@article{ART003300139},
author={Ji-Won Han and Ji-yeon So and Eun-sol Noh and Ye-na Lee and Sejong Lee},
title={A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2026},
volume={31},
number={1},
pages={91-97}
TY - JOUR
AU - Ji-Won Han
AU - Ji-yeon So
AU - Eun-sol Noh
AU - Ye-na Lee
AU - Sejong Lee
TI - A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation
JO - Journal of The Korea Society of Computer and Information
PY - 2026
VL - 31
IS - 1
PB - The Korean Society Of Computer And Information
SP - 91
EP - 97
SN - 1598-849X
AB - This study proposes a cloud-based diagnostic system that segments retinal vessels from fundus images and automatically generates clinical diagnostic reports. The proposed system operates without any additional model training by utilizing a training-free analysis pipeline based on image preprocessing and postprocessing techniques. In particular, it is designed to be integrated with hospital cloud infrastructure to enable real-time diagnosis and includes a reporting module that produces clinically applicable outputs.
This paper describes the image processing pipeline for vessel segmentation, the text-based report generation process, and the cloud integration architecture, along with both qualitative and quantitative evaluations. Experimental results demonstrate that even without model training, the proposed system achieves meaningful vessel segmentation performance and reliable report generation capability.
KW - Retinal image analysis;vessel segmentation;training-free analysis;;cloud-based diagnostic system;automated clinical report generation;;real-time medical image processing
DO -
UR -
ER -
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee and Sejong Lee. (2026). A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation. Journal of The Korea Society of Computer and Information, 31(1), 91-97.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee and Sejong Lee. 2026, "A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation", Journal of The Korea Society of Computer and Information, vol.31, no.1 pp.91-97.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee, Sejong Lee "A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation" Journal of The Korea Society of Computer and Information 31.1 pp.91-97 (2026) : 91.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee, Sejong Lee. A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation. 2026; 31(1), 91-97.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee and Sejong Lee. "A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation" Journal of The Korea Society of Computer and Information 31, no.1 (2026) : 91-97.
Ji-Won Han; Ji-yeon So; Eun-sol Noh; Ye-na Lee; Sejong Lee. A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation. Journal of The Korea Society of Computer and Information, 31(1), 91-97.
Ji-Won Han; Ji-yeon So; Eun-sol Noh; Ye-na Lee; Sejong Lee. A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation. Journal of The Korea Society of Computer and Information. 2026; 31(1) 91-97.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee, Sejong Lee. A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation. 2026; 31(1), 91-97.
Ji-Won Han, Ji-yeon So, Eun-sol Noh, Ye-na Lee and Sejong Lee. "A Cloud-Based Training-Free Retinal Vessel Analysis System with Automatic Clinical Report Generation" Journal of The Korea Society of Computer and Information 31, no.1 (2026) : 91-97.
