Search Results - "Feleki, Anna"

A Deep-Learning Approach for Diagnosis of Metastatic Breast Cancer in Bones from Whole-Body Scans by Papandrianos, Nikolaos, Papageorgiou, Elpiniki, Anagnostis, Athanasios, Feleki, Anna

“…(1) Background: Bone metastasis is one of the most frequent diseases in breast, lung and prostate cancer; bone scintigraphy is the primary imaging method of…”
Get full text

Deep learning exploration for SPECT MPI polar map images classification in coronary artery disease by Papandrianos, Nikolaos I., Apostolopoulos, Ioannis D., Feleki, Anna, Apostolopoulos, Dimitris J., Papageorgiou, Elpiniki I.

“…Objective The exploration and the implementation of a deep learning method using a state-of-the-art convolutional neural network for the classification of…”
Get full text

An Explainable Classification Method of SPECT Myocardial Perfusion Images in Nuclear Cardiology Using Deep Learning and Grad-CAM by Papandrianos, Nikolaos I., Feleki, Anna, Moustakidis, Serafeim, Papageorgiou, Elpiniki I., Apostolopoulos, Ioannis D., Apostolopoulos, Dimitris J.

“…Background: This study targets the development of an explainable deep learning methodology for the automatic classification of coronary artery disease,…”
Get full text

Explainable Deep Fuzzy Cognitive Map Diagnosis of Coronary Artery Disease: Integrating Myocardial Perfusion Imaging, Clinical Data, and Natural Language Insights by Feleki, Anna, Apostolopoulos, Ioannis D, Moustakidis, Serafeim, Papageorgiou, Elpiniki I, Papathanasiou, Nikolaos, Apostolopoulos, Dimitrios, Papandrianos, Nikolaos

“…Myocardial Perfusion Imaging (MPI) has played a central role in the non-invasive identification of patients with Coronary Artery Disease (CAD). Clinical…”
Get full text

Deep learning-enhanced nuclear medicine SPECT imaging applied to cardiac studies by Apostolopoulos, Ioannis D., Papandrianos, Nikolaos I., Feleki, Anna, Moustakidis, Serafeim, Papageorgiou, Elpiniki I.

“…Deep learning (DL) has a growing popularity and is a well-established method of artificial intelligence for data processing, especially for images and videos…”
Get full text

Deep Learning-Based Automated Diagnosis for Coronary Artery Disease Using SPECT-MPI Images by Papandrianos, Nikolaos, Feleki, Anna, Papageorgiou, Elpiniki, Martini, Chiara

“…(1) Background: Single-photon emission computed tomography (SPECT) myocardial perfusion imaging (MPI) is a long-established estimation methodology for medical…”
Get full text

AI-based classification algorithms in SPECT myocardial perfusion imaging for cardiovascular diagnosis: a review by Papandrianos, Nikolaos I., Apostolopoulos, Ioannis D., Feleki, Anna, Moustakidis, Serafeim, Kokkinos, Konstantinos, Papageorgiou, Elpiniki I.

“…In the last few years, deep learning has made a breakthrough and established its position in machine learning classification problems in medical image…”
Get full text

A Convolutional Neural Network-based explainable classification method of SPECT myocardial perfusion images in nuclear cardiology by Papandrianos, Nikolaos I., Feleki, Anna, Moustakidis, Serafeim, Papageorgiou, Elpiniki I.

“…This study targets on the development of an explainable Convolutional Neural Network (CNN) pipeline in the form of a handcrafted CNN to identify patients'…”
Get full text

Deep Fuzzy Cognitive Map methodology for Non-Small Cell Lung Cancer diagnosis based on Positron Emission Tomography imaging by Feleki, Anna, Apostolopoulos, Ioannis D., Papageorgiou, Elpiniki, Moustakidis, Serafeim, Papathanasiou, Nikolaos D., Apostolopoulos, Dimitris J., Kokkinos, Konstantinos, Papandrianos, Nikolaos

“…Non-Small Cell Lung Cancer (NSCLC) constitutes the major cause of cancer deaths worldwide in both men and women, accounting for approximately 85% of the total…”
Get full text

Development of Convolutional Neural Networkbased models for bone metastasis classification in nuclear medicine by Papandrianos, Nikolaos I., Papageorgiou, Elpiniki I., Anagnostis, Athanasios, Papageorgiou, Konstantinos, Feleki, Anna, Bochtis, Dionysis

“…Focusing on prostate cancer patients, this research paper addresses the problem of bone metastasis diagnosis, investigating the capabilities of convolutional…”
Get full text