[人工智能在玻璃眼病中的应用. 第1部分 1. 神经网络和深度学习在玻璃眼查和诊断中]
N I Kurysheva1,2, O Ye Rodionova3, A L Pomerantsev3
1Medical Biological University of Innovations and Continuing Education of the Federal Biophysical Center named after A.I. Burnazyan, Moscow, Russia.
Vestnik oftalmologii
|July 4, 2024
概括
人工智能 (AI) 在使用眼睛图像的深度学习来进行青光眼查和诊断方面表现有前途. 人工智能模型需要进一步的研究和标准化,以有效地减少失明风险.
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:
- 玻璃眼是全球不可逆转的失明的主要原因.
- 早期检测和准确的诊断对于有效的绿眼病管理至关重要.
- 人工智能 (AI) 在眼科诊断方面提供了潜在的进步.
研究的目的:
- 审查当前关于人工智能在玻璃眼病中的应用的文献.
- 评估人工智能在查,诊断,监测和治疗绿眼的有效性.
- 确定人工智能的挑战和未来方向在格洛科马护理中.
主要方法:
- 对使用人工智能治疗青光眼的研究进行文献综述.
- 分析人工智能技术,特别是深度学习和神经网络.
- 检查AI在分析多式眼镜成像数据中的应用.
主要成果:
- 包括深度学习在内的人工智能方法显示出改善眼查和诊断的潜力.
- 当前文献中的矛盾结果凸显了进一步开发人工智能模型的必要性.
- 使用人工智能的多式成像分析表明,对早期青光眼检测有前途.
结论:
- 人工智能,特别是神经网络,可以增强早期发现青光眼的能力.
- 标准化的方法和进一步的研究对于优化眼科人工智能模型至关重要.
- 在眼病护理中有效地实施人工智能可以显著降低失明的风险.
相关概念视频
Glaucoma: Overview
538
Glaucoma is an eye condition characterized by increased intraocular pressure that damages the retina and optic nerve, leading to irreversible blindness if left untreated. The human eye has various components, including the cornea, iris, pupil, lens, and optic nerve. Aqueous humor is secreted by the epithelium of the ciliary body in the posterior chamber and flows through the trabecular meshwork and canal of Schlemm, maintaining normal intraocular pressure. The trabecular meshwork and the canal...
538
Open Angle Glaucoma: Treatment
427
In open-angle glaucoma, the iridocorneal angle remains open, but the trabecular meshwork becomes stiff, slowing down the outflow of aqueous humor. This causes a buildup of aqueous humor in the anterior chamber, leading to a sudden increase in intraocular pressure. The treatment for open-angle glaucoma focuses on reducing the elevated intraocular pressure by either decreasing the secretion of aqueous humor or increasing its outflow.
Drugs such as carbonic anhydrase inhibitors, α2- and...
Drugs such as carbonic anhydrase inhibitors, α2- and...
427
Angle Closure Glaucoma: Treatment
470
Angle-closure glaucoma, or closed-angle glaucoma, is an eye condition where the iris bulges out and blocks the iridocorneal angle, resulting in a buildup of aqueous humor and increased intraocular pressure. Immediate medical attention is necessary due to the sudden onset of symptoms. The treatment for angle-closure glaucoma includes short-term and long-term approaches. Short-term treatment involves using eye drops like pilocarpine to lower intraocular pressure by increasing aqueous humor...
470


