Eugenia Mylona

National Technical University of Athens — Greece

Medicine · Health Sciences

21h-index1.7kcitations94works14.52yr avg
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Research Topics

Prostate Cancer Diagnosis and Treatment(28), Radiomics and Machine Learning in Medical Imaging(14), Advanced Radiotherapy Techniques(13), Advanced Neural Network Applications(12), Medical Imaging and Analysis(11)

Publications93 total

Utilizing synthetic data for privacy-preserving AI modeling in radiomics: a case study <sup>*</sup>
2025
Soft Annotations versus Pixel-Based Segmentation Masks of Prostate Anatomies: The Effect of Annotation Type on Radiomics
2025
Texture Preserving Deep Learning-Based Noise Reduction for Anatomical Magnetic Resonance Images and its Impact on Imaging Features
2025
Ocular Manifestations in Atypical Hemolytic Uremic Syndrome Treated With Ravulizumab: A Case Report and Review of the Literature
Cureus·2025· 1 citedOpen Access
Superior Division Oculomotor Nerve Palsy and Diabetes Mellitus: A Case Report
Cureus·2025· 1 citedOpen Access
Large-Scale Radiomics Analysis for Prostate Cancer Detection Harnessing Machine and Deep Learning Models
2025· 1 cited
Simplatab: An Automated Machine Learning Framework for Radiomics-Based Bi-Parametric MRI Detection of Clinically Significant Prostate Cancer
Bioengineering·2025· 4 citedOpen Access
Synergistic effects of distinct arabinofuranosidase specificities in lignocellulose degradation by different hemicellulases
International Journal of Biological Macromolecules·2025· 3 citedOpen Access
The Causal Effect of Personality Traits on the Mental Health in Breast Cancer Patients Under the Occurrence of Negative Life Events
Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering·2025
Optimizing radiomics for prostate cancer diagnosis: feature selection strategies, machine learning classifiers, and MRI sequences
Insights into Imaging·2024· 24 citedOpen Access
Spatial Attention-Enhanced Encoder-Decoder Network for Accurate Segmentation of the Prostate’s Transition Zone
2024
Synthetic data generation methods in healthcare: A review on open-source tools and methods
Computational and Structural Biotechnology Journal·2024· 152 citedOpen Access
ProLesA-Net: A multi-channel 3D architecture for prostate MRI lesion segmentation with multi-scale channel and spatial attentions
Patterns·2024· 2 citedOpen Access
ResQu-Net: Effective prostate’s peripheral zone segmentation leveraging the representational power of attention-based mechanisms
Biomedical Signal Processing and Control·2024· 5 cited
Assessing the Robustness of nnU-Net in the Detection of Prostate Lesions via Bi-Parametric MRI
2023· 1 cited
Transi-Net: An Explainable Deep Learning Model Ensemble For Prostate's Transition Zone Segmentation
2023
A FIRST PILOT EXPERIMENT FOR REPEATABILITY OF VOXEL-BASED ANALYSIS PIPELINE IN RADIATION ONCOLOGY
Physica Medica·2023
Predicting Quality of Life for Breast Cancer Patients <sup>*</sup>
2023
Well‐being trajectories in breast cancer and their predictors: A machine‐learning approach
Psycho-Oncology·2023· 4 citedOpen Access
CN64 Assessment of depression among lung cancer patients with type 2 diabetes using centre for epidemiologic studies depression scale (CES-D)
Annals of Oncology·2023· 1 citedOpen Access
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Frequent Co-authors

Kostas Marias(14), Dimitrios I. Zaridis(13), Nikolaos S. Tachos(13), L. Nakopoulou(13), Oscar Acosta(12), Manolis Tsiknakis(12), R. de Crevoisier(11), Ioanna Giannopoulou(10), Dimitrios I. Fotiadis(8), Dimitrios I. Fotiadis(7), Antonios Keramopoulos(7), Vasileios C. Pezoulas(5), A. Barateau(4), C. Lafond(4), Alexandros Nomikos(4), S. Markaki(4), Stéphane Supiot(4), Georgios C. Manikis(4), Charalampos Kalantzopoulos(4), Κωνσταντίνα Κούρου(4)