Multi-Modal Glaucoma Detection Framework using Explainable AI and LLMs

Glaucoma is a group of diseases that can lead to partial or complete blindness due to excessive pressure on the eyes, often caused by anxiety or depression. This pressure damages the optic nerve. The condition requires close, regular cooperation between doctors and patients over time. The increasing number of screenings and time constraints on medical practitioners can lead to errors in disease identification and treatment. Many attempts have been made to automate glaucoma screening and provide interpretability to ensure reliable and accurate solutions. A proposed multi-modal approach combines LIME and Generative AI to help medical practitioners detect glaucoma and provide explanations

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Publication Details

Published
2025-03-07
DOI
https://doi.org/10.1109/icdt63985.2025.10986494
Primary Topic
Retinal Imaging and Analysis
Type
article
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Multi-Modal Glaucoma Detection Framework using Explainable AI and LLMs

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Multi-Modal Glaucoma Detection Framework using Explainable AI and LLMs

Hetal Jethani, Nilesh Bhaskarrao Bahadure, Vivek Pravin Dave, Ashish Kumar Vishwakarma, Deepak Parashar, Nehal Panchal
article en

Abstract

Glaucoma is a group of diseases that can lead to partial or complete blindness due to excessive pressure on the eyes, often caused by anxiety or depression. This pressure damages the optic nerve. The condition requires close, regular cooperation between doctors and patients over time. The increasing number of screenings and time constraints on medical practitioners can lead to errors in disease identification and treatment. Many attempts have been made to automate glaucoma screening and provide interpretability to ensure reliable and accurate solutions. A proposed multi-modal approach combines LIME and Generative AI to help medical practitioners detect glaucoma and provide explanations

Openalex Percentile: Top 84%
Retinal Imaging and Analysis
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