How does self-supervised pretraining improve robustness against noisy labels across various medical image classification datasets?

no code implementations • 15 Jan 2024 • Bidur Khanal, Binod Bhattarai, Bishesh Khanal, Cristian Linte

In this study, we address three key questions: i) How does label noise impact various medical image classification datasets?

Contrastive Learning Image Classification +2

A Distance Map Regularized CNN for Cardiac Cine MR Image Segmentation

no code implementations • 4 Jan 2019 • Shusil Dangi, Cristian Linte, Ziv Yaniv

We show that the proposed regularization method improves both binary and multi-class segmentation performance over the corresponding state-of-the-art CNN architectures on two publicly available cardiac cine MRI datasets, obtaining average dice coefficient of 0. 84$\pm$0. 03 and 0. 91$\pm$0. 04, respectively.

Decoder Image Segmentation +3