Deep Learning Predicts Biomarker Status and Discovers Related Histomorphology Characteristics for Low-Grade Glioma

no code implementations • 11 Oct 2023 • Zijie Fang, Yihan Liu, Yifeng Wang, Xiangyang Zhang, Yang Chen, Changjing Cai, Yiyang Lin, Ying Han, Zhi Wang, Shan Zeng, Hong Shen, Jun Tan, Yongbing Zhang

Biomarker detection is an indispensable part in the diagnosis and treatment of low-grade glioma (LGG).

Multiple Instance Learning One-Class Classification +1

A Proof-of-Concept Study of Artificial Intelligence Assisted Contour Revision

no code implementations • 28 Jul 2021 • Ti Bai, Anjali Balagopal, Michael Dohopolski, Howard E. Morgan, Rafe McBeth, Jun Tan, Mu-Han Lin, David J. Sher, Dan Nguyen, Steve Jiang

The proposed clinical workflow of AIACR is as follows given an initial contour that requires a clinicians revision, the clinician indicates where a large revision is needed, and a trained deep learning (DL) model takes this input to update the contour.

Deep learning-based COVID-19 pneumonia classification using chest CT images: model generalizability

no code implementations • 18 Feb 2021 • Dan Nguyen, Fernando Kay, Jun Tan, Yulong Yan, Yee Seng Ng, Puneeth Iyengar, Ron Peshock, Steve Jiang

We trained nine identical DL-based classification models by using combinations of the datasets with a 72% train, 8% validation, and 20% test data split.

Computed Tomography (CT) General Classification