Martin Werner

Orcid: 0000-0002-6951-8022

Affiliations:
  • Technical University of Munich, Department of Aerospace and Geodesy, Germany
  • Bundeswehr University Munich, Department of Computer Science, Germany
  • German Aerospace Center (DLR), Oberpfaffenhofen, Germany
  • Leibniz University of Hannover, Germany
  • Ludwig Maximilians University Munich, Institute for Informatics, Germany
  • University Bonn, Mathematical Institute, Germany


According to our database1, Martin Werner authored at least 70 papers between 2010 and 2024.

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Bibliography

2024
Mobility Data Science: Perspectives and Challenges.
ACM Trans. Spatial Algorithms Syst., June, 2024

Satellite Image Representations for Quantum Classifiers.
Datenbank-Spektrum, March, 2024

Exploring spatial complexity: Overlapping communities in South China's megaregion with big geospatial data.
Comput. Environ. Urban Syst., 2024

Cross-View Geolocalization and Disaster Mapping with Street-View and VHR Satellite Imagery: A Case Study of Hurricane IAN.
CoRR, 2024

Optimizing Geo-Localization with k-Means Re-Ranking in Challenging Weather Conditions.
Proceedings of the 2nd Workshop on UAVs in Multimedia: Capturing the World from a New Perspective, 2024

Extended Framework and Evaluation for Multivariate Streaming Anomaly Detection with Machine Learning.
Proceedings of the 40th International Conference on Data Engineering, ICDE 2024, 2024

Random Affine Transformation Feature Representation Learning for Fast Polygon Retrieval.
Proceedings of the 3rd ACM SIGSPATIAL International Workshop on Searching and Mining Large Collections of Geospatial Data, 2024

2023
Compression Supports Spatial Deep Learning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2023

Cross-City Matters: A Multimodal Remote Sensing Benchmark Dataset for Cross-City Semantic Segmentation using High-Resolution Domain Adaptation Networks.
CoRR, 2023

Towards Mobility Data Science (Vision Paper).
CoRR, 2023

Orientation-Guided Contrastive Learning for UAV-View Geo-Localisation.
Proceedings of the 2023 Workshop on UAVs in Multimedia: Capturing the World from a New Perspective, 2023

Envisioning Physical Layer Flexibility Through the Power of Machine-Learning.
Proceedings of the IEEE Globecom Workshops 2023, 2023

Semi-Supervised Learning from Street-View Images and OpenStreetMap for Automatic Building Height Estimation.
Proceedings of the 12th International Conference on Geographic Information Science, 2023

Exploring GeoAI Methods for Supraglacial Lake Mapping on Greenland Ice Sheet.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Rethink Geographical Generalizability with Unsupervised Self-Attention Model Ensemble: A Case Study of OpenStreetMap Missing Building Detection in Africa.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Bavaria Buildings - A Novel Dataset for Building Footprint Extraction, Instance Segmentation, and Data Quality Estimation.
Proceedings of the 31st ACM International Conference on Advances in Geographic Information Systems, 2023

Signal Separation in Global, Temporal Gravity Data.
Proceedings of the 6th ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery, 2023

Accelerated Deep-Learning inference on FPGAs in the Space Domain.
Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023

Machine Learning Application Benchmark.
Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023

2022
A Spatio-Temporal Cognitive Framework for Individual Route Choice in Outdoor Evacuation Scenarios.
ISPRS Int. J. Geo Inf., December, 2022

An improved optimization model for crowd evacuation considering individual exit choice preference.
Trans. GIS, 2022

Mobility Data Science (Dagstuhl Seminar 22021).
Dagstuhl Reports, 2022

AtlasHDF: an efficient big data framework for GeoAI.
Proceedings of the 10th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, 2022

Benchmarking and feasibility aspects of machine learning in space systems.
Proceedings of the CF '22: 19th ACM International Conference on Computing Frontiers, Turin, Italy, May 17, 2022

2021
GloBiMapsAI: An AI-Enhanced Probabilistic Data Structure for Global Raster Datasets.
ACM Trans. Spatial Algorithms Syst., 2021

Improving persistence based trajectory simplification.
Proceedings of the 22nd IEEE International Conference on Mobile Data Management, 2021

Trajectory Similarity using Compression.
Proceedings of the 22nd IEEE International Conference on Mobile Data Management, 2021

Genetic Algorithm for Improved Transfer Learning Through Bagging Color-Adjusted Models.
Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020
Introduction to this special issue: SIGSPATIAL 2020 event reports.
ACM SIGSPATIAL Special, 2020

Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources.
Inf. Fusion, 2020

Computational Challenges for Artificial Intelligence and Machine Learning in Environmental Research.
Proceedings of the 50. Jahrestagung der Gesellschaft für Informatik, INFORMATIK 2020 - Back to the Future, Karlsruhe, Germany, 28. September, 2020

2019
Quantum spatial computing.
ACM SIGSPATIAL Special, 2019

Parallel Processing Strategies for Big Geospatial Data.
Frontiers Big Data, 2019

GIS++: Modern C++ for Efficient and Parallel In-Memory Spatial Computing.
Proceedings of the 1st ACM SIGSPATIAL International Workshop on Geospatial Data Access and Processing APIs, 2019

