Liver Cancer (HCC) Diagnosis System (2022 ~ 2025)

This project is to develop an automated system for diagnosing HCC from contrast-enhanced CT scans in accordance with LI-RADS guidelines. Full automation of the LI-RADS protocol is achieved through the integration of multiple machine learning models, including SVM, CNN, and LSTM.

Unique features of the system include:

• Full automation of the LI-RADS process

• Real-time diagnosis of HCC

• Minimization of physician intervention

• Generation of Detailed Diagnostic Reports

• 7 Machine Learning Models for

  • Liver Organ Segmentation, Hepatic Vein Segmentation, Hepatic Segments Segmentation, Liver Lesion Segmentation, Imaging Feature Classification, Tumor Type Classificationm and LR Stage Classification

Agentic AI Medical eClinic System (2025 ~ 2026)

This project is to develop an agent-based Artificial Intelligence (AI) system that replicates and delivers the full range of services typically provided by modern, large-scale medical clinics. The proposed system—AI Medical eClinic—is designed to autonomously manage clinical operations, support medical decision-making, and improve service efficiency through the integration of advanced AI technologies.

The system will encompass a broad spectrum of healthcare services, including:

• Patient Diagnosis Based on Medical History

• Treatment Recommendations Tailored to Patient-Specific Factors

• Proactive Post-Treatment Health Management

• Autonomous Electronic Health Records (EHR) Management

• Appointment Scheduling and Coordination

Principal Investigator, Research on National Strategic R&D

• • Funded by National Research Foundation of Korea (NRF), 2016 ~ 2020

Principal Investigator, IoT-based Software Framework

• • Funded by Seoul Business Agency, City of Seoul, 2016 ~ 2018

Principal Investigator, Research on Air Force Mobile Computing Platform

• • Funded by Korean Air Force, Ministry of National Defense, 2016 ~ 2016

Principal Investigator, Research on eGovernment Cloud Service Platform

• • Funded by National Information Society Agency, Ministry of Knowledge Economy, 2012 ~ 2016

Co-Principal Investigator, Research on Robot Collaboration Platform

• • Funded by Ministry of Trade, Industry, and Energy, 2013 ~ 2015

Principal Investigator, Research on Foundation in Science and Engineering

• • Funded by National Research Foundation of Korea (NRF), 2009 ~ 2014

Co-Principal Investigator, Research on Defense Software Infrastructure

• • Funded by Agency of Defense Development (ADD), Ministry of National Defense, 2006 ~ 2014

Principal Investigator, Research on Mobile Service Software Architecture

• • Funded by Center of Software Engineering, Ministry of Knowledge Economy, 2009 ~ 2012

Principal Investigator, Research on Adaptive Service Design

• • Funded by Electronics and Telecommunications Research Institute, Ministry of Science and ICT, 2004 ~ 2006

Principal Investigator, Research on Mobile Cloud Services Framework

• • Funded by Electronics and Telecommunications Research Institute, 1999 ~ 2003

Principal Investigator, Machine Learning System for Cancer Diagnosis

• • Funded by Smartylab Corporation, Co-research with Loma Linda Medical School, USA, 2019 ~ 2023

Principal Investigator, Facial Skin Diagnosis System

• • Funded by Smartylab Corporation, 2021 ~ 2022

Principal Investigator, Planning Software Architect Certification Program

• • Funded by Samsung Display Corporation, 2021 ~ 2021

Principal Investigator, Planning Software Architect Certification Program

• • Funded by PDONE Corporation 2017 ~ 2019

Principal Investigator, Infrastructure of Renewable Energy Systems

• • Funded by Hyosung Heavy Industries Corporation, 2015 ~ 2017

Principal Investigator, Planning Software Architect Certification Program

• • Funded by AceTel Corporation, 2011 ~ 2013

Principal Investigator, Architecture of Next-Generation Banking System

• • Funded by KB Bank, 2012 ~ 2013

12 other projects funded by Samsung Electronics, LG-CNS, BEA/Oracle etc.