2 papers
eess.IV2019
A Soft STAPLE Algorithm Combined with Anatomical Knowledge
Eytan Kats, Jacob Goldberger, Hayit Greenspan
Supervised machine learning algorithms, especially in the medical domain, are affected by considerable ambiguity in expert markings. In this study we address the case where the exp…
cs.CV2019
Soft labeling by Distilling Anatomical knowledge for Improved MS Lesion Segmentation
Eytan Kats, Jacob Goldberger, Hayit Greenspan
This paper explores the use of a soft ground-truth mask ("soft mask'') to train a Fully Convolutional Neural Network (FCNN) for segmentation of Multiple Sclerosis (MS) lesions. Det…