Interaction of a priori Anatomic Knowledge with Self-Supervised Contrastive Learning in Cardiac Magnetic Resonance Imaging

no code implementations • 25 May 2022 • Makiya Nakashima, Inyeop Jang, Ramesh Basnet, Mitchel Benovoy, W. H. Wilson Tang, Christopher Nguyen, Deborah Kwon, Tae Hyun Hwang, David Chen

Training deep learning models on cardiac magnetic resonance imaging (CMR) can be a challenge due to the small amount of expert generated labels and inherent complexity of data source.

Anatomy Contrastive Learning

Automatic Skin Lesion Segmentation Using Deep Fully Convolutional Networks

1 code implementation • 17 Jul 2018 • Hongming Xu, Tae Hyun Hwang

This paper summarizes our method and validation results for the ISIC Challenge 2018 - Skin Lesion Analysis Towards Melanoma Detection - Task 1: Lesion Segmentation

Lesion Segmentation Segmentation +1

Bayesian Semi-nonnegative Tri-matrix Factorization to Identify Pathways Associated with Cancer Types

no code implementations • 1 Dec 2017 • Sunho Park, Tae Hyun Hwang

Identifying altered pathways that are associated with specific cancer types can potentially bring a significant impact on cancer patient treatment.