A Robust Approach to Early Glaucoma Identification from Retinal Fundus Images using Dirichlet-based Weighted Average Ensemble and Bayesian Optimization

The integration of ensemble learning (EL) and advanced optimization techniques significantly improved the ACC of GD in RFIs. The enhanced WAE method proved to be a critical factor in achieving well-balanced and highly accurate diagnostic performance, underscoring the importance of EL in medical diagnosis.

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Publication Details

Journal
Current Medical Imaging Formerly Current Medical Imaging Reviews
Published
2025-02-28
DOI
https://doi.org/10.2174/0115734056335762250128095107
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
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article

A Robust Approach to Early Glaucoma Identification from Retinal Fundus Images using Dirichlet-based Weighted Average Ensemble and Bayesian Optimization

Zhitao Xiao, Chunyan Shan, Mohamed Mouhafid, Yatong Zhou
Current Medical Imaging Formerly Current Medical Imaging Reviews
Retinal Imaging and Analysis
article

A Robust Approach to Early Glaucoma Identification from Retinal Fundus Images using Dirichlet-based Weighted Average Ensemble and Bayesian Optimization

Zhitao Xiao, Chunyan Shan, Mohamed Mouhafid, Yatong Zhou
article en

Abstract

The integration of ensemble learning (EL) and advanced optimization techniques significantly improved the ACC of GD in RFIs. The enhanced WAE method proved to be a critical factor in achieving well-balanced and highly accurate diagnostic performance, underscoring the importance of EL in medical diagnosis.

Current Medical Imaging Formerly Current Medical Imaging ReviewsVol. 21
Hebei University of Technology (CN), Tiangong University (CN), Tianjin Medical University (CN)
Openalex Percentile: Top 94%
Retinal Imaging and Analysis
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