Investigation of the impact of dimensionality reduction and feature selection on the classification of hyperspectral EnMAP data. - Sina Keller; Andreas Ch. Braun; Stefan Hinz; Martin Weinmann (WHISPERS, 2016)

Introducing a Framework of Self-Organizing Maps for Regression of Soil Moisture with Hyperspectral Data. - Felix M. Riese; Sina Keller (IGARSS, 2018)

Machine Learning Regression on Hyperspectral Data to Estimate Multiple Water Parameters. - Philipp M. Maier; Sina Keller (WHISPERS, 2018)

Fusion of Hyper Spectral and Ground Penetrating Radar Data to Estimate Soil Moisture. - Felix M. Riese; Sina Keller (WHISPERS, 2018)

Fusion of hyperspectral and ground penetrating radar to estimate soil moisture. - Felix M. Riese; Sina Keller (CoRR, 2018)

Is it possible to retrieve soil-moisture content from measured VNIR hyperspectral data? - Sina Keller; Felix M. Riese; Johanna Stötzer; Philipp M. Maier; Stefan Hinz (CoRR, 2018)

Unsupervised Feature Selection Based on Ultrametricity and Sparse Training Data: A Case Study for the Classification of High-Dimensional Hyperspectral Data. - Patrick Erik Bradley; Sina Keller; Martin Weinmann (Remote. Sens., 2018)

Fuzzy Estimation of Link Travel Time from a Digital Elevation Model and Road Hierarchy Level. - Johanna Stötzer; Sven Wursthorn; Sina Keller (GISTAM, 2019)

Combining a social science approach and GIS-based simulation to analyse evacuation in natural disasters: A case study in the Chilean community of Talcahuano. - Susanne Kubisch; Johanna Stötzer; Sina Keller; Maria T. Bull; Andreas Braun (ISCRAM, 2019)

Application Of Different Simulated Spectral Data And Machine Learning To Estimate The Chlorophyll A Concentration Of Several Inland Waters. - Philipp M. Maier; Sina Keller (WHISPERS, 2019)

Soil Texture Classification with 1D Convolutional Neural Networks based on Hyperspectral Data. - Felix M. Riese; Sina Keller (CoRR, 2019)

SUSI: Supervised Self-Organizing Maps for Regression and Classification in Python. - Felix M. Riese; Sina Keller (CoRR, 2019)

Estimating Chlorophyll a Concentrations of Several Inland Waters with Hyperspectral Data and Machine Learning Models. - Philipp M. Maier; Sina Keller (CoRR, 2019)

Multi-Parameter Estimation of Average Speed in Road Networks Using Fuzzy Control. - Johanna Guth; Sven Wursthorn; Sina Keller (ISPRS Int. J. Geo Inf., 2020)

Machine Learning Framework for the Estimation of Average Speed in Rural Road Networks with OpenStreetMap Data. - Sina Keller; Raoul Gabriel; Johanna Guth (ISPRS Int. J. Geo Inf., 2020)

Supervised and Semi-Supervised Self-Organizing Maps for Regression and Classification Focusing on Hyperspectral Data. - Felix M. Riese; Sina Keller; Stefan Hinz (Remote. Sens., 2020)

Optical Remote Sensing for Glacier Monitoring with Respect to Different Snow and Ice Types: A Case Study for the Southern Patagonian Icefield. - Janine Florath; Sina Keller; Guido Staub; Martin Weinmann (WHISPERS, 2021)

Deep Learning with WASI Simulation Data for Estimating Chlorophyll a Concentration of Inland Water Bodies. - Philipp M. Maier; Sina Keller; Stefan Hinz (Remote. Sens., 2021)

Deep Learning for Land Cover Change Detection. - Oliver Sefrin; Felix M. Riese; Sina Keller (Remote. Sens., 2021)

Advancing Ground-Based Radar Processing for Bridge Infrastructure Monitoring. - Chris Michel; Sina Keller (Sensors, 2021)

Evaluation Of Transformers And Convolutional Neural Networks For High-Dimensional Hyperspectral Soil Texture Classification. - L. Kühnlein; Sina Keller (WHISPERS, 2022)

Supervised Machine Learning Approaches on Multispectral Remote Sensing Data for a Combined Detection of Fire and Burned Area. - Janine Florath; Sina Keller (Remote. Sens., 2022)

Glacier Monitoring Based on Multi-Spectral and Multi-Temporal Satellite Data: A Case Study for Classification with Respect to Different Snow and Ice Types. - Janine Florath; Sina Keller; Rodrigo Abarca-del-Río; Stefan Hinz; Guido Staub; Martin Weinmann (Remote. Sens., 2022)

Assessing Important Uncertainty Influences of Ground-Based Radar for Bridge Monitoring. - Chris Michel; Sina Keller (IEEE Geosci. Remote. Sens. Lett., 2024)

Road Accessibility during Natural Hazards Based on Volunteered Geographic Information Data and Network Analysis. - Janine Florath; Jocelyn Chanussot; Sina Keller (ISPRS Int. J. Geo Inf., 2024)

Machine Learning for Identifying Potential Photovoltaic Installations on Parking Areas. - Frederick Kistner; Sina Keller (GISTAM, 2025)