Jan Dirk Wegner

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 62

Top Topics

Feature Distributions

Semantic Segmentation

Top Venues

IEEE Trans. Geosci. Remote. Sens.

ISPRS Int. J. Geo Inf.

Publications

Olivier Dietrich, Torben Peters, Vivien Sainte Fare Garnot, Valerie Sticher, Thao Ton-That Whelan, Konrad Schindler, Jan Dirk Wegner
An Open-Source Tool for Mapping War Destruction at Scale in Ukraine using Sentinel-1 Time Series. CoRR (2024)
Yujia Liu, Anton Obukhov, Jan Dirk Wegner, Konrad Schindler
Point2Building: Reconstructing Buildings from Airborne LiDAR Point Clouds. CoRR (2024)
Janik Baumer, Nando Metzger, Elisabeth D. Hafner, Rodrigo Caye Daudt, Jan Dirk Wegner, Konrad Schindler
Automatic Image Compositing and Snow Segmentation for Alpine Snow Cover Monitoring. SDS (2023)
Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CVPR Workshops (2023)
Yuchang Jiang, Vivien Sainte Fare Garnot, Konrad Schindler, Jan Dirk Wegner
Mixture of Experts with Uncertainty Voting for Imbalanced Deep Regression Problems. CoRR (2023)
Yujia Liu, Anton Obukhov, Jan Dirk Wegner, Konrad Schindler
Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds. CoRR (2023)
Stefania Russo, Nathanaël Perraudin, Steven Stalder, Fernando Pérez-Cruz, João Paulo Leitão, Guillaume Obozinski, Jan Dirk Wegner
An evaluation of deep learning models for predicting water depth evolution in urban floods. CoRR (2023)
Andrés C. Rodríguez, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
Fine-Grained Species Recognition With Privileged Pooling: Better Sample Efficiency Through Supervised Attention. IEEE Trans. Pattern Anal. Mach. Intell. 45 (12) (2023)
Patrick Ebel, Vivien Sainte Fare Garnot, Michael Schmitt, Jan Dirk Wegner, Xiao Xiang Zhu
UnCRtainTS: Uncertainty Quantification for Cloud Removal in Optical Satellite Time Series. CoRR (2023)
Alexander Becker, Rodrigo Caye Daudt, Nando Metzger, Jan Dirk Wegner, Konrad Schindler
Neural Fields with Thermal Activations for Arbitrary-Scale Super-Resolution. CoRR (2023)
Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Gating Revisited: Deep Multi-Layer RNNs That can be Trained. IEEE Trans. Pattern Anal. Mach. Intell. 44 (8) (2022)
Mehmet Ozgur Turkoglu, Alexander Becker, Hüseyin Anil Gündüz, Mina Rezaei, Bernd Bischl, Rodrigo Caye Daudt, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
FiLM-Ensemble: Probabilistic Deep Learning via Feature-wise Linear Modulation. CoRR (2022)
Nico Lang, Walter Jetz, Konrad Schindler, Jan Dirk Wegner
A high-resolution canopy height model of the Earth. CoRR (2022)
Stefano D'Aronco, Giorgio Trumpy, David Pfluger, Jan Dirk Wegner
A Deep Learning Approach for Digital ColorReconstruction of Lenticular Films. CoRR (2022)
Pia Ruttner, Roland Hohensinn, Stefano D'Aronco, Jan Dirk Wegner, Benedikt Soja
Modeling of Residual GNSS Station Motions through Meteorological Data in a Machine Learning Approach. Remote. Sens. 14 (1) (2022)
Nando Metzger, Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Crop Classification Under Varying Cloud Cover With Neural Ordinary Differential Equations. IEEE Trans. Geosci. Remote. Sens. 60 (2022)
Michael Kölle, Dominik Laupheimer, Stefan Schmohl, Norbert Haala, Franz Rottensteiner, Jan Dirk Wegner, Hugo Ledoux
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 (2021)
