Image-based cardiac diagnosis with machine learning: a review

C Martin-Isla, VM Campello, C Izquierdo… - … in cardiovascular …, 2020 - frontiersin.org
review in detail various achievements in the diagnosis of a wide range of cardiac diseases
using image-based … Statistics about the conducted literature review can be seen in Figure 7. …

Machine learning based heart disease diagnosis using non-invasive methods: A review

N Kumar, D Kumar - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
Machine learning methodologies used in diagnosis of heart diseases In this section
various models and methods that are pertaining to machine learning … ultrasound image-based

Machine learning-based coronary artery disease diagnosis: A comprehensive review

R Alizadehsani, M Abdar, M Roshanzamir… - Computers in biology …, 2019 - Elsevier
… Moreover, image-based detection techniques are costly and not applicable for screening
large populations, especially in developing countries. Due to these shortcomings and the life-…

[HTML][HTML] Machine learning models for image-based diagnosis and prognosis of COVID-19: Systematic review

M Montazeri, R ZahediNasab, A Farahani… - JMIR medical …, 2021 - medinform.jmir.org
… In this study, we reviewed 44 studies related to the diagnosis and prognosis of COVID-19
that used advanced machine learning techniques based on clinical images to diagnose COVID…

Cardiac function review by machine learning approaches

I Lakshmi - Image Processing for Automated Diagnosis of Cardiac …, 2021 - Elsevier
cardiology. More specifically, clinical indices derived from CMR images assist in assessing
heart function and anatomy, from which clinicians can diagnose cardiovascularimage-based

A Survey on Image-Based Cardiac Diagnosis Prediction Using Machine Learning and Deep Learning Techniques

A Nag, B Das, R Sil, AA Hameed, B Bhushan… - … Computing, Intelligence …, 2023 - Springer
… and validating novel ML tools for image-based diagnosis. Additionally, the authors … Review
This section describes the previous work reviews of the Image Based Cardiac Diagnosis

Artificial Intelligence in Image-based Cardiovascular Disease Analysis: A Comprehensive Survey and Future Outlook

X Wang, H Zhu - arXiv preprint arXiv:2402.03394, 2024 - arxiv.org
… modalities employed in the diagnosis and study of these … In this comprehensive review, we
delve into the recent ad… leveraging cardiovascular MRIs analyzed by advanced deep learning

Critical analysis of the current medical image-based processing techniques for automatic disease evaluation: systematic literature review

BM Rashed, N Popescu - Sensors, 2022 - mdpi.com
… , and diagnosis techniques. This article also sheds light on machine learning and deep learning
… articles in the diagnosis of brain diseases, lung diseases, cardiovascular diseases, and …

Machine learning approaches in cardiovascular imaging

M Henglin, G Stein, PV Hushcha, J Snoek… - … : Cardiovascular …, 2017 - Am Heart Assoc
… measurement data but also image-based raw data, from … data from clinical notes,
complementary diagnostics, and any … with varying degrees of expert review involved at multiple …

State-of-the-art deep learning in cardiovascular image analysis

G Litjens, F Ciompi, JM Wolterink, BD de Vos… - JACC: Cardiovascular …, 2019 - jacc.org
deep learning to cardiovascular image analysis. For a more thorough review of the history and
technical aspects of deep learning, we … Most, if not all, diagnostic images are acquired in a …