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ORCIDMartin Werner 0001
Person information
- affiliation: Technical University of Munich, Department of Aerospace and Geodesy, Germany
- affiliation: Bundeswehr University Munich, Department of Computer Science, Germany
- affiliation: German Aerospace Center (DLR), Oberpfaffenhofen, Germany
- affiliation: Leibniz University of Hannover, Germany
- affiliation: Ludwig Maximilians University Munich, Institute for Informatics, Germany
- affiliation: University Bonn, Mathematical Institute, Germany
Other persons with the same name
- Martin Werner — disambiguation page
- Martin Werner 0002 — Ruhr University Bochum, Institute for Neural Computation
- Martin Werner 0003 — University Medical Center of Freiburg, Institute of Pathology
- Martin Werner 0004 — Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute (HHI)
- Martin Werner 0005 — German Aerospace Center (DLR), Wessling, Germany
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2020 – today
- 2025
[j19]Wenping Yin
, Yong Xue, Ziqi Liu, Hao Li, Martin Werner:
LLM-enhanced disaster geolocalization using implicit geoinformation from multimodal data: A case study of Hurricane Harvey. Int. J. Appl. Earth Obs. Geoinformation 137: 104423 (2025)- [j18]Johann Maximilian Zollner, Martin Werner:
A randomized transformation for data processing on quantum computers. Quantum Mach. Intell. 7(1): 22 (2025) - [c53]Fabian Deuser, Wejdene Mansour, Hao Li, Konrad Habel, Martin Werner, Norbert Oswald:
Temporal Resilience in Geo-Localization: Adapting to the Continuous Evolution of Urban and Rural Environments. WACV (Workshops) 2025: 442-451 - [i8]Paul M. Walther, Wejdene Mansour, Martin Werner:
Extending the Applicability of Bloom Filters by Relaxing their Parameter Constraints. CoRR abs/2502.02193 (2025) - 2024
- [j17]Johann Maximilian Zollner, Paul M. Walther, Martin Werner:
Satellite Image Representations for Quantum Classifiers. Datenbank-Spektrum 24(1): 33-41 (2024) - [j16]Paul M. Walther, Fabian Deuser, Martin Werner:
Multi-Modal Contextualization of Trajectory Data for Advanced Analysis. Datenbank-Spektrum 24(3): 223-231 (2024) - [j15]Yahan Hu, Johann Maximilian Zollner, Carmen Höschen, Martin Werner, Steffen A. Schweizer:
Automated identification of soil functional components based on NanoSIMS data. Ecol. Informatics 84: 102891 (2024) - [j14]Mohamed F. Mokbel, Mahmoud Attia Sakr, Li Xiong, Andreas Züfle, Jussara M. Almeida, Taylor Anderson, Walid G. Aref, Gennady L. Andrienko, Natalia V. Andrienko, Yang Cao, Sanjay Chawla, Reynold Cheng, Panos K. Chrysanthis, Xiqi Fei, Gabriel Ghinita, Anita Graser, Dimitrios Gunopulos, Christian S. Jensen, Joon-Seok Kim, Kyoung-Sook Kim, Peer Kröger, John Krumm, Johannes Lauer, Amr Magdy, Mario A. Nascimento, Siva Ravada, Matthias Renz, Dimitris Sacharidis, Flora D. Salim, Mohamed Sarwat, Maxime Schoemans, Cyrus Shahabi, Bettina Speckmann, Egemen Tanin, Xu Teng, Yannis Theodoridis, Kristian Torp, Goce Trajcevski, Marc J. van Kreveld, Carola Wenk, Martin Werner, Raymond Chi-Wing Wong, Song Wu, Jianqiu Xu, Moustafa Youssef, Demetris Zeinalipour, Mengxuan Zhang, Esteban Zimányi:
