Sabine Vanhuysse, Eléonore Wolff, Benoît Smets, Olivier Dewitte, Moritz Lennert, Jan Dirk Wegner
2021	J	`jnl`	Global canopy height estimation with GEDI LIDAR waveforms and Bayesian deep learning. CoRR Nico Lang, Nikolai Kalischek, John Armston, Konrad Schindler, Ralph Dubayah, Jan Dirk Wegner
2021	J	`jnl`	High carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR. CoRR Nico Lang, Konrad Schindler, Jan Dirk Wegner
2021	J	`jnl`	In the light of feature distributions: moment matching for Neural Style Transfer. CoRR Nikolai Kalischek, Jan Dirk Wegner, Konrad Schindler
2021	A*	`conf`	PC2WF: 3D Wireframe Reconstruction from Raw Point Clouds. ICLR Yujia Liu, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
2021	J	`jnl`	PC2WF: 3D Wireframe Reconstruction from Raw Point Clouds. CoRR Yujia Liu, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
2021	J	`jnl`	The Hessigheim 3D (H3D) Benchmark on Semantic Segmentation of High-Resolution 3D Point Clouds and Textured Meshes from UAV LiDAR and Multi-View-Stereo. CoRR Michael Kölle, Dominik Laupheimer, Stefan Schmohl, Norbert Haala, Franz Rottensteiner, Jan Dirk Wegner, Hugo Ledoux
2021	J	`jnl`	Towards a Collective Agenda on AI for Earth Science Data Analysis. CoRR Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls
2020	J	`jnl`	Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations. CoRR Nando Metzger, Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2020	—	`conf`	Deep Active Learning in Remote Sensing for data efficient Change Detection. MACLEAN@PKDD/ECML Vít Ruzicka, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2020	J	`jnl`	Deep Active Learning in Remote Sensing for data efficient Change Detection. CoRR Vít Ruzicka, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2020	J	`jnl`	Geocoding of trees from street addresses and street-level images. CoRR Daniel Laumer, Nico Lang, Natalie van Doorn, Oisin Mac Aodha, Pietro Perona, Jan Dirk Wegner
2020	A	`conf`	HistoNet: Predicting size histograms of object instances. WACV Kishan Sharma, Moritz Gold, Christian Zurbruegg, Laura Leal-Taixé, Jan Dirk Wegner
2020	J	`jnl`	Multi-View Instance Matching with Learned Geometric Soft-Constraints. ISPRS Int. J. Geo Inf. Ahmed Samy Nassar, Sébastien Lefèvre, Jan Dirk Wegner
2020	J	`jnl`	Privileged Pooling: Supervised attention-based pooling for compensating dataset bias. CoRR Andrés C. Rodríguez, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
2020	J	`jnl`	Water level prediction from social media images with a multi-task ranking approach. CoRR P. Chaudhary, Stefano D'Aronco, João Paulo Leitão, Konrad Schindler, Jan Dirk Wegner
2019	J	`jnl`	Country-wide high-resolution vegetation height mapping with Sentinel-2. CoRR Nico Lang, Konrad Schindler, Jan Dirk Wegner
2019	J	`jnl`	From Google Maps to a Fine-Grained Catalog of Street trees. CoRR Steve Branson, Jan Dirk Wegner, David Hall, Nico Lang, Konrad Schindler, Pietro Perona
2019	J	`jnl`	Gating Revisited: Deep Multi-layer RNNs That Can Be Trained. CoRR Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2019	A*	`conf`	Guided Super-Resolution As Pixel-to-Pixel Transformation. ICCV Riccardo de Lutio, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2019	J	`jnl`	Guided Super-Resolution as a Learned Pixel-to-Pixel Transformation. CoRR Riccardo de Lutio, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
2019	J	`jnl`	HistoNet: Predicting size histograms of object instances. CoRR Kishan Sharma, Moritz Gold, Christian Zurbruegg, Laura Leal-Taixé, Jan Dirk Wegner
2019	A*	`conf`	Simultaneous Multi-View Instance Detection With Learned Geometric Soft-Constraints. ICCV Ahmed Samy Nassar, Sébastien Lefèvre, Jan Dirk Wegner
2019	A*	`conf`	Topological Map Extraction From Overhead Images. ICCV Zuoyue Li, Jan Dirk Wegner, Aurélien Lucchi
2018	J	`jnl`	Counting the uncountable: deep semantic density estimation from Space. CoRR Andrés C. Rodríguez, Jan Dirk Wegner
2018	J	`jnl`	Foreword to the Special Issue on Machine Learning for Geospatial Data Analysis. ISPRS Int. J. Geo Inf. Jan Dirk Wegner, Ribana Roscher, Michele Volpi, Fabio Veronesi
2018	—	`conf`	Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in CNNs. GCPR Timo Hackel, Mikhail Usvyatsov, Silvano Galliani, Jan Dirk Wegner, Konrad Schindler
2018	J	`jnl`	Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks. CoRR Timo Hackel, Mikhail Usvyatsov, Silvano Galliani, Jan Dirk Wegner, Konrad Schindler
2018	J	`jnl`	PolyMapper: Extracting City Maps using Polygons. CoRR Zuoyue Li, Jan Dirk Wegner, Aurélien Lucchi
2017	J	`jnl`	Artificial Generation of Big Data for Improving Image Classification: A Generative Adversarial Network Approach on SAR Data. CoRR Dimitrios Marmanis, Wei Yao, Fathalrahman Adam, Mihai Datcu, Peter Reinartz, Konrad Schindler, Jan Dirk Wegner, Uwe Stilla
