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Author

R. Jayaprakash

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Open access 2026

Enhanced Effective Baseline Model for Glaucoma Prediction Using U-Net and Hyperparameter-Tuned CNN with CLAHE

Glaucoma is a progressive eye disease that can lead to permanent vision loss when diagnosis is delayed. Our study proposes an enhanced effective baseline framework for automated glaucoma prediction from retinal fundus images by integrating image enhancement, segmentation, deep feature extraction, and machine learning c...

P.Revathi, R. Jayaprakash · 0 citations
Open access 2026

An Efficient Glaucoma Prediction Using an Optimized CNN and XGBoost with Attention-Based Deep Learning Framework

Over the Decade, The machine learning incorporated on image classification has gained increasing attention for extracting discriminative patterns from retinal fundus images and supporting automated glaucoma severity analysis respectively. The several studies have explored convolutional neural networks, feature extracti...

P. Revathi, R. Jayaprakash · 0 citations

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