• Theranostics · Jan 2019

    Review

    Current status and future trends of clinical diagnoses via image-based deep learning.

    • Jie Xu, Kanmin Xue, and Kang Zhang.
    • Beijing Institute of Ophthalmology, Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing Ophthalmology and Visual Science Key Lab, Beijing, China.
    • Theranostics. 2019 Jan 1; 9 (25): 7556-7565.

    AbstractWith the recent developments in deep learning technologies, artificial intelligence (AI) has gradually been transformed from cutting-edge technology into practical applications. AI plays an important role in disease diagnosis and treatment, health management, drug research and development, and precision medicine. Interdisciplinary collaborations will be crucial to develop new AI algorithms for medical applications. In this paper, we review the basic workflow for building an AI model, identify publicly available databases of ocular fundus images, and summarize over 60 papers contributing to the field of AI development.© The author(s).

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