Big Data processing and Analytics – Multimodal Data Fusion and Analytics Group

Interactive Clustering through Deep Metric Learning: A Study on Loss Functions

N. Fasfalis, P. Kyriakidis, D. Chatzakou, T. Tsikrika, S. Vrochidis, I. Kompatsiaris, "Interactive Clustering through Deep Metric Learning: A Study on Loss Functions.", in Proceedings of the 18th ACM Web Science Conference (WebSci), Braunschweig, Germany, May 2026, pp. 1–11. DOI: 10.1145/3795766.3799766.

CyclOps: Leveraging Semantic Technologies for AI and Data Life Cycle Management and Governance

M. Caballero, A. Queralt, D. Calvanese, A. Oikonomidis, C. Muonagor, A. Abella, P. Campalani, B. Cogrel, G. Tassi, J. Palma, A. Barceló, S. Talebzadeh, R. Little, P. Oiz, F. Pérez, A. Kalafatelis, M. Font, S. Nadal, A. Nizamis, A. Jukan, S. M. Marotta, R. Simón-Carbajo, J. Conejero, D. Ordóñez, "CyclOps: Leveraging Semantic Technologies for AI and Data Life Cycle Management and Governance.", in Artificial Intelligence, Data and Robotics, E. Curry et al., Eds, Cham: Springer, 2026, pp. 403–432. https://doi.org/10.1007/978-3-032-10561-5_14

Enhancing Colorectal Cancer Prevention in Europe: Country-Level Data Fusion and Subgroup Analysis for Evidence-Based Policy Making

I. Sasilioglou, C. Maga-Nteve, T. Mavropoulos, S. Vrochidis, “Enhancing colorectal cancer prevention in Europe: Country-level data fusion and subgroup analysis for evidence-based policy making”, in Proceedings of the 9th International Conference on Computational Biology and Bioinformatics (ICCBB 2025), Tokyo, Japan, December 21–23, 2025, pp. 1–6. DOI: 10.1145/3789938.3789971.

Hybrid Deep Learning for Oil Spill Mapping: Leveraging Sentinel-2 and Foundation Models

C. G. E. Anagnostopoulos, K. Vlachos, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "Hybrid Deep Learning for Oil Spill Mapping Leveraging Sentinel-2 and Foundation Models", In Proceedings of the ESA Living Planet Symposium 2025, Vienna, Austria, 27 June 2025.

Enhancing Cardiac AI Explainability through Ontology-based Evaluation

N. Tsolakis, C. Maga-Nteve, S. Vrochidis, N. Bassiliades, G. Meditskos, "Enhancing Cardiac AI Explainability Through Ontology-Based Evaluation.", in Proceedings of the 15th International Conference on Information, Intelligence, Systems & Applications (IISA), Chania Crete, Greece, 2024, pp. 1-4. DOI: 10.1109/IISA62523.2024.10786663

Cross-domain Hate Speech Detection for Content Moderation in Greek Social Networks

N. Stylianou, T. Tsikrika, S. Vrochidis, I. Kompatsiaris, "Cross-domain Hate Speech Detection for Content Moderation in Greek Social Networks.", in Proceedings of the 23rd IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology, Bangkok, Thailand, December 9-12, 2024.

Towards Advanced Wildfire Analysis: A Siamese Network-Based Change Detection Approach through Self-Supervised Learning

D. Valsamis, A. Oikonomidis, C. Chatzichristaki, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "Towards Advanced Wildfire Analysis: A Siamese Network-Based Change Detection Approach through Self-Supervised Learning.", in Proceedings of the Content-based Multimedia Indexing (CBMI), Reykjavik, Iceland, 18-20 September 2024, pp. 1-7. DOI: 10.1109/CBMI62980.2024.10858874

Detection of Complex Formations in an Inland Lake from Sentinel-2 Images Using Atmospheric Corrections and a Fully Connected Deep Neural Network

D. F. Mantsis, A. Moumtzidou, I. Lioumbas, I. Gialampoukidis, A. Christodoulou, A. Mentes, S. Vrochidis, I. Kompatsiaris, "Detection of Complex Formations in an Inland Lake from Sentinel-2 Images Using Atmospheric Corrections and a Fully Connected Deep Neural Network.", Remote Sensing, vol. 16, no. 20, 2024. https://doi.org/10.3390/rs16203913

Forecasting Lakes’ Chlorophyll Concentrations Using Satellite Images and Generative Adversarial Networks, Water Resources Research.

