Radiomics in medical imaging—“how-to” guide and critical reflection

JE Van Timmeren, D Cester, S Tanadini-Lang… - Insights into …, 2020 - Springer
Radiomics is a quantitative approach to medical imaging, which aims at enhancing the
existing data available to clinicians by means of advanced mathematical analysis. Through …

Image-based cardiac diagnosis with machine learning: a review

C Martin-Isla, VM Campello, C Izquierdo… - Frontiers in …, 2020 - frontiersin.org
Cardiac imaging plays an important role in the diagnosis of cardiovascular disease (CVD).
Until now, its role has been limited to visual and quantitative assessment of cardiac structure …

Multiparametric cardiovascular magnetic resonance approach in diagnosing, monitoring, and prognostication of myocarditis

C Eichhorn, S Greulich, C Bucciarelli-Ducci… - Cardiovascular …, 2022 - jacc.org
Myocarditis represents the entity of an inflamed myocardium and is a diagnostic challenge
caused by its heterogeneous presentation. Contemporary noninvasive evaluation of patients …

[HTML][HTML] Introduction to radiomics for a clinical audience

C McCague, S Ramlee, M Reinius, I Selby, D Hulse… - Clinical Radiology, 2023 - Elsevier
Radiomics is a rapidly developing field of research focused on the extraction of quantitative
features from medical images, thus converting these digital images into minable, high …

Artificial intelligence in cardiology—a narrative review of current status

G Koulaouzidis, T Jadczyk, DK Iakovidis… - Journal of Clinical …, 2022 - mdpi.com
Artificial intelligence (AI) is an integral part of clinical decision support systems (CDSS),
offering methods to approximate human reasoning and computationally infer decisions …

Cardiovascular disease diagnosis from DXA scan and retinal images using deep learning

HRH Al-Absi, MT Islam, MA Refaee, MEH Chowdhury… - Sensors, 2022 - mdpi.com
Cardiovascular diseases (CVD) are the leading cause of death worldwide. People affected
by CVDs may go undiagnosed until the occurrence of a serious heart failure event such as …

Cardiovascular magnetic resonance in myocarditis

CL Polte, E Bobbio, E Bollano, N Bergh, C Polte… - Diagnostics, 2022 - mdpi.com
Myocarditis is an inflammatory disease of the myocardium, and its diagnosis remains
challenging owing to a varying clinical presentation and broad spectrum of underlying …

Cardiac CT and MRI radiomics: systematic review of the literature and radiomics quality score assessment

A Ponsiglione, A Stanzione, R Cuocolo, R Ascione… - European …, 2022 - Springer
Objective To systematically review and evaluate the methodological quality of studies using
magnetic resonance imaging (MRI) and computed tomography (CT) radiomics for cardiac …

Present and future innovations in AI and cardiac MRI

MA Morales, WJ Manning, R Nezafat - Radiology, 2024 - pubs.rsna.org
Cardiac MRI is used to diagnose and treat patients with a multitude of cardiovascular
diseases. Despite the growth of clinical cardiac MRI, complicated image prescriptions and …

The applications of artificial intelligence in cardiovascular magnetic resonance—a comprehensive review

A Argentiero, G Muscogiuri, MG Rabbat… - Journal of Clinical …, 2022 - mdpi.com
Cardiovascular disease remains an integral field on which new research in both the
biomedical and technological fields is based, as it remains the leading cause of mortality …