PhacoTrainer: A Multicenter Study of Deep Learning for Activity Recognition in Cataract Surgical Videos.

Journal: Translational vision science & technology
PMID: 34784415

Abstract

PURPOSE: To build and evaluate deep learning models for recognizing cataract surgical steps from whole-length surgical videos with minimal preprocessing, including identification of routine and complex steps.

Authors

  • Hsu-Hang Yeh
    Department of Biomedical Data Science, Stanford University, Palo Alto, CA, USA.
  • Anjal M Jain
    Department of Ophthalmology, Byers Eye Institute, Stanford University, Palo Alto, CA, USA.
  • Olivia Fox
    Krieger School of Arts and Sciences, Johns Hopkins University, Baltimore, MD, USA.
  • Sophia Y Wang
    School of Medicine, Stanford University, Palo Alto, CA, United States.

Keywords

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