Forecasting Future Humphrey Visual Fields Using Deep Learning

2 code implementations • 2 Apr 2018 • Joanne C. Wen, Cecilia S. Lee, Pearse A. Keane, Sa Xiao, Yue Wu, Ariel Rokem, Philip P. Chen, Aaron Y. Lee

Methods: All datapoints from consecutive 24-2 HVFs from 1998 to 2018 were extracted from a University of Washington database.

Transfer Learning

Generating retinal flow maps from structural optical coherence tomography with artificial intelligence

no code implementations • 24 Feb 2018 • Cecilia S. Lee, Ariel J. Tyring, Yue Wu, Sa Xiao, Ariel S. Rokem, Nicolaas P. Deruyter, Qinqin Zhang, Adnan Tufail, Ruikang K. Wang, Aaron Y. Lee

Despite significant advances in artificial intelligence (AI) for computer vision, its application in medical imaging has been limited by the burden and limits of expert-generated labels.

Deep learning is effective for the classification of OCT images of normal versus Age-related Macular Degeneration

no code implementations • 15 Dec 2016 • Cecilia S. Lee, Doug M. Baughman, Aaron Y. Lee

Methods: Automated extraction of an OCT imaging database was performed and linked to clinical endpoints from the EMR.

General Classification Retinal OCT Disease Classification +1