no code implementations • 24 Oct 2023 • Tom Liu, Hui Lin, Aggelos K. Katsaggelos, Adrienne Kline
Coronary angiography remains the gold standard for diagnosis of coronary artery disease, the most common cause of death worldwide.
Ranked #2 on Coronary Artery Segmentation on ARCADE
2 code implementations • 23 Oct 2023 • Hui Lin, Tom Liu, Aggelos Katsaggelos, Adrienne Kline
Coronary angiography continues to serve as the primary method for diagnosing coronary artery disease (CAD), which is the leading global cause of mortality.
Ranked #2 on Stenosis Segmentation on ARCADE
no code implementations • 20 Apr 2023 • Adrienne Kline, Vinesh Appadurai, Yuan Luo, Sanjiv Shah
This methodology de-identifies the images, reduces file sizes, and prepares image volumes for applications in deep learning and data sharing.
no code implementations • 9 Feb 2023 • Adrienne Kline, Joon Lee
MLC provides a metric on the limitation of supervised machine learning algorithms.
no code implementations • 8 Feb 2023 • Adrienne Kline, Yuan Luo
Results demonstrated that the new method, Item Response Theory for Categorical Imputation (IRTCI), fared quite well compared to currently used methods, outperforming several of them in many conditions.
no code implementations • 10 Apr 2022 • Adrienne Kline, Hanyin Wang, Yikuan Li, Saya Dennis, Meghan Hutch, Zhenxing Xu, Fei Wang, Feixiong Cheng, Yuan Luo
Attempts to improve prediction and resemble the multimodal nature of clinical expert decision-making this has been met in the computational field of machine learning by a fusion of disparate data.