Mobility Data Science: Perspectives and Challenges. ACM Trans. Spatial Algorithms Syst. 10(2): 10 (2024) - [j13]Chenyu Fang, Xinyue Gu, Lin Zhou, Wei Zhang, Xing Liu, Shuhua Liu, Martin Werner:
Exploring spatial complexity: Overlapping communities in South China's megaregion with big geospatial data. Comput. Environ. Urban Syst. 112: 102143 (2024) - [c52]Michael Petry, Andreas Koch, Martin Werner:
Zero-Copy AI-Augmented Signal Processing Pipeline on Heterogeneous Satellite Processors. IEEECONF 2024: 354-361 - [c51]Balthasar Teuscher, Martin Werner:
Random Data Distribution for Efficient Parallel Point Cloud Processing. AGILE Conf. 2024: 15 - [c50]Zhangyu Wang, Xingyi Du, Hao Li, Martin Werner:
Random Affine Transformation Feature Representation Learning for Fast Polygon Retrieval. GeoSearch@SIGSPATIAL 2024: 22-28 - [c49]Wejdene Mansour, Martin Werner:
Calculating Upstream Relation in Spatial Networks Under Path Constraints. SIGSPATIAL/GIS 2024: 314-324 - [c48]Andreas Koch, Michael Petry, Martin Werner:
Extended Framework and Evaluation for Multivariate Streaming Anomaly Detection with Machine Learning. ICDEW 2024: 144-152 - [c47]Fabian Deuser, Martin Werner, Konrad Habel, Norbert Oswald:
Optimizing Geo-Localization with k-Means Re-Ranking in Challenging Weather Conditions. UAVM 2024: 9-13 - [e4]Hao Li, Abhishek Potnis, Wenwen Li, Dalton D. Lunga, Martin Werner, Andreas Züfle:
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, GeoSearch 2024, Atlanta, GA, USA, 29 October 2024 - 1 November 2024. ACM 2024, ISBN 979-8-4007-1148-0 [contents] - [i7]Hao Li, Fabian Deuser, Wenping Yin, Xuanshu Luo, Paul M. Walther, Gengchen Mai, Wei Huang, Martin Werner:
Cross-View Geolocalization and Disaster Mapping with Street-View and VHR Satellite Imagery: A Case Study of Hurricane IAN. CoRR abs/2408.06761 (2024) - 2023
- [j12]Gabriel Dax, Srilakshmi Nagarajan, Hao Li, Martin Werner:
Compression Supports Spatial Deep Learning. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 702-713 (2023) - [c46]Michael Petry, Patrick Gest, Andreas Koch, Max Ghiglione, Martin Werner:
Accelerated Deep-Learning inference on FPGAs in the Space Domain. CF 2023: 222-228 - [c45]Andreas Koch, Michael Petry, Max Ghiglione, Amir Raoofy, Gabriel Dax, Gianluca Furano, Martin Werner, Carsten Trinitis, Martin Langer:
Machine Learning Application Benchmark. CF 2023: 229-235 - [c44]Betty Heller-Kaikov, Roland Pail, Martin Werner:
Signal Separation in Global, Temporal Gravity Data. GeoAI@SIGSPATIAL 2023: 73-82 - [c43]Xuanshu Luo, Paul M. Walther, Wejdene Mansour, Balthasar Teuscher, Johann Maximilian Zollner, Hao Li, Martin Werner:
Exploring GeoAI Methods for Supraglacial Lake Mapping on Greenland Ice Sheet. SIGSPATIAL/GIS 2023: 16:1-16:4 - [c42]Hao Li, Jiapan Wang, Johann Maximilian Zollner, Gengchen Mai, Ni Lao, Martin Werner:
