青光眼中的人工智能:机遇,挑战和未来的方向
Xiaoqin Huang1, Md Rafiqul Islam2, Shanjita Akter3
1Department of Ophthalmology, University of Tennessee Health Science Center, Memphis, USA.
Biomedical engineering online
|December 15, 2023
概括
人工智能 (AI) 在使用视网膜图像诊断眼睛疾病 (如玻璃眼) 中表现有前途. 本综述探讨了用于人工智能的机器学习和深度学习技术,用于对青光眼的检测和管理.
科学领域:
- 眼科医生 眼科 眼科
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 人工智能 (AI) 在医疗保健中表现出高的诊断准确性,特别是在眼科中.
- 使用 fundus 图像的人工智能系统是诊断视网膜疾病的先进工具,包括玻璃眼.
- 使用大型成像数据集开发人工智能模型面临重大挑战.
研究的目的:
- 系统地审查机器学习 (ML) 和深度学习 (DL) 技术用于使用视网膜数据检测青光眼.
- 总结AI模型的演变,机遇和挑战在青光眼的诊断和进展评估.
主要方法:
- 对应用到 fundus 图像和视觉领域的 ML 和 DL 技术的审查.
- 总结研究结果,并开发用于青光眼的AI模型的分类学.
主要成果:
- 人工智能在从各种视网膜数据模式中诊断和评估眼症方面显示出显著的潜力.
- 这项研究概述了传统和新兴的青光眼人工智能模型.
结论:
- 本综述旨在澄清对眼研究和开发的关键AI方面.
- 它概述了成功开发青光眼的AI模型所需的步骤和要求.
- 这些发现支持研究人员推进用于眼部疾病管理的AI应用.
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