Artificial intelligence for anterior segment diseases: Emerging applications in ophthalmology.

Journal: The British journal of ophthalmology
Published Date:

Abstract

With the advancement of computational power, refinement of learning algorithms and architectures, and availability of big data, artificial intelligence (AI) technology, particularly with machine learning and deep learning, is paving the way for 'intelligent' healthcare systems. AI-related research in ophthalmology previously focused on the screening and diagnosis of posterior segment diseases, particularly diabetic retinopathy, age-related macular degeneration and glaucoma. There is now emerging evidence demonstrating the application of AI to the diagnosis and management of a variety of anterior segment conditions. In this review, we provide an overview of AI applications to the anterior segment addressing keratoconus, infectious keratitis, refractive surgery, corneal transplant, adult and paediatric cataracts, angle-closure glaucoma and iris tumour, and highlight important clinical considerations for adoption of AI technologies, potential integration with telemedicine and future directions.

Authors

  • Darren Shu Jeng Ting
    Academic Ophthalmology, University of Nottingham, Nottingham, UK.
  • Valencia Hx Foo
    Singapore National Eye Centre, Singapore.
  • Lily Wei Yun Yang
    NUS Yong Loo Lin School of Medicine, Singapore.
  • Josh Tjunrong Sia
    Singapore Eye Research Institute, Singapore National Eye Centre, Singapore.
  • Marcus Ang
    Singapore National Eye Centre, Singapore, Singapore.
  • Haotian Lin
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou.
  • James Chodosh
    Ophthalmology, Massachusetts Eye and Ear Infirmary Howe Laboratory Harvard Medical School, Boston, Massachusetts, USA.
  • Jodhbir S Mehta
    Singapore National Eye Centre, Singapore, Singapore.
  • Daniel Shu Wei Ting
    Singapore National Eye Center, Singapore Eye Research Institute Singapore Health Service Singapore Singapore.