Alexander Becker, Stefania Russo, Stefano Puliti, Nico Lang, Konrad Schindler, Jan Dirk Wegner
Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Bayesian Deep Learning. CoRR (2021)
Devis Tuia, Ribana Roscher, Jan Dirk Wegner, Nathan Jacobs, Xiao Xiang Zhu, Gustau Camps-Valls
Towards a Collective Agenda on AI for Earth Science Data Analysis. CoRR (2021)
Nico Lang, Nikolai Kalischek, John Armston, Konrad Schindler, Ralph Dubayah, Jan Dirk Wegner
Global canopy height estimation with GEDI LIDAR waveforms and Bayesian deep learning. CoRR (2021)
Yujia Liu, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
PC2WF: 3D Wireframe Reconstruction from Raw Point Clouds. ICLR (2021)
Nicholus Mboga, Stefano D'Aronco, Taïs Grippa, Charlotte Pelletier, Stefanos Georganos, Sabine Vanhuysse, Eléonore Wolff, Benoît Smets, Olivier Dewitte, Moritz Lennert, Jan Dirk Wegner
Domain Adaptation for Semantic Segmentation of Historical Panchromatic Orthomosaics in Central Africa. ISPRS Int. J. Geo Inf. 10 (8) (2021)
Mehmet Ozgur Turkoglu, Stefano D'Aronco, Gregor Perich, Frank Liebisch, Constantin Streit, Konrad Schindler, Jan Dirk Wegner
Crop mapping from image time series: deep learning with multi-scale label hierarchies. CoRR (2021)
Nico Lang, Konrad Schindler, Jan Dirk Wegner
High carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR. CoRR (2021)
Claudio Persello, Jan Dirk Wegner, Ronny Hänsch, Devis Tuia, Pedram Ghamisi, Mila Koeva, Gustau Camps-Valls
Deep Learning and Earth Observation to Support the Sustainable Development Goals. CoRR (2021)
Yujia Liu, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
PC2WF: 3D Wireframe Reconstruction from Raw Point Clouds. CoRR (2021)
Nikolai Kalischek, Jan Dirk Wegner, Konrad Schindler
In the light of feature distributions: moment matching for Neural Style Transfer. CoRR (2021)
Andrés C. Rodríguez, Stefano D'Aronco, Konrad Schindler, Jan Dirk Wegner
Privileged Pooling: Supervised attention-based pooling for compensating dataset bias. CoRR (2020)
Vít Ruzicka, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Deep Active Learning in Remote Sensing for data efficient Change Detection. CoRR (2020)
Ahmed Samy Nassar, Sébastien Lefèvre, Jan Dirk Wegner
Multi-View Instance Matching with Learned Geometric Soft-Constraints. ISPRS Int. J. Geo Inf. 9 (11) (2020)
Kishan Sharma, Moritz Gold, Christian Zurbruegg, Laura Leal-Taixé, Jan Dirk Wegner
HistoNet: Predicting size histograms of object instances. WACV (2020)
Vít Ruzicka, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Deep Active Learning in Remote Sensing for data efficient Change Detection. MACLEAN@PKDD/ECML (2020)
P. Chaudhary, Stefano D'Aronco, João Paulo Leitão, Konrad Schindler, Jan Dirk Wegner
Water level prediction from social media images with a multi-task ranking approach. CoRR (2020)
Daniel Laumer, Nico Lang, Natalie van Doorn, Oisin Mac Aodha, Pietro Perona, Jan Dirk Wegner
Geocoding of trees from street addresses and street-level images. CoRR (2020)
Nando Metzger, Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Crop Classification under Varying Cloud Cover with Neural Ordinary Differential Equations. CoRR (2020)
Ahmed Samy Nassar, Sébastien Lefèvre, Jan Dirk Wegner
Simultaneous Multi-View Instance Detection With Learned Geometric Soft-Constraints. ICCV (2019)
