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Medical AI

This research creates AI tools that help doctors and medical staff with
tasks like summarizing records or explaining medical information.

ChatGPT Image 2026년 6월 23일 오후 04_01_37.png
We train both large and small language models using medical data and expert advice to make sure they are correct and safe.
The goal is to support medical professionals and improve patient care.

Dongryul Oh, Sujin Kang, Heejin Kim, and Dongsuk Oh

Applied Sciences 15.5 (2025): 919–933 

Small language models (SLMs) are increasingly utilized for on-device applications due to their ability to ensure user privacy, reduce inference latency, and operate independently of cloud infrastructure. However, their performance is often limited when processing complex data structures …

Keywords: 

small language model (SLM), on-device AI, graph neural network (GNN), graph transformer, graph convolutional network (GCN) …

Dongsuk Oh, Jonghyeon Moon, Kyoungtae Park, Wonjun Kim, Seungho Yoo, Hyungwoo Lee,  and Jiho Yoo

Expert Systems with Applications 249 (2024): 123620

With the increase in the aging population of many countries, the prevalence of neovascular age-related macular degeneration (nAMD) is expected to increase. Morphological parameters such as intraretinal fluid (IRF), subretinal fluid (SRF), subretinal hyperreflective material (SHRM) …

Keywords: 

Graph convolution network, Transformer, Multiscale skip connection, Medical image segmentation, Retinopathy

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