1 code implementation • 29 Dec 2023 • Phuc Nguyen, Rohit Arora, Elliot D. Hill, Jasper Braun, Alexandra Morgan, Liza M. Quintana, Gabrielle Mazzoni, Ghee Rye Lee, Rima Arnaout, Ramy Arnaout
However, there exists a richer and potentially more useful set of measures, termed diversity measures, that incorporate elements' frequencies and between-element similarities.
no code implementations • 8 Nov 2023 • Danielle Ferreira, Rima Arnaout
Foundation models are experiencing a surge in popularity.
no code implementations • 10 Oct 2022 • Danielle L. Ferreira, Zaynaf Salaymang, Rima Arnaout
We also tested against external images from an additional 10, 030 patients with available manual tracings of the left ventricle.
no code implementations • 10 Oct 2022 • Chinmayee Athalye, Rima Arnaout
While domain-specific data augmentation can be useful in training neural networks for medical imaging tasks, such techniques have not been widely used to date.
no code implementations • 19 Sep 2018 • Rima Arnaout, Lara Curran, Erin Chinn, Yili Zhao, Anita Moon-Grady
Using 685 retrospectively collected echocardiograms from fetuses 18-24 weeks of gestational age from 2000-2018, we trained convolutional and fully-convolutional deep learning models in a supervised manner to (i) identify the five canonical screening views of the fetal heart and (ii) segment cardiac structures to calculate fetal cardiac biometrics.
no code implementations • 27 Jun 2017 • Ali Madani, Ramy Arnaout, Mohammad Mofrad, Rima Arnaout
The essential first step toward comprehensive computer assisted echocardiographic interpretation is determining whether computers can learn to recognize standard views.