2017	J	`jnl`	Learning Aerial Image Segmentation From Online Maps. IEEE Trans. Geosci. Remote. Sens. Pascal Kaiser, Jan Dirk Wegner, Aurélien Lucchi, Martin Jaggi, Thomas Hofmann, Konrad Schindler
2017	J	`jnl`	Learning Aerial Image Segmentation from Online Maps. CoRR Pascal Kaiser, Jan Dirk Wegner, Aurélien Lucchi, Martin Jaggi, Thomas Hofmann, Konrad Schindler
2017	C	`conf`	Semantic segmentation of aerial images with explicit class-boundary modeling. IGARSS Dimitrios Marmanis, Konrad Schindler, Jan Dirk Wegner, Mihai Datcu, Uwe Stilla
2017	J	`jnl`	Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark. CoRR Timo Hackel, Nikolay Savinov, Lubor Ladicky, Jan Dirk Wegner, Konrad Schindler, Marc Pollefeys
2017	A*	`conf`	Semantically Informed Multiview Surface Refinement. ICCV Maros Blaha, Mathias Rothermel, Martin R. Oswald, Torsten Sattler, Audrey Richard, Jan Dirk Wegner, Marc Pollefeys, Konrad Schindler
2017	J	`jnl`	Semantically Informed Multiview Surface Refinement. CoRR Maros Blaha, Mathias Rothermel, Martin R. Oswald, Torsten Sattler, Audrey Richard, Jan Dirk Wegner, Marc Pollefeys, Konrad Schindler
2017	J	`jnl`	Toward Seamless Multiview Scene Analysis From Satellite to Street Level. Proc. IEEE Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
2017	J	`jnl`	Towards seamless multi-view scene analysis from satellite to street-level. CoRR Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
2016	A*	`conf`	Cataloging Public Objects Using Aerial and Street-Level Images - Urban Trees. CVPR Jan Dirk Wegner, Steve Branson, David Hall, Konrad Schindler, Pietro Perona
2016	J	`jnl`	Classification With an Edge: Improving Semantic Image Segmentation with Boundary Detection. CoRR Dimitrios Marmanis, Konrad Schindler, Jan Dirk Wegner, Silvano Galliani, Mihai Datcu, Uwe Stilla
2016	A*	`conf`	Contour Detection in Unstructured 3D Point Clouds. CVPR Timo Hackel, Jan Dirk Wegner, Konrad Schindler
2016	J	`jnl`	Foreword to the Special Issue on "GeoVision: Computer Vision for Geospatial Applications". IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Devis Tuia, Jan Dirk Wegner, Clément Mallet, Michael Ying Yang
2016	A*	`conf`	Large-Scale Semantic 3D Reconstruction: An Adaptive Multi-resolution Model for Multi-class Volumetric Labeling. CVPR Maros Blaha, Christoph Vogel, Audrey Richard, Jan Dirk Wegner, Thomas Pock, Konrad Schindler
2015	J	`jnl`	Features, Color Spaces, and Boosting: New Insights on Semantic Classification of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. Piotr Tokarczyk, Jan Dirk Wegner, Stefan Walk, Konrad Schindler
2014	J	`jnl`	Combining High-Resolution Optical and InSAR Features for Height Estimation of Buildings With Flat Roofs. IEEE Trans. Geosci. Remote. Sens. Jan Dirk Wegner, Jens R. Ziehn, Uwe Soergel
2014	—	`conf`	Mind the Gap: Modeling Local and Global Context in (Road) Networks. GCPR Javier A. Montoya-Zegarra, Jan Dirk Wegner, Lubor Ladicky, Konrad Schindler
2013	A*	`conf`	A Higher-Order CRF Model for Road Network Extraction. CVPR Jan Dirk Wegner, Javier A. Montoya-Zegarra, Konrad Schindler
2013	J	`jnl`	Fusion of Building Information and Range Imaging for Autonomous Location Estimation in Indoor Environments. Sensors Tobias K. Kohoutek, Rainer Mautz, Jan Dirk Wegner
2011	C	`conf`	A contextual approach to building extraction combining highre-solution InSAR and optical data. IGARSS Jan Dirk Wegner, Uwe Soergel
2011	J	`jnl`	Building Detection From One Orthophoto and High-Resolution InSAR Data Using Conditional Random Fields. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. Jan Dirk Wegner, Ronny Hänsch, Antje Thiele, Uwe Soergel
2011	—	`conf`	Conditional Random Fields for Urban Scene Classification with Full Waveform LiDAR Data. PIA Joachim Niemeyer, Jan Dirk Wegner, Clément Mallet, Franz Rottensteiner, Uwe Soergel
2011	—	`conf`	Implicit Scene Context for Object Segmentation and Classification. DAGM-Symposium Jan Dirk Wegner, Bodo Rosenhahn, Uwe Soergel
2011	—	`conf`	In-Strip Matching and Reconstruction of Line Segments from UHR Aerial Image Triplets. PIA Ali Özgün Ok, Jan Dirk Wegner, Christian Heipke, Franz Rottensteiner, Uwe Soergel, Vedat Toprak
2011	—	`conf`	Segment-based building detection with conditional random fields. JURSE Jan Dirk Wegner, Uwe Soergel, Bodo Rosenhahn
2011	—	`conf`	Segmentation and Classification of Objects with Implicit Scene Context. Theoretical Foundations of Computer Vision Jan Dirk Wegner, Bodo Rosenhahn, Uwe Sörgel
2010	C	`conf`	Building detection and height estimation from high-resolution insar and optical data. IGARSS Jan Dirk Wegner, Jens R. Ziehn, Uwe Soergel