GloBiMaps - A Probabilistic Data Structure for In-Memory Processing of Global Raster Datasets.
Proceedings of the 27th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2019

2018
ACM SIGSPATIAL GIS Cup 2017: range queries under Fréchet distance.
ACM SIGSPATIAL Special, 2018

DCount - A Probabilistic Algorithm for Accurately Disaggregating Building Occupant Counts into Room Counts.
Proceedings of the 19th IEEE International Conference on Mobile Data Management, 2018

Topology Extraction from Occupancy Grids.
Proceedings of the Progress in Location Based Services 2018, 2018

Spatial Data Locality in Scalable and Fault-tolerant Distributed Spatial Computing Systems.
Proceedings of the 7th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data, 2018

2017
Similarity Search for Spatial Trajectories Using Online Lower Bounding DTW and Presorting Strategies.
Proceedings of the 24th International Symposium on Temporal Representation and Reasoning, 2017

Building scalable models for anomaly detection in self-organizing industrial systems.
Proceedings of the 15th IEEE International Conference on Industrial Informatics, 2017

Anomaly detection in self-organizing industrial systems using pathlets.
Proceedings of the IEEE International Conference on Industrial Technology, 2017

Innovationszentrum Mobiles Internet des ZD.B.
Proceedings of the 50 Jahre Universitäts-Informatik in München, 2017

2016
Privacy-protected communication for location-based services.
Secur. Commun. Networks, 2016

Traversing Bitcoin's P2P network: insights into the structure of a decentralised currency.
Int. J. Comput. Sci. Eng., 2016

Approximated environment features with application to trajectory annotation.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

DeepMoVIPS: Visual indoor positioning using transfer learning.
Proceedings of the International Conference on Indoor Positioning and Indoor Navigation, 2016

A low-dimensional feature vector representation for alignment-free spatial trajectory analysis.
Proceedings of the 5th ACM SIGSPATIAL International Workshop on Mobile Geographic Information Systems, 2016

2015
Analyzing Pedestrian Flows Based on Wi-Fi and Bluetooth Captures.
EAI Endorsed Trans. Ubiquitous Environ., 2015

KeyPocket - Improving Security and Usability for Provider Independent Login Architectures with Mobile Devices.
Proceedings of the Security and Privacy in Communication Networks, 2015

Archetypes of alternative routes in buildings.
Proceedings of the 2015 International Conference on Indoor Positioning and Indoor Navigation, 2015

Towards a privacy-preserving hybrid radio network: design and open challenges.
Proceedings of the 15th International Conference on Innovations for Community Services, 2015

BACR: set similarities with lower bounds and application to spatial trajectories.
Proceedings of the 23rd SIGSPATIAL International Conference on Advances in Geographic Information Systems, 2015

The Gaussian Bloom Filter.
Proceedings of the Database Systems for Advanced Applications, 2015

2014
Distributed privacy-preserving mean estimation.
Proceedings of the 2014 International Conference on Privacy and Security in Mobile Systems, 2014

Estimating crowd densities and pedestrian flows using wi-fi and bluetooth.
Proceedings of the 11th International Conference on Mobile and Ubiquitous Systems: Computing, 2014

Visual positioning systems - An extension to MoVIPS.
Proceedings of the 2014 International Conference on Indoor Positioning and Indoor Navigation, 2014

Homotopy and alternative routes in indoor navigation scenarios.
Proceedings of the 2014 International Conference on Indoor Positioning and Indoor Navigation, 2014

Analyzing the Deployment of Bitcoin's P2P Network under an AS-level Perspective.
Proceedings of the 5th International Conference on Ambient Systems, 2014

Indoor Location-Based Services - Prerequisites and Foundations
Springer, ISBN: 978-3-319-10699-1, 2014

2013
Node Wake-Up via OVSF-Coded Bloom Filters in Wireless Sensor Networks.
Proceedings of the Ad Hoc Networks - 5th International ICST Conference, 2013

2012
Ubiquitous Navigation: skalierbare ortsbezogene Dienste in Gebäuden.
PhD thesis, 2012

DualCodes: Backward Compatible Multi-layer 2D-Barcodes.
Proceedings of the Mobile and Ubiquitous Systems: Computing, Networking, and Services, 2012

Automated WLAN calibration with a backtracking particle filter.
Proceedings of the 2012 International Conference on Indoor Positioning and Indoor Navigation, 2012

2011
Indoor positioning using smartphone camera.
Proceedings of the 2011 International Conference on Indoor Positioning and Indoor Navigation, 2011

Selection and Ordering of Points-of-Interest in Large-Scale Indoor Navigation Systems.
Proceedings of the 35th Annual IEEE International Computer Software and Applications Conference, 2011

2010
Organisation of Indoor Navigation data from a data query perspective.
Proceedings of the Ubiquitous Positioning Indoor Navigation and Location Based Service, 2010

A Privacy-Enabled Architecture for Location-Based Services.
Proceedings of the Security and Privacy in Mobile Information and Communication Systems, 2010

A Workflow Definition Language for Business Integration of Mobile Devices.
Proceedings of the Mobile Wireless Middleware, Operating Systems, and Applications - Third International Conference, Mobilware 2010, Chicago, IL, USA, June 30, 2010

Re-Socializing Online Social Networks.
Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications, 2010


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