HeartFit: An Accurate Platform for Heart Murmur Diagnosis Utilizing Deep Learning

TL;DR

HeartFit is a deep learning-based platform that enables users to diagnose heart murmurs accurately using a mobile app and inexpensive hardware, offering a cost-effective alternative to traditional clinical methods.

Contribution

The paper introduces a novel, accessible platform combining a custom stethoscope and deep learning for self-administered heart murmur diagnosis, outperforming clinical accuracy.

Findings

Achieved 95.5% accuracy in classifying heart murmurs

Validated on unseen data with a high F-beta score of 0.9545

Demonstrated potential to replace costly clinical procedures

Abstract

Cardiovascular disease (CD) is the number one leading cause of death worldwide, accounting for more than 17 million deaths in 2015. Critical indicators of CD include heart murmurs, intense sounds emitted by the heart during periods of irregular blood flow. Current diagnosis of heart murmurs relies on echocardiography (ECHO), which costs thousands of dollars and medical professionals to analyze the results, making it very unsuitable for areas with inadequate medical facilities. Thus, there is a need for an accessible alternative. Based on a simple interface and deep learning, HeartFit allows users to administer diagnoses themselves. An inexpensive, custom designed stethoscope in conjunction with a mobile application allows users to record and upload audio of their heart to a database. Using a deep learning network architecture, the database classifies the audio and returns the diagnosis to the user. The model consists of a deep recurrent convolutional neural network trained on 300 prelabeled heartbeat audio samples. After the model was validated on a previously unseen set of 100 heartbeat audio samples, it achieved a f beta score of 0.9545 and an accuracy of 95.5 percent. This value exceeds that of clinical examination accuracy, which is around 83 percent to 91 percent and costs orders of magnitude less than ECHO, demonstrating the effectiveness of the HeartFit platform. Through the platform, users can obtain immediate, accurate diagnosis of heart murmurs without any professional medical assistance, revolutionizing how we combat CD.