绿眼的人工智能:当前的技术状况和未来的前景
Rafael Correia Barão1,2, Ruben Hemelings3,4,5, Luís Abegão Pinto1,2
1Department of Ophthalmology, Hospital de Santa Maria, CHULN.
Current opinion in ophthalmology
|November 29, 2023
概括
人工智能 (AI) 显示,使用深度学习 (DL) 模型,改善了青光眼的诊断能力. 人工智能还可以帮助检测视野进展,目前正在进行的研究正在解决临床使用的挑战.
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:
- 青光眼的诊断和管理存在持续的临床挑战.
- 人工智能 (AI) 的整合为眼科护理提供了潜在的进步.
研究的目的:
- 审查人工智能 (AI) 在绿眼病领域的当前作用和应用.
- 评估人工智能对青光眼诊断,进展检测和临床实施的影响.
主要方法:
- 审查当前的深度学习 (DL) 模型用于青光眼的诊断.
- 对人工智能应用在检测视野进展方面的分析.
- 检查解决模型通用性和可解释性的策略.
主要成果:
- 深度学习 (DL) 模型表明,使用彩色底部摄影和光学连贯性断层扫描,对玻璃眼的诊断准确性逐渐提高.
- 人工智能在从各种数据输入中检测和估计视野进展方面表现有前途.
- 新兴的DL架构和合成数据开始应对模型通用性和可解释性的挑战.
结论:
- 人工智能在眼管理方面的研究正在扩大其范围,并显示出显著的相关性.
- 虽然常规临床整合仍然存在挑战,但人工智能在青光眼治疗中的作用越来越明显.
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