人工智能在眼科中的应用:玻璃眼,角膜和眼膜
Kristie M Labib1, Haider Ghumman1, Samyak Jain1
1Department of Ophthalmology, University of South Florida Morsani College of Medicine, Tampa, USA.
Cureus
|December 16, 2024
概括
使用机器学习 (ML) 和深度学习 (DL) 的人工智能 (AI) 正在彻底改变眼科,用于早期发现疾病,并改善患者在玻璃眼,角膜疾病和眼膜整形方面的结果.
科学领域:
- 眼科医生 眼科 眼科
- 人工智能 (AI) 是一种人工智能.
- 机器学习 (ML) 是指机器学习.
- 深度学习 (DL) 是指深度学习.
背景情况:
- 人工智能,ML和DL,包括人工神经网络 (ANN) 和卷积神经网络 (CNN),在医疗领域越来越多地被使用.
- 眼科受益于人工智能分析复杂数据的能力,特别是眼科图像,以提高诊断能力.
- 目前的应用重点是提高各种子专业的准确性,效率和患者结果.
研究的目的:
- 探索AI在眼科中的特定应用和影响.
- 审查人工智能技术,重点关注绿眼病,角膜疾病和眼膜塑料中的ML和DL技术.
- 评估人工智能在疾病检测,诊断准确性,工作流程改进和患者结果方面的作用.
主要方法:
- 审查当前的人工智能技术及其在眼科中的实施.
- 检查ML和DL技术,包括ANN和CNN.
- 对人工智能对玻璃眼,角膜疾病和眼膜塑料的影响进行分析.
主要成果:
- 人工智能显著提升了眼部疾病的早期检测和管理.
- 在青光眼中,人工智能提供标准化,快速识别,减少偏见和工作量.
- 人工智能工具可以改善角膜疾病 (如角膜炎,角膜) 的诊断和治疗计划,并有助于眼膜外科手术的规划和监测.
结论:
- 人工智能在眼科的整合提高了诊断精度,简化了工作流程,并改善了患者的治疗结果.
- 人工智能技术正在彻底改变眼睛护理,提供创新的解决方案.
- 人工智能在眼科的未来应用预计将扩大,进一步改善诊断,监测,治疗和手术结果.
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