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Updated: Jun 14, 2025

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青光眼中联合学习:全面的审查和未来的前景

Shahin Hallaj1, Benton G Chuter1, Alexander C Lieu1

  • 1Division of Ophthalmology Informatics and Data Science, Hamilton Glaucoma Center, Shiley Eye Institute, Viterbi Family Department of Ophthalmology, University of California, San Diego, La Jolla, California; Division of Biomedical Informatics, Department of Medicine, University of California San Diego, La Jolla, California.

Ophthalmology. Glaucoma
|August 30, 2024
PubMed
概括

联合学习 (FL) 解决了开发人工智能 (AI) 用于眼查的挑战,通过实现协作模型培训,而无需集中敏感患者数据. 这种方法可以提高人工智能模型的性能和通用性,同时保护隐私.

关键词:
人工智能的人工智能是人工智能.联合学习是联合学习.眼光障碍症是什么 眼光障碍症是什么隐私 隐私 隐私 隐私 隐私 隐私

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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...
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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.
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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...
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