相关实验视频
Updated: Jun 25, 2026

09:17
Using Retinal Imaging to Study Dementia
Published on: November 6, 2017
21.8K
通过视网膜成像检测疾病的进展:系统性审查
Hazrat Bilal1, Ayse Keles2, Malika Bendechache2
1CRT-AI, School of Computer Science, University of Galway, Galway, Ireland.
Computers in biology and medicine
|June 7, 2025
概括
机器学习 (ML) 从视网膜图像中自动检测眼睛和非眼睛疾病,提高诊断准确度. 这次审查强调了ML的ML.
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:
- 在全球范围内,眼部和非眼部疾病导致显著的视力损伤.
- 早期检测和管理对于预防失明至关重要.
- 从视网膜图像中手动检测疾病是劳动密集型和经验依赖的.
研究的目的:
- 从视网膜图像中检测疾病的机器学习 (ML) 技术进行系统审查.
- 分析单模和多模成像中的ML模型的效率.
- 确定挑战,并提出基于ML的眼科诊断的未来研究方向.
主要方法:
- 在视网膜图像分析中对ML应用的系统文献综述.
- 对深度学习和用于疾病检测的经典ML模型的分析.
- 基于准确性,灵敏性和特异性的模型性能评估.
主要成果:
- ML技术在自动疾病检测和分类方面显示出前途.
- 使用单模和多模成像方法.
- 各种ML模型在诊断性能方面取得了重大进展.
结论:
- ML提高了诊断的准确性和患者在眼部疾病管理的结果.
- 解决已识别的挑战是实现ML充分潜力的关键.
- 未来的研究应该专注于克服可靠疾病诊断的局限性.
相关概念视频
Glaucoma: Overview
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...
Diabetic Retinopathy
DefinitionDiabetic retinopathy is a microvascular complication of diabetes affecting the retinal blood vessels.Risk FactorsDiabetic retinopathy is present in almost all individuals with type 1 diabetes and more than 60% of those with type 2 diabetes after two decades of disease.The risk increases with poor glycemic control, hypertension, dyslipidemia, smoking, pregnancy, and puberty.Although cataracts and glaucoma are also more frequent in people with diabetes, retinopathy remains the leading...