Rethink Geographical Generalizability with Unsupervised Self-Attention Model Ensemble: A Case Study of OpenStreetMap Missing Building Detection in Africa. SIGSPATIAL/GIS 2023: 55:1-55:9 - [c41]Martin Werner, Hao Li, Johann Maximilian Zollner, Balthasar Teuscher, Fabian Deuser:
Bavaria Buildings - A Novel Dataset for Building Footprint Extraction, Instance Segmentation, and Data Quality Estimation. SIGSPATIAL/GIS 2023: 108:1-108:4 - [c40]Hao Li, Zhendong Yuan, Gabriel Dax, Gefei Kong, Hongchao Fan, Alexander Zipf, Martin Werner:
Semi-Supervised Learning from Street-View Images and OpenStreetMap for Automatic Building Height Estimation. GIScience 2023: 7:1-7:15 - [c39]Michael Petry, Andreas Koch, Martin Werner:
Envisioning Physical Layer Flexibility Through the Power of Machine-Learning. GLOBECOM (Workshops) 2023: 50-55 - [c38]Fabian Deuser, Konrad Habel, Martin Werner, Norbert Oswald:
Orientation-Guided Contrastive Learning for UAV-View Geo-Localisation. UAVM 2023: 7-11 - [e3]Ashwin Shashidharan, Martin Werner, Krishna Karthik Gadiraju, Varun Chandola, Ranga Raju Vatsavai:
Proceedings of the 11th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, BigSpatial 2023, Hamburg, Germany, 13 November 2023. ACM 2023 [contents] - [e2]Hao Li, Gabriele Cavallaro, Dora B. Heras, Dalton D. Lunga, Martin Werner, Andreas Züfle:
Proceedings of the 2nd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, GeoSearch 2023, Hamburg, Germany, 13 November 2023. ACM 2023 [contents] - [i6]Hao Li, Zhendong Yuan, Gabriel Dax, Gefei Kong, Hongchao Fan, Alexander Zipf, Martin Werner:
Semi-supervised Learning from Street-View Images and OpenStreetMap for Automatic Building Height Estimation. CoRR abs/2307.02574 (2023) - [i5]Mohamed F. Mokbel, Mahmoud Attia Sakr, Li Xiong, Andreas Züfle, Jussara M. Almeida, Taylor Anderson, Walid G. Aref, Gennady L. Andrienko, Natalia V. Andrienko, Yang Cao, Sanjay Chawla, Reynold Cheng, Panos K. Chrysanthis, Xiqi Fei, Gabriel Ghinita, Anita Graser, Dimitrios Gunopulos, Christian S. Jensen, Joon-Sook Kim, Kyoung-Sook Kim, Peer Kröger, John Krumm, Johannes Lauer, Amr Magdy, Mario A. Nascimento, Siva Ravada, Matthias Renz, Dimitris Sacharidis, Cyrus Shahabi, Flora D. Salim, Mohamed Sarwat, Maxime Schoemans, Bettina Speckmann, Egemen Tanin, Xu Teng, Yannis Theodoridis, Kristian Torp, Goce Trajcevski, Marc J. van Kreveld, Carola Wenk, Martin Werner, Raymond Chi-Wing Wong, Song Wu, Jianqiu Xu, Moustafa Youssef, Demetris Zeinalipour, Mengxuan Zhang, Esteban Zimányi:
Towards Mobility Data Science (Vision Paper). CoRR abs/2307.05717 (2023) - [i4]Fabian Deuser, Konrad Habel, Martin Werner, Norbert Oswald:
Orientation-Guided Contrastive Learning for UAV-View Geo-Localisation. CoRR abs/2308.00982 (2023) - [i3]Danfeng Hong, Bing Zhang, Hao Li, Yuxuan Li, Jing Yao, Chenyu Li, Martin Werner, Jocelyn Chanussot, Alexander Zipf, Xiao Xiang Zhu:
Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks. CoRR abs/2309.16499 (2023) - 2022
- [j11]Fei Gao, Zhiqiang Du, Chenyu Fang, Lin Zhou, Martin Werner:
