Georgios C. Manikis

Most-cited papers

1. Deep learning for diabetic retinopathy detection and classification based on fundus images: A review

   Nikos Tsiknakis, D. Theodoropoulos, Georgios C. Manikis, Emmanouil Ktistakis +6 more

   2021Comput. Biol. Medicine310 citations Open access

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2. Extending 2-D Convolutional Neural Networks to 3-D for Advancing Deep Learning Cancer Classification With Application to MRI Liver Tumor Differentiation

   Eleftherios Trivizakis, Georgios C. Manikis, K. Nikiforaki, K. Drevelegas +3 more

   2019IEEE journal of biomedical and health informatics132 citations

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3. Harmonization Strategies in Multicenter MRI-Based Radiomics

   Elisavet Stamoulou, C. Spanakis, Georgios C. Manikis, Georgia S. Karanasiou +5 more

   2022Journal of Imaging69 citations Open access

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4. An image analysis framework for the early assessment of hypertensive retinopathy signs

   Georgios C. Manikis, V. Sakkalis, Xenophon Zabulis, P. Karamaounas +4 more

   2011E-Health and Bioengineering Conference55 citations

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5. Multicenter DSC–MRI-Based Radiomics Predict IDH Mutation in Gliomas

   Georgios C. Manikis, Georgios S. Ioannidis, L. Siakallis, K. Nikiforaki +6 more

   2021Cancers45 citations Open access

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6. A machine learning-based pipeline for modeling medical, socio-demographic, lifestyle and self-reported psychological traits as predictors of mental health outcomes after breast cancer diagnosis: An initial effort to define resilience effects

   Konstantina D. Kourou, Georgios C. Manikis, P. Poikonen-Saksela, K. Mazzocco +11 more

   2021Comput. Biol. Medicine37 citations

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7. High-Grade Glioma Diffusive Modeling Using Statistical Tissue Information and Diffusion Tensors Extracted from Atlases

   A. Roniotis, Georgios C. Manikis, V. Sakkalis, M. Zervakis +2 more

   2012IEEE Transactions on Information Technology in Biomedicine36 citations Open access

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8. A segmentation-based method improving the performance of N4 bias field correction on T2weighted MR imaging data of the prostate.

   Aikaterini Dovrou, K. Nikiforaki, D. Zaridis, Georgios C. Manikis +5 more

   2023Magnetic Resonance Imaging35 citations Open access

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9. Radiomics and Machine Learning Can Differentiate Transient Osteoporosis from Avascular Necrosis of the Hip

   Shaimaa T Meerzah, Georgios C. Manikis, K. Nikiforaki, E. Vassalou +7 more

   2021Diagnostics35 citations Open access

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10. European Journal of Radiology Open Diffusion-weighted Mr Imaging of Pancreatic Cancer: a Comparison of Mono-exponential, Bi-exponential and Non-gaussian Kurtosis Models

    N. Kartalis, Georgios C. Manikis, L. Loizou, N. Albiin +4 more

    32 citations

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11. Simulating Radiotherapy Effect in High-Grade Glioma by Using Diffusive Modeling and Brain Atlases

    A. Roniotis, K. Marias, V. Sakkalis, Georgios C. Manikis +1 more

    2012Journal of Biomedicine and Biotechnology30 citations Open access

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12. Dissecting Tumor-Immune Microenvironment in Breast Cancer at a Spatial and Multiplex Resolution

    E. Tzoras, I. Zerdes, Nikos Tsiknakis, Georgios C. Manikis +4 more

    2022Cancers27 citations Open access

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13. Quantitative Identification of Functional Connectivity Disturbances in Neuropsychiatric Lupus Based on Resting-State fMRI: A Robust Machine Learning Approach

    N. Simos, S. Dimitriadis, E. Kavroulakis, Georgios C. Manikis +4 more

    2020Brain Science26 citations Open access

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14. Pollen Grain Classification Based on Ensemble Transfer Learning on the Cretan Pollen Dataset

    Nikos Tsiknakis, E. Savvidaki, Georgios C. Manikis, P. Gotsiou +4 more

    2022Plants21 citations Open access

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15. New Insights in the Era of Clinical Biomarkers as Potential Predictors of Systemic Therapy-Induced Cardiotoxicity in Women with Breast Cancer: A Systematic Review

    A. Alexandraki, E. Papageorgiou, Marina Zacharia, K. Keramida +22 more

    2023Cancers20 citations Open access

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16. Magnetization transfer imaging to assess tumour response after chemoradiotherapy in rectal cancer

    M. Martens, D. Lambregts, Nickolas Papanikolaou, Styliani Alefantinou +6 more

    2015European Radiology17 citations Open access

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17. Pollen Grain Classification using Geometrical and Textural Features

