Publications
2024
- Optimizing Melanoma Prognosis Through Synergistic Preprocessing and Deep Learning Architecture for Dermoscopic Thickness PredictionNikolaos Ntampakis, Konstantinos Diamantaras, Konstantinos Goulianas, Ioanna Chouvarda, Vasileios Argyriou, Panagiotis Sarigiannidisdoi: https://doi.org/10.1007/978-3-031-66958-3_24
- Methodological Explainability Evaluation of an Interpretable Deep Learning Model for Post-Hepatectomy Liver Failure Prediction Incorporating Counterfactual Explanations and Layerwise Relevance Propagation: A Prospective In Silico TrialXian Zhong, Zohaib Salahuddin, Yi Chen, Henry C Woodruff, Haiyi Long, Jianyun Peng, Nuwan Udawatte, Roberto Casale, Ayoub Mokhtari, Xiaoer Zhang, Jiayao Huang, Qingyu Wu, Li Tan, Lili Chen, Dongming Li, Xiaoyan Xie, Manxia Lin, Philippe Lambindoi: arXiv:2408.03771
- Introducing SPINE: A Holistic Approach to Synthetic Pulmonary Imaging Evaluation through End-to-End Data and Model ManagementNikolaos Ntampakis, Vasileios Argyriou, Konstantinos Diamantaras, Konstantinos Goulianas, Panagiotis Sarigiannidis, Ilias Siniosogloudoi: 10.1109/OJEMB.2024.3426910
- Enhancing Performance for Highly Imbalanced Medical Data via Data Regularization in a Federated Learning SettingGeorgios Tsoumplekas, Ilias Siniosoglou, Vasileios Argyriou, Ioannis D. Moscholios, Panagiotis Sarigiannidisdoi: https://doi.org/10.48550/arXiv.2405.20430
- Generative AI for Synthetic Data Across Multiple Medical Modalities: A Systematic Review of Recent Developments and ChallengesMahmoud Ibrahim, Yasmina Al Khalil, Sina Amirrajab, Chang Sun, Marcel Breeuwer, Josien Pluim, Bart Elen, Gokhan Ertaylan, Michel Dumontierdoi: https://doi.org/10.48550/arXiv.2407.00116
- A Blockchain-Based Approach for Model Card Accountability and Regulatory ComplianceVisara Urovi; Ankur Lohachabdoi: https://doi.org/10.1007/978-3-031-61003-5_4
2023
- Predicting the Onset of Dementia in Initially Healthy Individuals Using Demographic and Clinical DataNikolaos Ntampakis; Konstantinos Diamantaras; Konstantinos Goulianas; Ioanna Chouvardadoi: 10.1109/BIBE60311.2023.00066
- AI Deployment in Medical Devices-Ethical and Regulaltory Reflections, Beyond Data Protection and Bias – EU perspectiveTomasz Braun; Dominika Ewa Harasimiukdoi: 10.1109/CIBCB56990.2023.10264892
- Deep Learning of Multimodal Ultrasound: Stratifying the Response to Neoadjuvant Chemotherapy in Breast Cancer Before TreatmentJionghui Gu, Xian Zhong, Chengyu Fang, Wenjing Lou, Peifen Fu, Henry C Woodruff, Baohua Wang, Tianan Jiang, Philippe Lambindoi: https://doi.org/10.1093/oncolo/oyad227
- User acceptability of blockchain technology for enabling electronic health record exchangeLilly Marie Baltruschat, Vikas Jaiman, Visara Urovidoi: https://doi.org/10.1108/JSIT-09-2022-0225