2 papers
eess.IV2025
Label-free segmentation from cardiac ultrasound using self-supervised learning
Danielle L. Ferreira, Connor Lau, Zaynaf Salaymang +1
Segmentation and measurement of cardiac chambers is critical in cardiac ultrasound but is laborious and poorly reproducible. Neural networks can assist, but supervised approaches r…
cs.CV2024
Beyond Size and Class Balance: Alpha as a New Dataset Quality Metric for Deep Learning
Josiah Couch, Rima Arnaout, Ramy Arnaout
In deep learning, achieving high performance on image classification tasks requires diverse training sets. However, the current best practice$\unicode{x2013}$maximizing dataset siz…