Nico Lang, Konrad Schindler, Jan Dirk Wegner
Country-wide high-resolution vegetation height mapping with Sentinel-2. CoRR (2019)
Riccardo de Lutio, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Guided Super-Resolution As Pixel-to-Pixel Transformation. ICCV (2019)
Zuoyue Li, Jan Dirk Wegner, Aurélien Lucchi
Topological Map Extraction From Overhead Images. ICCV (2019)
Riccardo de Lutio, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Guided Super-Resolution as a Learned Pixel-to-Pixel Transformation. CoRR (2019)
Steve Branson, Jan Dirk Wegner, David Hall, Nico Lang, Konrad Schindler, Pietro Perona
From Google Maps to a Fine-Grained Catalog of Street trees. CoRR (2019)
Mehmet Ozgur Turkoglu, Stefano D'Aronco, Jan Dirk Wegner, Konrad Schindler
Gating Revisited: Deep Multi-layer RNNs That Can Be Trained. CoRR (2019)
Kishan Sharma, Moritz Gold, Christian Zurbruegg, Laura Leal-Taixé, Jan Dirk Wegner
HistoNet: Predicting size histograms of object instances. CoRR (2019)
Andrés C. Rodríguez, Jan Dirk Wegner
Counting the uncountable: deep semantic density estimation from Space. CoRR (2018)
Timo Hackel, Mikhail Usvyatsov, Silvano Galliani, Jan Dirk Wegner, Konrad Schindler
Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in CNNs. GCPR (2018)
Jan Dirk Wegner, Ribana Roscher, Michele Volpi, Fabio Veronesi
Foreword to the Special Issue on Machine Learning for Geospatial Data Analysis. ISPRS Int. J. Geo Inf. 7 (4) (2018)
Timo Hackel, Mikhail Usvyatsov, Silvano Galliani, Jan Dirk Wegner, Konrad Schindler
Inference, Learning and Attention Mechanisms that Exploit and Preserve Sparsity in Convolutional Networks. CoRR (2018)
Zuoyue Li, Jan Dirk Wegner, Aurélien Lucchi
PolyMapper: Extracting City Maps using Polygons. CoRR (2018)
Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
Toward Seamless Multiview Scene Analysis From Satellite to Street Level. Proc. IEEE 105 (10) (2017)
Sébastien Lefèvre, Devis Tuia, Jan Dirk Wegner, Timothée Produit, Ahmed Samy Nassar
Towards seamless multi-view scene analysis from satellite to street-level. CoRR (2017)
Dimitrios Marmanis, Konrad Schindler, Jan Dirk Wegner, Mihai Datcu, Uwe Stilla
Semantic segmentation of aerial images with explicit class-boundary modeling. IGARSS (2017)
Dimitrios Marmanis, Wei Yao, Fathalrahman Adam, Mihai Datcu, Peter Reinartz, Konrad Schindler, Jan Dirk Wegner, Uwe Stilla
Artificial Generation of Big Data for Improving Image Classification: A Generative Adversarial Network Approach on SAR Data. CoRR (2017)
Pascal Kaiser, Jan Dirk Wegner, Aurélien Lucchi, Martin Jaggi, Thomas Hofmann, Konrad Schindler
Learning Aerial Image Segmentation from Online Maps. CoRR (2017)
Timo Hackel, Nikolay Savinov, Lubor Ladicky, Jan Dirk Wegner, Konrad Schindler, Marc Pollefeys
Semantic3D.net: A new Large-scale Point Cloud Classification Benchmark. CoRR (2017)
Maros Blaha, Mathias Rothermel, Martin R. Oswald, Torsten Sattler, Audrey Richard, Jan Dirk Wegner, Marc Pollefeys, Konrad Schindler
Semantically Informed Multiview Surface Refinement. CoRR (2017)
Pascal Kaiser, Jan Dirk Wegner, Aurélien Lucchi, Martin Jaggi, Thomas Hofmann, Konrad Schindler
Learning Aerial Image Segmentation From Online Maps. IEEE Trans. Geosci. Remote. Sens. 55 (11) (2017)