A Spatio-Temporal Cognitive Framework for Individual Route Choice in Outdoor Evacuation Scenarios. ISPRS Int. J. Geo Inf. 11(12): 605 (2022) - [j10]Fei Gao, Zhiqiang Du, Martin Werner, Yuhui Zhao:
An improved optimization model for crowd evacuation considering individual exit choice preference. Trans. GIS 26(7): 2850-2873 (2022) - [c37]Amir Raoofy, Gabriel Dax, Vittorio Serra, Max Ghiglione, Martin Werner, Carsten Trinitis:
Benchmarking and feasibility aspects of machine learning in space systems. CF 2022: 225-226 - [c36]Martin Werner, Hao Li:
AtlasHDF: an efficient big data framework for GeoAI. BigSpatial@SIGSPATIAL 2022: 1-7 - [i2]Mohamed F. Mokbel, Mahmoud Attia Sakr, Li Xiong, Andreas Züfle, Jussara M. Almeida, Taylor Anderson, Walid G. Aref, Gennady L. Andrienko, Natalia V. Andrienko, Yang Cao, Sanjay Chawla, Reynold Cheng, Panos K. Chrysanthis, Xiqi Fei, Gabriel Ghinita, Anita Graser, Dimitrios Gunopulos, Christian S. Jensen, Joon-Sook Kim, Kyoung-Sook Kim, Peer Kröger, John Krumm, Johannes Lauer, Amr Magdy, Mario A. Nascimento, Siva Ravada, Matthias Renz, Dimitris Sacharidis, Cyrus Shahabi, Flora D. Salim, Mohamed Sarwat, Maxime Schoemans, Bettina Speckmann, Egemen Tanin, Yannis Theodoridis, Kristian Torp, Goce Trajcevski, Marc J. van Kreveld, Carola Wenk, Martin Werner, Raymond Chi-Wing Wong, Song Wu, Jianqiu Xu, Moustafa Youssef, Demetris Zeinalipour, Mengxuan Zhang, Esteban Zimányi:
Mobility Data Science (Dagstuhl Seminar 22021). Dagstuhl Reports 12(1): 1-34 (2022) - 2021
- [j9]Martin Werner:
GloBiMapsAI: An AI-Enhanced Probabilistic Data Structure for Global Raster Datasets. ACM Trans. Spatial Algorithms Syst. 7(4): 18:1-18:24 (2021) - [c35]Gabriel Dax, Martin Werner:
Information-optimal Abstaining for Reliable Classification of Building Functions. AGILE Conf. 2021: 1 - [c34]Gabriel Dax, Moritz Laass, Martin Werner:
Genetic Algorithm for Improved Transfer Learning Through Bagging Color-Adjusted Models. IGARSS 2021: 2612-2615 - [c33]Moritz Laass, Marie Kiermeier, Martin Werner:
Improving persistence based trajectory simplification. MDM 2021: 157-162 - [c32]Gabriel Dax, Martin Werner:
Trajectory Similarity using Compression. MDM 2021: 169-174 - [e1]Gabriele Cavallaro, Dora B. Heras, Dalton D. Lunga, Martin Werner, Andreas Züfle:
GeoSearch'21: Proceedings of the 1st ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, Virtual Event / Beijing, China, 2 November 2021. ACM 2021, ISBN 978-1-4503-9123-8 [contents] - 2020
- [j8]Sancho Salcedo-Sanz, Pedram Ghamisi, María Piles, Martin Werner, Lucas Cuadra, Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Jordi Muñoz-Marí, Amirhosein Mosavi, Gustau Camps-Valls:
Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources. Inf. Fusion 63: 256-272 (2020) - [j7]Andreas Züfle, Martin Werner:
Introduction to this special issue: SIGSPATIAL 2020 event reports. ACM SIGSPATIAL Special 12(3): 1-2 (2020) - [c31]Martin Werner, Gabriel Dax, Moritz Laass:
