对视觉化方法的回顾 深度学习模型的玻璃眼
Byoungyoung Gu1,2, Sophia Sidhu1,2, Robert N Weinreb1
1Division of Ophthalmology Informatics and Data Science and Hamilton Glaucoma Center, Viterbi Family Department of Ophthalmology and Shiley Eye Institute, University of California San Diego, La Jolla, CA, US.
概括
深度学习 (DL) 模型对早期青光眼检测和进展延迟有希望. 本综述强调了改善DL模型可用性,可解释性和临床医生信任的方法,以实现现实世界的临床整合.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能的人工智能
- 医疗成像医学成像
背景情况:
- 玻璃眼是全球不可逆转失明的主要原因,需要早期检测和干预,以防止视力丧失.
- 深度学习 (DL) 提供了先进的工具来分析各种数据类型,以帮助对青光眼的诊断和管理.
- 目前面临的挑战包括确保DL模型的实用性,通用性和无集成到临床工作流程中.
结论:
- 在格洛科马中成功实施DL在现实世界中取决于解决可视化和可解释性挑战.
- 用户友好的界面和证明的临床实用性是促进人工智能在眼科领域更广泛采用的关键.
- 对可解释的人工智能和无临床整合的持续研究对于推动青光眼治疗至关重要.
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