A COMPREHENSIVE SURVEY ON ENHANCED HEART DISEASE DIAGNOSIS AND PREDICTION USING CONVOLUTIONAL NEURAL NETWORKS

Abstract— Heart disease- another deadly scourge Aglobal insistence on the very early detection. The currentproject is focusing on deep learning, especiallyConvolutional Neural Network(CNN), in the diagnosis ofheart disease from medical imaging techniques concerningECG data. The CNN was trained using a labelled datasetand consisted of convolutional and pooling layers,followed by classification layers. It performed quite wellin distinguishing pathological from healthy states, thusindicating a potential in employing AI image analysis forautomating the detection of heart disease pathologies,aiding a medical doctor in diagnosis, and ultimatelyenhancing the medical care given and the outcomes of thepatient.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-06-17
DOI
https://doi.org/10.5281/zenodo.15680181
Primary Topic
COVID-19 diagnosis using AI
Type
article
Field-Weighted Citation Impact
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article

A COMPREHENSIVE SURVEY ON ENHANCED HEART DISEASE DIAGNOSIS AND PREDICTION USING CONVOLUTIONAL NEURAL NETWORKS

Zenodo (CERN European Organization for Nuclear Research)
COVID-19 diagnosis using AI
article

A COMPREHENSIVE SURVEY ON ENHANCED HEART DISEASE DIAGNOSIS AND PREDICTION USING CONVOLUTIONAL NEURAL NETWORKS

article en

Abstract

Abstract— Heart disease- another deadly scourge Aglobal insistence on the very early detection. The currentproject is focusing on deep learning, especiallyConvolutional Neural Network(CNN), in the diagnosis ofheart disease from medical imaging techniques concerningECG data. The CNN was trained using a labelled datasetand consisted of convolutional and pooling layers,followed by classification layers. It performed quite wellin distinguishing pathological from healthy states, thusindicating a potential in employing AI image analysis forautomating the detection of heart disease pathologies,aiding a medical doctor in diagnosis, and ultimatelyenhancing the medical care given and the outcomes of thepatient.

Zenodo (CERN European Organization for Nuclear Research)
Sri Manakula Vinayagar Educational Trust (IN), Sri Manakula Vinayagar Medical College and Hospital (IN)
Good health and well-being
Openalex Percentile: Top 38%
COVID-19 diagnosis using AI
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