VisionEdge: Cataract Detection via Smartphone

Cataracts, a prevalent eye disease globally, often go undetected until later stages due to complex diagnostic methods. This paper presents VisionEdge, which employs Edge Intelligence for cataract detection using a smartphone. With a 99.11% accuracy rate and a small size that makes it perfect for mobile deployment, MobileNetV2 was the best model among those that were evaluated. Hence, making remarkable improvements towards enhancing cataract screening. Deployed through the SmartEye Android app, it significantly enhances accessibility to cataract screening by eliminating the need for specialized equipment. Integrating mobile technology and Edge Intelligence promises a widespread impact on healthcare delivery, potentially expanding to address other ocular diseases.

Authors

Institutions

Publication Details

Published
2024-12-20
DOI
https://doi.org/10.1109/iccit64611.2024.11022415
Primary Topic
Retinal Imaging and Analysis
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

VisionEdge: Cataract Detection via Smartphone

Abdul Ahad, Ashar Alam, Abrar Fahim, Nourash Azmine Chowdhury
Retinal Imaging and Analysis
article

VisionEdge: Cataract Detection via Smartphone

Abdul Ahad, Ashar Alam, Abrar Fahim, Nourash Azmine Chowdhury
article en

Abstract

Cataracts, a prevalent eye disease globally, often go undetected until later stages due to complex diagnostic methods. This paper presents VisionEdge, which employs Edge Intelligence for cataract detection using a smartphone. With a 99.11% accuracy rate and a small size that makes it perfect for mobile deployment, MobileNetV2 was the best model among those that were evaluated. Hence, making remarkable improvements towards enhancing cataract screening. Deployed through the SmartEye Android app, it significantly enhances accessibility to cataract screening by eliminating the need for specialized equipment. Integrating mobile technology and Edge Intelligence promises a widespread impact on healthcare delivery, potentially expanding to address other ocular diseases.

North South University (BD), Islamic University of Technology (BD)
Affordable and clean energy
Openalex Percentile: Top 55%
Retinal Imaging and Analysis
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.