    Georgios C. Manikis, K. Marias, E. Alissandrakis, L. Perrotto +2 more

    2019International Symposium on Telecommunications16 citations

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18. Segmenting 20 Types of Pollen Grains for the Cretan Pollen Dataset v1 (CPD-1)

    Nikos Tsiknakis, E. Savvidaki, Sotiris Kafetzopoulos, Georgios C. Manikis +3 more

    2021Applied Sciences13 citations Open access

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19. Investigating the Role of Model-Based and Model-Free Imaging Biomarkers as Early Predictors of Neoadjuvant Breast Cancer Therapy Outcome

    E. Kontopodis, M. Venianaki, Georgios C. Manikis, K. Nikiforaki +5 more

    2019IEEE journal of biomedical and health informatics13 citations

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20. Classifier Fusion Approaches for Diagnostic Cancer Models

    I. Dimou, Georgios C. Manikis, M. Zervakis

    2006Annual International Conference of the IEEE Engineering in Medicine and Biology Society13 citations

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21. Diffusion Weighted Imaging in the Assessment of Tumor Grade in Endometrial Cancer Based on Intravoxel Incoherent Motion MRI

    E. Chryssou, Georgios C. Manikis, Georgios S. Ioannidis, V. Chaniotis +4 more

    2022Diagnostics11 citations Open access

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22. Machine Learning Classification of Neuropsychiatric Systemic Lupus Erythematosus patients using resting-state fMRI functional connectivity

    N. Simos, Georgios C. Manikis, E. Papadaki, E. Kavroulakis +2 more

    2019International Symposium on Telecommunications11 citations

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23. Diffusion Modelling Tool (DMT) for the analysis of Diffusion Weighted Imaging (DWI) Magnetic Resonance Imaging (MRI) data

    Georgios C. Manikis, K. Nikiforaki, N. Papanikolaou, K. Marias

    2016Computer Graphics International Conference11 citations

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24. Assessing Treatment Response Through Generalized Pharmacokinetic Modeling of DCE-MRI Data

    E. Kontopodis, G. Kanli, Georgios C. Manikis, S. van Cauter +1 more

    2015Cancer Informatics10 citations Open access

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25. Differentiating low from high-grade soft tissue sarcomas using post-processed imaging parameters derived from multiple DWI models.

    Georgios C. Manikis, K. Nikiforaki, E. Lagoudaki, E. de Bree +3 more

    2021European Journal of Radiology9 citations

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26. Personalized Mobile eHealth Services for Secure User Access Through a Multi Feature Biometric Framework

    Georgios C. Manikis, Marios Spanakis, Emmanouil G. Spanakis

    2019International Journal of Reliable and Quality E-Healthcare9 citations

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27. Diffusion weighted imaging in patients with rectal cancer: Comparison between Gaussian and non-Gaussian models

    Georgios C. Manikis, K. Marias, D. Lambregts, K. Nikiforaki +4 more

    2017PLoS ONE8 citations Open access

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28. Personalized prediction of one-year mental health deterioration using adaptive learning algorithms: a multicenter breast cancer prospective study

    Konstantina Kourou, Georgios C. Manikis, E. Mylona, P. Poikonen-Saksela +13 more

    2023Scientific Reports7 citations Open access

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29. Prediction of Poor Mental Health Following Breast Cancer Diagnosis Using Random Forests1

    E. Mylona, Konstantina D. Kourou, Georgios C. Manikis, H. Kondylakis +11 more

    2021Annual International Conference of the IEEE Engineering in Medicine and Biology Society7 citations

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30. A fully automated image analysis framework for quantitative assessment of temporal tumor changes

    Georgios C. Manikis, Dimitra Emmanouilidou, V. Sakkalis, N. Graf +1 more

    2011E-Health and Bioengineering Conference7 citations

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31. Aid of a machine learning algorithm can improve clinician predictions of patient quality of life during breast cancer treatments

    M. Nuutinen, Anna-Maria Hiltunen, Sonja Korhonen, Ira Haavisto +12 more

    2023Health technology6 citations Open access

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32. ComBat harmonization for multicenter MRI based radiomics features

    Elisavet Stamoulou, Georgios C. Manikis, M. Tsiknakis, K. Marias

    2021International Symposium on Telecommunications6 citations

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33. T2, T2* and spin coupling ratio as biomarkers for the study of lipomatous tumors.