Computational Challenges for Artificial Intelligence and Machine Learning in Environmental Research. GI-Jahrestagung 2020: 1009-1017 - [i1]Sancho Salcedo-Sanz, Pedram Ghamisi, Maria Piles, Martin Werner, Lucas Cuadra, Álvaro Moreno-Martínez, Emma Izquierdo-Verdiguier, Jordi Muñoz-Marí, Amirhosein Mosavi, Gustau Camps-Valls:
Machine Learning Information Fusion in Earth Observation: A Comprehensive Review of Methods, Applications and Data Sources. CoRR abs/2012.05795 (2020)
2010 – 2019
- 2019
- [j6]Martin Werner:
Parallel Processing Strategies for Big Geospatial Data. Frontiers Big Data 2: 44 (2019) - [j5]Martin Werner:
Quantum spatial computing. ACM SIGSPATIAL Special 11(2): 26-33 (2019) - [c30]Martin Werner:
GIS++: Modern C++ for Efficient and Parallel In-Memory Spatial Computing. SpatialAPI@SIGSPATIAL 2019: 1:1-1:2 - [c29]Martin Werner:
GloBiMaps - A Probabilistic Data Structure for In-Memory Processing of Global Raster Datasets. SIGSPATIAL/GIS 2019: 3-12 - 2018
- [j4]Martin Werner, Dev Oliver:
ACM SIGSPATIAL GIS Cup 2017: range queries under Fréchet distance. ACM SIGSPATIAL Special 10(1): 24-27 (2018) - [c28]Martin Werner:
Spatial Data Locality in Scalable and Fault-tolerant Distributed Spatial Computing Systems. BigSpatial@SIGSPATIAL 2018: 47-56 - [c27]Martin Werner:
Topology Extraction from Occupancy Grids. LBS 2018: 133-149 - [c26]Mikkel Baun Kjærgaard, Martin Werner, Fisayo Caleb Sangogboye, Krzysztof Arendt:
DCount - A Probabilistic Algorithm for Accurately Disaggregating Building Occupant Counts into Room Counts. MDM 2018: 46-55 - 2017
- [c25]Marie Kiermeier, Martin Werner, Claudia Linnhoff-Popien, Horst Sauer, Jan Wieghardt:
Anomaly detection in self-organizing industrial systems using pathlets. ICIT 2017: 1226-1231 - [c24]Marie Kiermeier, Martin Werner, Horst Sauer, Jan Wieghardt:
Building scalable models for anomaly detection in self-organizing industrial systems. INDIN 2017: 245-250 - [c23]Marie Kiermeier, Martin Werner:
Similarity Search for Spatial Trajectories Using Online Lower Bounding DTW and Presorting Strategies. TIME 2017: 18:1-18:15 - [p1]Claudia Linnhoff-Popien, Sebastian Feld, Martin Werner, Mirco Schönfeld:
Innovationszentrum Mobiles Internet des ZD.B. 50 Jahre Universitäts-Informatik in München 2017: 87-95 - 2016
- [j3]Sebastian Feld, Mirco Schönfeld, Martin Werner:
Traversing Bitcoin's P2P network: insights into the structure of a decentralised currency. Int. J. Comput. Sci. Eng. 13(2): 122-131 (2016) - [j2]Martin Werner:
Privacy-protected communication for location-based services. Secur. Commun. Networks 9(2): 130-138 (2016) - [c22]Martin Werner, Marie Kiermeier:
A low-dimensional feature vector representation for alignment-free spatial trajectory analysis. MobiGIS 2016: 19-26 - [c21]Martin Werner, Carsten Hahn, Lorenz Schauer:
DeepMoVIPS: Visual indoor positioning using transfer learning. IPIN 2016: 1-7 - [c20]Sebastian Feld, Martin Werner, Claudia Linnhoff-Popien:
Approximated environment features with application to trajectory annotation. SSCI 2016: 1-7 - 2015
- [j1]Lorenz Schauer, Martin Werner:
