优化视力护理:双通道网络模型在眼睛疾病分类
Raji Elsa Varghese1, S Immanuel Alex Pandian1, K Martin Sagayam1
1Division of ECE, Karunya Institute of Technology and Sciences, Coimbatore, India.
Computers in biology and medicine
|September 2, 2025
概括
一个新的双路径网络 (DPN) 模型准确地分类视网膜图像,用于早期检测糖尿病视网膜病变,白内障和青光眼. 这种人工智能工具可达到95.32%的准确性, 帮助医疗专业人员及时诊断并预防视力丧失.
科学领域:
- 眼科 眼科
- 医学成像
- 人工智能
背景情况:
- 全球眼病的增加需要先进的诊断工具.
- 早期发现白内障,青光眼和糖尿病视网膜病变是预防视力丧失的关键.
- 目前的诊断方法需要提高效率和准确性.
研究的目的:
- 开发和评估用于自动化眼部疾病分类的创新AI模型.
- 利用双路径网络 (DPN) 来提高视网膜图像的特征提取.
- 提高眼部疾病早期检测的准确性和效率.
主要方法:
- 使用Kaggle视网膜图像的数据集, 分类为正常,糖尿病视网膜病变,白内障和玻璃眼.
- 实现双路径网络 (DPN) 模型,同时捕获全球和本地图像特征.
- 使用标准分类指标评估模型性能.
主要成果:
- DPN模型的分类准确率达到了95.32%.
- 该模型在精确识别阳性病例的同时, 显示了减少虚假阳性病例的强大能力.
- 这种方法在从视网膜图像中提取全面信息方面被证明是有效的.
结论:
- 提出的DPN模型是准确分类眼病的有效工具.
- 这种人工智能驱动的方法显示出早期检测和诊断主要眼部疾病的巨大潜力.
- 该模型可以帮助医疗保健专业人员做出明智的决策,改善患者的治疗结果,减少眼部疾病的负担.
相关概念视频
Glaucoma: Overview
745
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...
745
Vision
55.3K
Vision is the result of light being detected and transduced into neural signals by the retina of the eye. This information is then further analyzed and interpreted by the brain. First, light enters the front of the eye and is focused by the cornea and lens onto the retina—a thin sheet of neural tissue lining the back of the eye. Because of refraction through the convex lens of the eye, images are projected onto the retina upside-down and reversed.
55.3K
Photoreceptors and Visual Pathways
6.5K
At the molecular level, visual signals trigger transformations in photopigment molecules, resulting in changes in the photoreceptor cell's membrane potential. The photon's energy level is denoted by its wavelength, with each specific wavelength of visible light associated with a distinct color. The spectral range of visible light, classified as electromagnetic radiation, spans from 380 to 720 nm. Electromagnetic radiation wavelengths exceeding 720 nm fall under the infrared category,...
6.5K
Visual System
684
Light enters the eye through the cornea, a transparent, dome-shaped surface covering the surface of the eyeball that helps to direct and focus incoming light. This light is then channeled toward the pupil, an adjustable opening whose size is controlled by the iris. The iris, a pigmented muscle, regulates the amount of light entering the eye by contracting or dilating the pupil, thereby ensuring optimal light levels for clear vision.
Once through the pupil, the light passes through the lens, a...
Once through the pupil, the light passes through the lens, a...
684
Open Angle Glaucoma: Treatment
557
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...
557