    K. Nikiforaki, Georgios C. Manikis, E. Kontopodis, E. Lagoudaki +4 more

    2019Physica medica (Testo stampato)6 citations

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34. Clinical evaluation of DoctorEye platform in nephroblastoma

    R. David, N. Graf, Ioannis Karatzanis, H. Stenzhorn +4 more

    2012Proceedings of the 2012 5th International Advanced Research Workshop on In Silico Oncology and Cancer Investigation6 citations

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35. Computational Models for Predicting Resilience Levels of Women with Breast Cancer

    Konstantina D. Kourou, H. Kondylakis, L. Koumakis, Georgios C. Manikis +5 more

    2019IFMBE Proceedings5 citations

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36. DCE-MRI radiomics features for predicting breast cancer neoadjuvant therapy response

    E. Kontopodis, Georgios C. Manikis, Iraklis Skepasianos, K. Tzagkarakis +6 more

    2018International Symposium on Telecommunications5 citations

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37. Computational Modeling of Psychological Resilience Trajectories During Breast Cancer Treatment

    Georgios C. Manikis, R. Pat-Horenczyk, D. Fotiadis, M. Tsiknakis +9 more

    2019International Conferences on Biological Information and Biomedical Engineering4 citations

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38. Trajectories and Predictors of Depression After Breast Cancer Diagnosis: A 1-year longitudinal study

    E. Mylona, Konstantina Kourou, Georgios C. Manikis, H. Kondylakis +11 more

    2022Annual International Conference of the IEEE Engineering in Medicine and Biology Society3 citations

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39. Perfusion Magnetic Resonance as a Biomarker for Sorafenib-Treated Advanced Hepatocellular Carcinoma: A Pilot Study

    M. Campos, I. Candelária, Nickolas Papanikolaou, A. Simão +3 more

    2019GE: Portuguese Journal of Gastroenterology3 citations Open access

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40. Multi-Modal Medical Data Analysis Platform (3MDAP) for analysis and predictive modelling of cancer trial data

    Georgios C. Manikis, Evangelia Maniadi, M. Tsiknakis, K. Marias

    2014Proceedings of the 2014 6th International Advanced Research Workshop on In Silico Oncology and Cancer Investigation - The CHIC Project Workshop (IARWISOCI)3 citations

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41. Multiresolution Self-Supervised Feature Integration via Attention Multiple Instance Learning for Histopathology Analysis

    Nikos Tsiknakis, E. Tzoras, I. Zerdes, Georgios C. Manikis +5 more

    2023Annual International Conference of the IEEE Engineering in Medicine and Biology Society2 citations

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42. Quantitative Identification of Functional Connectivity Disturbances in Neuropsychiatric Lupus Based on Resting-State fMRI: A Robust Machine Learning Approach

    N. Simos, Stavros I. Dimitriadis, E. Kavroulakis, Georgios C. Manikis +4 more

    20232 citations

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43. Scale-Space DCE-MRI Radiomics Analysis Based on Gabor Filters for Predicting Breast Cancer Therapy Response

    Georgios C. Manikis, M. Venianaki, I. Skepasianos, G. Papadakis +4 more

    2019International Conferences on Biological Information and Biomedical Engineering2 citations

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44. Positive Association between Fibrous Dysplasia (FD) related 18F-NaF activity and Bone Turnover Markers (BTMs).

    G. Papadakis, Georgios C. Manikis, A. Karantanas, K. Marias +4 more

    20192 citations

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45. Classification of focal liver lesions based on histogram analysis of 3D pixel based ADC parametric maps

    K. Drevelegas, K. Nikiforaki, Georgios C. Manikis, K. Marias +5 more

    20172 citations

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46. Visualizing tumor environment with perfusion and diffusion MRI: Computational challenges

    K. Marias, K. Nikiforaki, Georgios C. Manikis, E. Kontopodis +1 more

    2016Computer Graphics International Conference2 citations

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47. A software prototype for the assessment of tumor treatment response using diffusion and perfusion MR imaging

    V. Sakkalis, Georgios C. Manikis, N. Papanikolaou, Ioannis Karatzanis +1 more

    2012Annual International Conference of the IEEE Engineering in Medicine and Biology Society2 citations

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48. Retinal Images Analyzer †

    P. Karamaounas, Georgios C. Manikis, Xenophon Zabulis

    20112 citations

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49. EchoRisk: A Multicentre Echocardiography Dataset and Benchmark for Cardio-Oncology

    G. Kalliatakis, G. Karanasiou, Georgios C. Manikis, M. Tsiknakis +9 more

    2026arXiv.org1 citations

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50. Predicting Quality of Life for Breast Cancer Patients *

    Christos Raspoptsis, Eugenia Mylona, Konstantina Kourou, Georgios C. Manikis +9 more

    20232023 IEEE EMBS International Conference on Biomedical and Health Informatics (BHI)1 citations

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