Stefan Leyk

Orcid: 0000-0001-9180-4853

Affiliations:
  • University of Colorado, USA


According to our database1, Stefan Leyk authored at least 34 papers between 2004 and 2024.

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Bibliography

2024
Advances on the Global Human Settlement Layer by joint assessment of Earth Observation and population survey data.
Int. J. Digit. Earth, December, 2024

2023
Spatially explicit accuracy assessment of deep learning-based, fine-resolution built-up land data in the United States.
Int. J. Appl. Earth Obs. Geoinformation, September, 2023

Building spatio-temporal knowledge graphs from vectorized topographic historical maps.
Semantic Web, 2023

2022
Towards the automated large-scale reconstruction of past road networks from historical maps.
Comput. Environ. Urban Syst., 2022

Road network evolution in the urban and rural United States since 1900.
Comput. Environ. Urban Syst., 2022

Geospatial Modeling Approaches to Historical Settlement and Landscape Analysis.
ISPRS Int. J. Geo Inf., 2022

MTBF-33: A multi-temporal building footprint dataset for 33 counties in the United States (1900-2015).
CoRR, 2022

2021
Combining Remote-Sensing-Derived Data and Historical Maps for Long-Term Back-Casting of Urban Extents.
Remote. Sens., 2021

Global Harmonization of Urbanization Measures: Proceed with Care.
Remote. Sens., 2021

A Label Correction Algorithm Using Prior Information for Automatic and Accurate Geospatial Object Recognition.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

Guided Generative Models using Weak Supervision for Detecting Object Spatial Arrangement in Overhead Images.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020
Automatic alignment of contemporary vector data and georeferenced historical maps using reinforcement learning.
Int. J. Geogr. Inf. Sci., 2020

Exposing the urban continuum: implications and cross-comparison from an interdisciplinary perspective.
Int. J. Digit. Earth, 2020

Automated Extraction of Human Settlement Patterns From Historical Topographic Map Series Using Weakly Supervised Convolutional Neural Networks.
IEEE Access, 2020

An Automatic Approach for Generating Rich, Linked Geo-Metadata from Historical Map Images.
Proceedings of the KDD '20: The 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020

Building Linked Spatio-Temporal Data from Vectorized Historical Maps.
Proceedings of the Semantic Web - 17th International Conference, 2020

2018
Map Archive Mining: Visual-Analytical Approaches to Explore Large Historical Map Collections.
ISPRS Int. J. Geo Inf., 2018

Spatialising uncertainty in image segmentation using weakly supervised convolutional neural networks: a case study from historical map processing.
IET Image Process., 2018

Enhancing areal interpolation frameworks through dasymetric refinement to create consistent population estimates across censuses.
Int. J. Geogr. Inf. Sci., 2018

Building Linked Data from Historical Maps.
Proceedings of the Second Workshop on Enabling Open Semantic Science co-located with 17th International Semantic Web Conference, 2018

2017
A framework for radiometric sensitivity evaluation of medium resolution remote sensing time series data to built-up land cover change.
Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Automatic alignment of geographic features in contemporary vector data and historical maps.
Proceedings of the 1st Workshop on Artificial Intelligence and Deep Learning for Geographic Knowledge Discovery, 2017

2016
Exploiting temporal information in parcel data to refine small area population estimates.
Comput. Environ. Urban Syst., 2016

Assessing the impact of graphical quality on automatic text recognition in digital maps.
Comput. Geosci., 2016

2015
Understanding the Combined Impacts of Aggregation and Spatial Non-Stationarity: The Case of Migration-Environment Associations in Rural South Africa.
Trans. GIS, 2015

2014
A Survey of Digital Map Processing Techniques.
ACM Comput. Surv., 2014

2013
Modeling Ambiguity in Census Microdata Allocations to Improve Demographic Small Area Estimates.
Trans. GIS, 2013

Assessing the uncertainty of non-change in national-scale vegetation mapping using 3D wavelet transformed NDVI time series.
Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2011
Efficient and Robust Graphics Recognition from Historical Maps.
Proceedings of the Graphics Recognition. New Trends and Challenges, 2011

2010
Colors of the past: color image segmentation in historical topographic maps based on homogeneity.
GeoInformatica, 2010

2009
Segmentation of Colour Layers in Historical Maps Based on Hierarchical Colour Sampling.
Proceedings of the Graphics Recognition. Achievements, 2009

2006
Saliency and semantic processing: Extracting forest cover from historical topographic maps.
Pattern Recognit., 2006

2005
A Conceptual Framework for Uncertainty Investigation in Map-based Land Cover Change Modelling.
Trans. GIS, 2005

2004
A Predictive Uncertainty Model for Field-Based Survey Maps Using Generalized Linear Models.
Proceedings of the Geographic Information Science, Third International Conference, 2004


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