Learning Anatomically Consistent Embedding for Chest Radiography

1 code implementation • 1 Dec 2023 • Ziyu Zhou, Haozhe Luo, Jiaxuan Pang, Xiaowei Ding, Michael Gotway, Jianming Liang

Self-supervised learning (SSL) approaches have recently shown substantial success in learning visual representations from unannotated images.

Anatomy Self-Supervised Learning

Foundation Ark: Accruing and Reusing Knowledge for Superior and Robust Performance

1 code implementation • 14 Oct 2023 • Dongao Ma, Jiaxuan Pang, Michael B. Gotway, Jianming Liang

To realize this vision, we have developed Ark, a framework that accrues and reuses knowledge from heterogeneous expert annotations in various datasets.

Models Genesis

1 code implementation • 9 Apr 2020 • Zongwei Zhou, Vatsal Sodha, Jiaxuan Pang, Michael B. Gotway, Jianming Liang

Transfer learning from natural images to medical images has been established as one of the most practical paradigms in deep learning for medical image analysis.

Anatomy Self-Supervised Learning +1