JOURNAL ARTICLE

Classification of Heart Disease from MRI Images Using Convolutional Neural Network

Abstract

In this paper, we have demonstrated a CAD architecture for heart disease based on the Convolutional Neural Network. Heart disease is one of the major problems in worldwide and killing millions of people. The computational method with the help of Deep learning has the potential to early detection the disease to save lives. Data we have collected in the form of MRI images from the online resources. After preprocessing and normalization we have trained our model with the help of the convolution neural network (CNN). The image data set is divided into the training set and validation sets obtain an accuracy of 95% which is good as compare to the other methods. The model is compared with the state-of-the-art available model like Linear, 3D Google net, Vanilla 3D CNN. The model performed better are compare to the existing models.

Keywords:
Convolutional neural network Computer science Normalization (sociology) Artificial intelligence Preprocessor Deep learning Pattern recognition (psychology) Convolution (computer science) Training set Data set Artificial neural network Machine learning Contextual image classification Data pre-processing CAD Computer vision Image (mathematics)

Metrics

19
Cited By
1.52
FWCI (Field Weighted Citation Impact)
39
Refs
0.77
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Brain Tumor Detection and Classification
Life Sciences →  Neuroscience →  Neurology
Advanced Neural Network Applications
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
COVID-19 diagnosis using AI
Health Sciences →  Medicine →  Radiology, Nuclear Medicine and Imaging

Related Documents

BOOK-CHAPTER

Analyse Heart Disease Classification Using Convolutional Neural Network

K. ShilpaT. Adilakshmi

Cognitive science and technology Year: 2025 Pages: 711-721
JOURNAL ARTICLE

Multi-disease Classification of retinal images using Convolutional Neural Network

N. S. S. S. N. Usha DeviPriyanka RaniA. R. Guru Gokul

Journal:   International Journal of Computer Applications Year: 2024 Vol: 186 (31)Pages: 35-42
JOURNAL ARTICLE

Malware Images Classification Using Convolutional Neural Network

Espoir KabangaChang‐Hoon Kim

Journal:   Journal of Computer and Communications Year: 2017 Vol: 06 (01)Pages: 153-158
© 2026 ScienceGate Book Chapters — All rights reserved.