Dataset for Automatic Region-based Coronary Artery Disease Diagnostics Using X-Ray Angiography Images.
Maxim PopovAkmaral AmanturdievaNuren ZhaksylykAlsabir AlkanovAdilbek SaniyazbekovTemirgali AimyshevEldar IsmailovAblay BulegenovArystan KuzhukeyevAizhan KulanbayevaAlmat KalzhanovNurzhan TemenovAlexey KolesnikovOrazbek SakhovSiamac FazliPublished in: Scientific data (2024)
X-ray coronary angiography is the most common tool for the diagnosis and treatment of coronary artery disease. It involves the injection of contrast agents into coronary vessels using a catheter to highlight the coronary vessel structure. Typically, multiple 2D X-ray projections are recorded from different angles to improve visualization. Recent advances in the development of deep-learning-based tools promise significant improvement in diagnosing and treating coronary artery disease. However, the limited public availability of annotated X-ray coronary angiography image datasets presents a challenge for objective assessment and comparison of existing tools and the development of novel methods. To address this challenge, we introduce a novel ARCADE dataset with 2 objectives: coronary vessel classification and stenosis detection. Each objective contains 1500 expert-labeled X-ray coronary angiography images representing: i) coronary artery segments; and ii) the locations of stenotic plaques. These datasets will serve as a benchmark for developing new methods and assessing existing approaches for the automated diagnosis and risk assessment of coronary artery disease.
Keyphrases
- coronary artery disease
- deep learning
- coronary artery
- high resolution
- dual energy
- percutaneous coronary intervention
- cardiovascular events
- convolutional neural network
- artificial intelligence
- coronary artery bypass grafting
- machine learning
- risk assessment
- electron microscopy
- computed tomography
- optical coherence tomography
- pulmonary artery
- healthcare
- magnetic resonance
- big data
- mass spectrometry
- pulmonary hypertension
- acute coronary syndrome
- pet ct
- loop mediated isothermal amplification
- pulmonary arterial hypertension