This study systematically evaluated trade-offs between diagnostic performance, structural complexity and clinical calibration across convolutional neural networks (CNNs) to identify optimal frameworks for mobile health glaucoma screening.
Glaucoma is a progressive optic neuropathy and a major cause of irreversible blindness, making reliable early screening particularly important. This study proposes an automated glaucoma risk assessment framework based on color fundus photographs, combining a ResNet-50 classifier with cycle-consistent generative adversa...
Eduard Schiller, S. Rakhmetulayeva, Anastassiya Tyunina· Bulletin of Electrical Engin...· 0 citations
Glaucoma is an optic neuropathy that can cause permanent vision loss if not detected early. The goal of the present project is to design a controlled multi-architecture solution for automated glaucoma classification of retinal fundus images. A set of 7,815 images was collected across 6 public image repositories (ACRIMA...
Y. Prasanth, M. Kavitha· Adolescência e Saúde· 0 citations
Early detection of ocular diseases is essential for preventing progressive visual impairment and reducing the burden of avoidable blindness. However, conventional retinal screening depends heavily on trained ophthalmologists and manual interpretation of retinal images, which can limit the scalability and accessibility...
Ankit Pandit and Aakash Patel· International Journal of Adv...· 0 citations
Undiagnosed ocular conditions in initial phases can progressively impair vision, potentially leading to critical visual dysfunctions. Fundus imaging has enabled the identification of several retinal disorders, notably diabetic retinopathy, glaucoma, and age-related macular degeneration. However, manual evaluation of th...
Onur Ceylan, A. Utku· Fırat Üniversitesi Mühendisl...· 0 citations
Glaucoma is one of the major causes of permanent blindness in the world, and since the progressive nature of the disease leads to considerable damage of the optic nerve before diagnosis, there is a need to develop precise and effective automated screening tools. This paper suggests the implementation of a lightweight v...
Mothefer Majeed· Alkadhim Journal for Compute...· 0 citations
Glaucoma is still one of the most common, irreversible cause of blindness in the world with the worldwide patient burden estimated to be over 110 million by 2040. Automated and objective screening tools are clinically essential as structural deterioration of the optic nerve is asymptomatic in early disease. In this art...
K. Vijetha· Journal of Intelligent Decis...· 0 citations
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