Finding New Diagnostic Information for Detecting Glaucoma using Neural Networks

no code implementations • 14 Oct 2019 • Erfan Noury, Suria S. Mannil, Robert T. Chang, An Ran Ran, Carol Y. Cheung, Suman S. Thapa, Harsha L. Rao, Srilakshmi Dasari, Mohammed Riyazuddin, Dolly Chang, Sriharsha Nagaraj, Clement C. Tham, Reza Zadeh

We further used our model to find new areas in the 3D data that are presently not being identified as a diagnostic parameter to detect glaucoma by human doctors.

Unifying Structure Analysis and Surrogate-driven Function Regression for Glaucoma OCT Image Screening

no code implementations • 26 Jul 2019 • Xi Wang, Hao Chen, Luyang Luo, An-ran Ran, Poemen P. Chan, Clement C. Tham, Carol Y. Cheung, Pheng-Ann Heng

Besides, the proposed multi-task learning network is capable of exploring the structure and function relationship from the OCT image and visual field measurement simultaneously, which contributes to classification performance boosting.

Multi-Task Learning regression