Remote Sensing Techniques for Soil Organic Carbon Estimation: A Review. - Theodora Angelopoulou; Nikolaos Tziolas; Athanasios Balafoutis; George C. Zalidis; Dionysis Bochtis (Remote. Sens., 2019)

Improved Estimations of Nitrate and Sediment Concentrations Based on SWAT Simulations and Annual Updated Land Cover Products from a Deep Learning Classification Algorithm. - Nikiforos Samarinas; Nikolaos Tziolas; George C. Zalidis (ISPRS Int. J. Geo Inf., 2020)

Employing a Multi-Input Deep Convolutional Neural Network to Derive Soil Clay Content from a Synergy of Multi-Temporal Optical and Radar Imagery Data. - Nikolaos Tziolas; Nikolaos L. Tsakiridis; Eyal Ben-Dor; John B. Theocharis; George C. Zalidis (Remote. Sens., 2020)

Cropland Topsoil Properties Mapping by Applying a Machine Learning Algorithm to Open Access Copernicus Data. - Nikolaos Tziolas; Nikolaos L. Tsakiridis; George C. Zalidis (IGARSS, 2021)

Earth Observation Data-Driven Cropland Soil Monitoring: A Review. - Nikolaos Tziolas; Nikolaos L. Tsakiridis; Sabine Chabrillat; José Alexandre Melo Demattê; Eyal Ben-Dor; Asa Gholizadeh; George C. Zalidis; Bas van Wesemael (Remote. Sens., 2021)

Assessment of soil quality indicators using novel Earth observation technologies and computational intelligence methodologies - Nikolaos Tziolas (2022)

Monitoring Soil Properties Using EnMAP Spaceborne Imaging Spectroscopy Mission. - Sabine Chabrillat; Robert Milewski; Kathrin J. Ward; Saskia Foerster; Stéphane Guillaso; Christopher Loy; Eyal Ben-Dor; Nikolaos Tziolas; Thomas Schmid 001; Bas van Wesemael; José Alexandre Melo Demattê (IGARSS, 2023)

The Greek Soil Data Cube in Support of Generating Soil Related Analysis Ready Data. - Eleni Kalopesa; Nikolaos L. Tsakiridis; Giorgos Boletos; Nikolaos Tziolas; George C. Zalidis (IGARSS, 2023)

Topsoil Organic Carbon Estimations in Greece Via Deep Learning and Open Earth Observation Data. - Stylianos Kokkas; Nikolaos L. Tsakiridis; Nikolaos Tziolas; Konstantinos Karyotis; Nikiforos Samarinas; George C. Zalidis (IGARSS, 2023)

Simulation of Spectral Disturbance Effects for Improvement of Soil Property Estimation. - Robert Milewski; Asmaa Abdelbaki; Sabine Chabrillat; Nikolaos Tziolas; Bas van Wesemael; Stéphane Jacquemoud (IGARSS, 2023)

Estimation of Sugar Content in Wine Grapes via In Situ VNIR-SWIR Point Spectroscopy Using Explainable Artificial Intelligence Techniques. - Eleni Kalopesa; Konstantinos Karyotis; Nikolaos Tziolas; Nikolaos L. Tsakiridis; Nikiforos Samarinas; George C. Zalidis (Sensors, 2023)

On-Site Soil Monitoring Using Photonics-Based Sensors and Historical Soil Spectral Libraries. - Konstantinos Karyotis; Nikolaos L. Tsakiridis; Nikolaos Tziolas; Nikiforos Samarinas; Eleni Kalopesa; Periklis Chatzimisios; George C. Zalidis (Remote. Sens., 2023)

Synergistic Use of Earth Observation Driven Techniques to Support the Implementation of Water Framework Directive in Europe: A Review. - Nikiforos Samarinas; Marios G. Spiliotopoulos; Nikolaos Tziolas; Athanasios G. Loukas (Remote. Sens., 2023)

In situ grape ripeness estimation via hyperspectral imaging and deep autoencoders. - Nikolaos L. Tsakiridis; Nikiforos Samarinas; Stylianos Kokkas; Eleni Kalopesa; Nikolaos Tziolas; George C. Zalidis (Comput. Electron. Agric., 2023)

Synergistic Use of Low-Cost Nir Scanner and Geospatial Covariates to Enhance Soil Organic Carbon Predictions Using Dual Input Deep Learning Techniques. - Ioannis Gallios; Nikolaos Tziolas (IGARSS, 2024)

Evaluation of EnMAP Imagery for Accurate Topsoil Estimation in Mediterranean Agricultural Regions. - Robert Milewski; Sabine Chabrillat; Nikolaos L. Tsakiridis; Nikolaos Tziolas; Thomas Schmid 001 (IGARSS, 2024)

Digital Mapping of Soil Organic Carbon Using Drone Remote Sensing. - Sam Ottoy; Konstantinos Karyotis; Eleni Kalopesa; Koenraad Van Meerbeek; Joanna Nedelkou; Theodoros Gkrimpizis; Alain De Vocht; George C. Zalidis; Nikolaos Tziolas (IGARSS, 2024)

SSL-SoilNet: A Hybrid Transformer-Based Framework With Self-Supervised Learning for Large-Scale Soil Organic Carbon Prediction. - Nafiseh Kakhani; Moien Rangzan; Ali Jamali; Sara Attarchi; Seyed Kazem Alavipanah; Michael Mommert; Nikolaos Tziolas; Thomas Scholten (IEEE Trans. Geosci. Remote. Sens., 2024)

Soil organic carbon estimation using spaceborne hyperspectral composites on a large scale. - Xiangyu Zhao 002; Zhitong Xiong; Paul Karlshöfer; Nikolaos Tziolas; Martin Wiesmeier; Uta Heiden; Xiao Xiang Zhu 001 (Int. J. Appl. Earth Obs. Geoinformation, 2025)