N. Nagkoulis, G. Vasiloudis, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "Forecasting lakes' chlorophyll concentrations using satellite images and generative adversarial networks.", Water Resources Research, vol. 60, no. 10, October 2024. https://doi.org/10.1029/2024WR037138

MUDDAT: A Sentinel-2 Image-Based Muddy Water Benchmark Dataset for Environmental Monitoring

C. Psychalas, K. Vlachos, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "MUDDAT: A Sentinel-2 image-based muddy water benchmark dataset for environmental monitoring.", in Proceedings of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2024), Athens, Greece, 07-12 July 2024, pp. 2902-2907. DOI: 10.1109/IGARSS53475.2024.10642051

Evaluation of Explainable Artificial Intelligence methods in Language Learning Classification of Spanish Tertiary Education Students

G. Tzionis, G. Antzoulatos, P. Papaioannou, A. Mavropoulos, I. Gialampoukidis, M. González Burgos, S. Vrochidis, I. Kompatsiaris, M. Vlachopoulou, "Evaluation of Explainable Artificial Intelligence methods in Language Learning Classification of Spanish Tertiary Education Students.",in Proceedings of the International Conference on Interactive Mobile Communication, Technologies and Learning (IMCL 2023), Thessaloniki, Greece, November 9, 2023.

Towards a Paradigm Shift on Mapping Muddy Waters with Sentinel-2 Using Machine Learning

C. Psychalas, K. Vlachos, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "Towards a Paradigm Shift on Mapping Muddy Waters with Sentinel-2 Using Machine Learning.", Sustainability, vol. 15, no. 18, September 2023. https://doi.org/10.3390/su151813441

WQEMS platform for inland surface water bodies’ monitoring: serving user communities and supporting expert analyses

M. G. Scarpino, M. Matera, P. Bauer, I. Manakos, A. Kita, K. Vlachos, A. Bozas, I. Serral, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis,"WQEMS platform for inland surface water bodies' monitoring: serving user communities and supporting expert analyses", in Proceedings of the Ninth International Conference on Remote Sensing and Geoinformation of the Environment (RSCy2023), vol. 1278615, SPIE, Ayia Napa, Cyprus, 3-5 April, 2023.

“WQeMS Platform for Insland and Surface Water Bodies’ Monitoring: Serving User Communities and Supporting Experts’ Analyses”

G. Scarpino, M. Matera, P. Bauer, I. Manakos, A. Kita, K. Vlachos, A. Bozas, I. Serral, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, "WQeMS Platform for Insland and Surface Water Bodies' Monitoring: Serving User Communities and Supporting Experts' Analyses.", in Proceedings of the Ninth International Conference on Remote Sensing and Geoinformation of Environment, Cyprus, 3-5 April, 2023.

TOWARDS A PARADIGM SHIFT ON MAPPING MUDDY WATERS IN WATER RESERVOIRS WITH SENTINEL-2 USING MACHINE LEARNING

K. Vlachos, C. Psychalas, A. Moumtzidou, I. Gialampoukidis, S. Vrochidis, I. Kompatsiaris, "TOWARDS A PARADIGM SHIFT ON MAPPING MUDDY WATERS IN WATER RESERVOIRS WITH SENTINEL-2 USING MACHINE LEARNING.", in Proceedings of the Ninth International Conference on Remote Sensing and Geoinformation of the Environment (RSCy2023), Ayia Napa, Cyprus, 3-5 April, 2023. (Poster)