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 Publications49Publications
25Journal Articles
22Conference Papers
All Publications
Found 19 of 49 publications
Automated Synthesis of Hierarchical Deep Learning Cascades for Identifying Visually Similar Objects in UAV Imagery
Technologies 14(6), 360Deep LearningHierarchical ClassificationUAVComputer Vision
Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach
Machine Learning and Knowledge Extraction 8(4), 92Explainable AITransition MatricesLie GroupsDeep Learning
DyTAM: Accelerating Wind Turbine Inspections with Dynamic UAV Trajectory Adaptation
Energies 18(7), 1823Wind TurbineUAVTrajectory AdaptationDynamic Inspection+1
Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning
Technologies 13(1), 34ECGArrhythmiaExplainable AICNN+2
Method of Adaptive Knowledge Distillation from Multi-Teacher to Student Deep Learning Models
Journal of Edge Computing 4(2), 159-178Knowledge DistillationMulti-TeacherDeep LearningModel Compression+1
Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization
Machine Learning and Knowledge Extraction 7(3), 81UAVGeo-LocalizationLandmark DetectionDeep Learning+1
Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery
Drones 9(11), 743UAVTarget IdentificationHierarchical LearningDeep Learning+1
Feature Computation Procedure for Fake News Detection: An LLM-Based Extraction Approach
IntelITSIS 2025Fake NewsLLMFeature ExtractionNLP+1
Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning
Sensors 24(6), 1913Fruit DetectionMulti-UAVDeep LearningYOLOv5+2
Thermal and RGB Images Work Better Together in Wind Turbine Damage Detection
International Journal of Computing 23(4), 526-535Wind TurbineThermal ImagingRGBImage Fusion+2
Precision Slicing for Enhanced Defect Detection in High-Resolution Wind Turbine Blade Imagery
ICyberPhyS 2024Wind TurbineDefect DetectionImage SlicingHigh Resolution+1
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices
Mathematics 12(7), 1024Explainable AIVisual AnalyticsTransition MatricesDeep Learning+1
Toward Explainable Deep Learning in Healthcare through Transition Matrix and User-Friendly Features
Frontiers in Artificial Intelligence 7, 1482141Explainable AIHealthcareDeep LearningUser-Friendly+1
Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images
ISDMCI 2024Brain TumorMRIExplainable AIMedical Imaging+1
Methods of collection, recognition and processing of images obtained using UAVs for detection of specified objects
UAVObject DetectionDeep LearningImage Processing+1
Robust R-peak Detection using Deep Learning based on Integrating Domain Knowledge
IDDM 2023ECGR-peak DetectionDeep LearningDomain Knowledge+1
A Novel Feature Vector for ECG Classification using Deep Learning
IntelITSIS 2023ECGFeature VectorDeep LearningClassification+1
Convolutional Neural Network for Parking Slots Detection
IntelITSIS 2022Parking DetectionCNNComputer VisionSmart Cities+1
Applying 3D U-Net Architecture to the Task of Multi-Organ Segmentation in Computed Tomography
Applied Computer Systems 25(1), 43-503D U-NetOrgan SegmentationCTMedical Imaging+1