CORONARY ARTERY DISEASE DIAGNOSIS USING MYOCARDIAL PERFUSION IMAGING POLAR MAPS AND DEEP LEARNING METHODS
Clinical validation of the EMERALD’s MDSS t the University Hospital of Patras On April 1st, 2025, the developed Medical Decision Support System (MDSS) was clinically validated at the University Hospital…
A Review on SPECT Myocardial Perfusion Imaging Attenuation Correction using Deep Learning Abstract Attenuation correction (AC) is an essential process in Single Photon Emission Computed Tomography (SPECT) myocardial perfusion imaging…
Between Two Worlds: Investigating the Intersection of Human Expertise and Machine Learning in the Case of Coronary Artery Disease Diagnosis
Explainable deep fuzzy cognitive map diagnosis of coronary artery disease: Integrating myocardial perfusion imaging, clinical data, and natural language insights
Innovative attention-based explainable feature-fusion VGG19 network for characterising Myocardial Perfusion Imaging SPECT Polar Maps in patients with suspected Coronary Artery Disease
Classification Models for Assessing Coronary Artery Disease Instances Using Clinical and Biometric Data: A man-in-the-loop approach
Uncovering the Black Box of Coronary Artery Disease Diagnosis: The Significance of Explainability in Predictive Models
AI-based classification algorithms in SPECT myocardial perfusion imaging for cardiovascular diagnosis: A review
An explainable classification method of SPECT myocardial perfusion images in nuclear cardiology using deep learning and Grad-Cam
Advanced fuzzy cognitive maps: state space and rule-based methodology for coronary artery disease detection
Automatic characterization of myocardial perfusion imaging polar maps employing deep learning and data augmentation
Multi-Input Deep Learning Approach for Cardiovascular Disease Diagnosis using Myocardial Perfusion Imaging and Clinical Data
Non – invasive modelling methodology for the diagnosis of coronary artery disease using fuzzy cognitive maps
Fuzzy Cognitive Explainable Analytics for Translating Model Complexity in Nuclear Medical Diagnosis (EMERALD) EMERALD takes a unique, holistic approach to patient-specific predictive modeling and MDSS development by extracting and integrating knowledge…