Abstract: Semi-supervised learning based on consistency learning offers significant promise for enhancing medical image segmentation. Current approaches use copy-paste as an effective data ...

Abstract: In recent years, the deployment of supervised machine learning techniques for segmentation tasks has significantly increased. Nonetheless, the annotation process for extensive datasets ...

Not all white matter hyperintensities (WMH) visible on FLAIR imaging represent pathological MS lesions. Age-related changes and CSF contamination artifacts can mimic MS lesions, leading to ...