机器学习技术在使用 fundus 照片对绿眼病严重程度的分类中
Sukhumal Thanapaisal1,2, Passawut Uttakit3, Worapon Ittharat4
1Department of Ophthalmology, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand. sukhumal54303@gmail.com.
Scientific reports
|July 18, 2025
概括
一个机器学习模型,EfficientNetB7,准确地从 fundus 照片中分类眼的严重程度. 这种人工智能工具对改善临床环境中的青光眼诊断和患者管理充满希望.
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:
- 青光眼的诊断依赖于整合结构和功能评估.
- 准确的青光眼严重程度分级对于有效的患者管理至关重要.
- 自动化青光眼分类可以帮助临床决策.
研究的目的:
- 评估EfficientNetB7模型在分类青光眼严重程度方面的表现.
- 根据既定标准,使用彩色基底照片评估模型的准确性.
- 探索人工智能在青光眼评估中的潜在临床实用性.
主要方法:
- 使用了来自1789名患者的2,940张 fundus照片的数据集.
- 用霍达普-帕里什-安德森 (HPA) 标准来分类青光眼的严重程度.
- 使用转移学习和微调训练了EfficientNetB7卷积神经网络模型.
主要成果:
- EfficientNetB7模型实现了0.871.7的整体精度.
- 正常,轻度中度和重度眼曲线下的面积 (AUC) 值分别为0.988,0.932和0.963.
- 在所有格劳科马严重程度类别中观察到高灵敏度和特异性.
结论:
- EfficientNetB7在从 fundus 照片中分类青光眼的严重程度方面表现出很高的准确性.
- 该模型的性能突显了AI在青光眼诊断中的潜力.
- 这种方法可以增强对玻璃眼管理的临床工作流程.
相关概念视频
Glaucoma: Overview
771
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...
771
Open Angle Glaucoma: Treatment
577
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...
577
Angle Closure Glaucoma: Treatment
691
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...
691


