[HTML][HTML] A new family of instance-level loss functions for improving instance-level segmentation and detection of white matter hyperintensities in routine clinical brain …

MF Rachmadi, M Byra, H Skibbe - Computers in Biology and Medicine, 2024 - Elsevier
In this study, we introduce “instance loss functions”, a new family of loss functions designed
to enhance the training of neural networks in the instance-level segmentation and detection …

Improving segmentation of objects with varying sizes in biomedical images using instance-wise and center-of-instance segmentation loss function

F Rachmadi, C Poon, H Skibbe - Medical Imaging with …, 2024 - proceedings.mlr.press
In this paper, we propose a novel two-component loss for biomedical image segmentation
tasks called the Instance-wise and Center-of-Instance (ICI) loss, a loss function that …