Analyzing Pedestrian Flows Based on Wi-Fi and Bluetooth Captures. EAI Endorsed Trans. Ubiquitous Environ. 1(4): e4 (2015) - [c19]Martin Werner, Mirco Schönfeld:
The Gaussian Bloom Filter. DASFAA (1) 2015: 191-206 - [c18]Martin Werner:
BACR: set similarities with lower bounds and application to spatial trajectories. SIGSPATIAL/GIS 2015: 29:1-29:10 - [c17]Mirco Schönfeld, Martin Werner, Claudia Linnhoff-Popien, Alexander Erk:
Towards a privacy-preserving hybrid radio network: design and open challenges. I4CS 2015: 1-6 - [c16]Sebastian Feld, Martin Werner, Mirco Schönfeld, Stefanie Hasler:
Archetypes of alternative routes in buildings. IPIN 2015: 1-10 - [c15]André Ebert, Chadly Marouane, Benno Rott, Martin Werner:
KeyPocket - Improving Security and Usability for Provider Independent Login Architectures with Mobile Devices. SecureComm 2015: 41-57 - 2014
- [b2]Martin Werner:
Indoor Location-Based Services - Prerequisites and Foundations. Springer 2014, ISBN 978-3-319-10698-4, pp. 1-233 - [c14]Sebastian Feld, Mirco Schönfeld, Martin Werner:
Analyzing the Deployment of Bitcoin's P2P Network under an AS-level Perspective. ANT/SEIT 2014: 1121-1126 - [c13]Chadly Marouane, Marco Maier, Sebastian Feld, Martin Werner:
Visual positioning systems - An extension to MoVIPS. IPIN 2014: 95-104 - [c12]Martin Werner, Sebastian Feld:
Homotopy and alternative routes in indoor navigation scenarios. IPIN 2014: 230-238 - [c11]Lorenz Schauer, Martin Werner, Philipp Marcus:
Estimating crowd densities and pedestrian flows using wi-fi and bluetooth. MobiQuitous 2014: 171-177 - [c10]Mirco Schönfeld, Martin Werner:
Distributed privacy-preserving mean estimation. PRISMS 2014: 1-8 - 2013
- [c9]Mirco Schönfeld, Martin Werner:
Node Wake-Up via OVSF-Coded Bloom Filters in Wireless Sensor Networks. ADHOCNETS 2013: 119-134 - 2012
- [b1]Martin Werner:
Ubiquitous Navigation: skalierbare ortsbezogene Dienste in Gebäuden. Ludwig Maximilians University Munich, Logos-Verlag 2012, ISBN 978-3-8325-3226-0, pp. 1-155 - [c8]Moritz Kessel, Martin Werner:
Automated WLAN calibration with a backtracking particle filter. IPIN 2012: 1-10 - [c7]Martin Werner, Mirco Schönfeld:
DualCodes: Backward Compatible Multi-layer 2D-Barcodes. MobiQuitous 2012: 25-36 - 2011
- [c6]Martin Werner:
Selection and Ordering of Points-of-Interest in Large-Scale Indoor Navigation Systems. COMPSAC 2011: 504-509 - [c5]Martin Werner, Moritz Kessel, Chadly Marouane:
Indoor positioning using smartphone camera. IPIN 2011: 1-6 - 2010
- [c4]Michael Dürr, Martin Werner, Marco Maier:
Re-Socializing Online Social Networks. GreenCom/CPSCom 2010: 786-791 - [c3]Martin Werner, Stephan A. W. Verclas, Claudia Linnhoff-Popien:
A Workflow Definition Language for Business Integration of Mobile Devices. MOBILWARE 2010: 353-362 - [c2]Martin Werner:
A Privacy-Enabled Architecture for Location-Based Services. MobiSec 2010: 80-90 - [c1]Martin Werner, Moritz Kessel:
Organisation of Indoor Navigation data from a data query perspective. UPINLBS 2010: 1-6
Coauthor Index
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