Publications

Research Publications

AI, computer vision and data security research by Oleksandr Melnychenko and Pavlo Radiuk. Method summaries, evaluation context and links to original publications.

All Publications
49Publications
25Journal Articles
22Conference Papers

All Publications

Found 5 of 49 publications
Conference Papers
2026

Intelligent Information System for Knowledge Integration into Artificial Intelligence Models

Oleksandr Chaban, Eduard Manziuk, Pavlo Radiuk, Elena Zaitseva, Olena Markevych

AdvAIT 2025 · CEUR Workshop Proceedings 4163
Medical ImagingKnowledge IntegrationCardiac MRIInteroperability
Conference Papers
2025

EMTKD at the Edge: An Adaptive Multi-Teacher Knowledge Distillation for Robust Cardiac MRI Classification

Oleksandr Chaban, Eduard Manziuk, Olena Markevych, Sergii Petrovskyi, Pavlo Radiuk

doors 2025 · CEUR Workshop Proceedings 3943
Knowledge DistillationCardiac MRIEdge ComputingDomain Adaptation
Journal Articles
2025DOI

Method of Adaptive Knowledge Distillation from Multi-Teacher to Student Deep Learning Models

Oleksandr Chaban, Eduard Manziuk, Pavlo Radiuk

Journal of Edge Computing 4(2), 159-178
Knowledge DistillationMulti-TeacherDeep LearningModel Compression+1
Journal Articles
2024DOI

Toward Explainable Deep Learning in Healthcare through Transition Matrix and User-Friendly Features

Oleksander Barmak, Iurii Krak, Sergiy Yakovlev, Eduard Manziuk, Pavlo Radiuk, Vladislav Kuznetsov

Frontiers in Artificial Intelligence 7, 1482141
Explainable AIHealthcareDeep LearningUser-Friendly+1
Conference Papers
2024DOI

Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images

Eduard Manziuk, Olexander Barmak, Iurii Krak, Nataliia Petliak, Zhenzhen Jin, Pavlo Radiuk

ISDMCI 2024
Brain TumorMRIExplainable AIMedical Imaging+1