Maros Blaha, Mathias Rothermel, Martin R. Oswald, Torsten Sattler, Audrey Richard, Jan Dirk Wegner, Marc Pollefeys, Konrad Schindler
Semantically Informed Multiview Surface Refinement. ICCV (2017)
Maros Blaha, Christoph Vogel, Audrey Richard, Jan Dirk Wegner, Thomas Pock, Konrad Schindler
Large-Scale Semantic 3D Reconstruction: An Adaptive Multi-resolution Model for Multi-class Volumetric Labeling. CVPR (2016)
Dimitrios Marmanis, Konrad Schindler, Jan Dirk Wegner, Silvano Galliani, Mihai Datcu, Uwe Stilla
Classification With an Edge: Improving Semantic Image Segmentation with Boundary Detection. CoRR (2016)
Devis Tuia, Jan Dirk Wegner, Clément Mallet, Michael Ying Yang
Foreword to the Special Issue on "GeoVision: Computer Vision for Geospatial Applications". IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9 (7) (2016)
Jan Dirk Wegner, Steve Branson, David Hall, Konrad Schindler, Pietro Perona
Cataloging Public Objects Using Aerial and Street-Level Images - Urban Trees. CVPR (2016)
Timo Hackel, Jan Dirk Wegner, Konrad Schindler
Contour Detection in Unstructured 3D Point Clouds. CVPR (2016)
Piotr Tokarczyk, Jan Dirk Wegner, Stefan Walk, Konrad Schindler
Features, Color Spaces, and Boosting: New Insights on Semantic Classification of Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 53 (1) (2015)
Javier A. Montoya-Zegarra, Jan Dirk Wegner, Lubor Ladicky, Konrad Schindler
Mind the Gap: Modeling Local and Global Context in (Road) Networks. GCPR (2014)
Jan Dirk Wegner, Jens R. Ziehn, Uwe Soergel
Combining High-Resolution Optical and InSAR Features for Height Estimation of Buildings With Flat Roofs. IEEE Trans. Geosci. Remote. Sens. 52 (9) (2014)
Jan Dirk Wegner, Javier A. Montoya-Zegarra, Konrad Schindler
A Higher-Order CRF Model for Road Network Extraction. CVPR (2013)
Tobias K. Kohoutek, Rainer Mautz, Jan Dirk Wegner
Fusion of Building Information and Range Imaging for Autonomous Location Estimation in Indoor Environments. Sensors 13 (2) (2013)
Jan Dirk Wegner, Uwe Soergel, Bodo Rosenhahn
Segment-based building detection with conditional random fields. JURSE (2011)
Jan Dirk Wegner, Bodo Rosenhahn, Uwe Soergel
Implicit Scene Context for Object Segmentation and Classification. DAGM-Symposium (2011)
Joachim Niemeyer, Jan Dirk Wegner, Clément Mallet, Franz Rottensteiner, Uwe Soergel
Conditional Random Fields for Urban Scene Classification with Full Waveform LiDAR Data. PIA (2011)
Ali Özgün Ok, Jan Dirk Wegner, Christian Heipke, Franz Rottensteiner, Uwe Soergel, Vedat Toprak
In-Strip Matching and Reconstruction of Line Segments from UHR Aerial Image Triplets. PIA (2011)
Jan Dirk Wegner, Uwe Soergel
A contextual approach to building extraction combining highre-solution InSAR and optical data. IGARSS (2011)
Jan Dirk Wegner, Bodo Rosenhahn, Uwe Sörgel
Segmentation and Classification of Objects with Implicit Scene Context. Theoretical Foundations of Computer Vision (2011)
Jan Dirk Wegner, Ronny Hänsch, Antje Thiele, Uwe Soergel
Building Detection From One Orthophoto and High-Resolution InSAR Data Using Conditional Random Fields. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 4 (1) (2011)
Jan Dirk Wegner, Jens R. Ziehn, Uwe Soergel
Building detection and height estimation from high-resolution insar and optical data. IGARSS (2010)