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The Awesome for Artificial Intelligence for Cardiovascular ❤️

In this Awesome project, we will organize and categorize the applications of artificial intelligence in cardiovascular diseases from three perspectives: Tasks, Data types, and disease types.

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If you have any questions, please feel free to contact me via: WeChat (18810327586) or email (liuweifeng0327@gmail.com).


Contents


Tasks

Diagnosis

Methods

CNN-based

Fast and accurate view classification of echocardiograms using deep learning
[2018] [npj Digital Medicine]
[Paper]

Deep echocardiography: data-efficient supervised and semisupervised deep learning towards automated diagnosis of cardiac disease
[2018] [npj Digital Medicine]
[Paper]

Deep learning interpretation of echocardiograms
[2020] [npj Digital Medicine]
[Paper]

Transformer-based

Other methods

Data

ECG

CMRI

CCTA

CT

Artificial intelligence applied to coronary artery calcium scans (AI-CAC) significantly improves cardiovascular events prediction
[2024] [npj Digital Medicine]
[Paper]

Echocardiography

Fast and accurate view classification of echocardiograms using deep learning
[2018] [npj Digital Medicine]
[Paper]

Deep echocardiography: data-efficient supervised and semisupervised deep learning towards automated diagnosis of cardiac disease
[2018] [npj Digital Medicine]
[Paper]

Deep learning interpretation of echocardiograms
[2020] [npj Digital Medicine]
[Paper]

Deep learning-enabled coronary CT angiography for plaque and stenosis quantification and cardiac risk prediction: an international multicentre study
[2022] [The Lancet Digital ]
[Paper]

X-Ray

Multi-modal-Data

Disease

Heart Failure

Deep learning-enabled coronary CT angiography for plaque and stenosis quantification and cardiac risk prediction: an international multicentre study
[2022] [The Lancet Digital ]
[Paper]

Arrhythmias

...

Atherosclerotic Cardiovascular Disease

...

Structural Heart Disease

...

Cardiomyopathies

...

Composite Cardiovascular Endpoint

Artificial intelligence applied to coronary artery calcium scans (AI-CAC) significantly improves cardiovascular events prediction
[2024] [npj Digital Medicine]
[Paper]

Others

...

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