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Ui-Jong Kim

Kyung Hee University · Medicine

About the Lab

Professor Ui-Jong Kim's research lab specializes in medical image analysis and artificial intelligence applications in diagnostic radiology, with a focus on developing deep learning algorithms for automated detection and classification of various diseases from medical imaging. The lab emphasizes clinical translation by validating algorithms across diverse, multicenter datasets, particularly in tuberculosis, sinusitis, and intracranial tumors such as gliosarcoma and choroid plexus papilloma. Research directions include end-to-end AI systems for medical imaging, radiological risk prediction, and long-term monitoring of rare brain tumors. The lab bridges advanced computational methods with clinical practice to improve diagnostic accuracy and patient outcomes.

medical image analysisdeep learningradiological diagnosisneuroimagingAI in healthcare

Research Overview

Papers
33
Total Citations
278
Papers (5y)
6
Primary Field
Medicine

Research Output Trend

Figures are computed from collected data and may differ slightly.

Publications per year (5y)
6total
2018
2019
2020
2021
2022
Citations per year (5y)
243total
20182019202020212022

Selected Papers

15
1
Article|235 citations·2018
Development and Validation of a Deep Learning–based Automatic Detection Algorithm for Active Pulmonary Tuberculosis on Chest Radiographs
Eui Jin Hwang, Sunggyun Park, Kwang-Nam Jin, Jung Im Kim, So Young Choi, Jong Hyuk Lee, Jin Mo Goo, Jaehong Aum, Jae‐Joon Yim, Chang Min Park, Deep Learning-Based Automatic Detection Algorithm Development and Evaluation Group, Dong Hyeon Kim
SJR Q1Clinical Infectious DiseasesOA

BACKGROUND: Detection of active pulmonary tuberculosis on chest radiographs (CRs) is critical for the diagnosis and screening of tuberculosis. An automated system may help streamline the tuberculosis screening process and improve diagnostic performance. METHODS: We developed a deep learning-based automatic detection (DLAD) algorithm using 54c221 normal CRs and 6768 CRs with active pulmonary tuberculosis that were labeled and annotated by 13 board-certified radiologists. The performance of DLAD w

Radiology, Nuclear Medicine and ImagingMedicine
2
Article|8 citations·2021
Effective End-to-End Deep Learning Process in Medical Imaging Using Independent Task Learning: Application for Diagnosis of Maxillary Sinusitis
오장훈, 김혁기, 이경미, 류창우, 박순찬, 장지혜, 최현석, 김의종
https://www.eymj.org/DOIx.php?id=10.3349/ymj.2021.62.12.1125

Purpose: This study aimed to propose an effective end-to-end process in medical imaging using an independent task learning (ITL) algorithm and to evaluate its performance in maxillary sinusitis applications. Materials and Methods: For the internal dataset, 2122 Waters’ view X-ray images, which included 1376 normal and 746 sinusitis images, were divided into training (n=1824) and test (n=298) datasets. For external validation, 700 images, including 379 normal and 321 sinusitis images, from three

3
Article|7 citations·2015
Preoperative Coronary Stenosis Is a Determinant of Early Vascular Outcome afer Carotid Endarterectomy
김정화, 허성혁, 남효정, 윤효철, 김의종, 이지성, 김영서, 김현영, 고성호, 장대일
http://dx.doi.org/10.3988/jcn.2015.11.4.364

Background and Purpose Te beneft of carotid endarterectomy (CEA) is directly infuenced by the risk of perioperative adverse outcomes. However, patient-level risks and predictors including coronary stenosis are rarely evaluated, especially in Asian patients. Te aim of this study was to determine the relationship between the vascular risk factors underlying CEA, including coronary stenosis, and postoperative outcome. Methods One hundred and ffy-three consecutive CEAs from our hospital records were

4
Article|6 citations·2010
Gliosarcoma of the Cerebellar Hemisphere: a Case Report and Review of the Literature
문성경, 김의종, 최우석, 류창우, 박봉진, 이주희

Gliosarcoma is a rare central nervous system tumor usually located in the supratentorial area. Here we report a rare case of a gliosarcoma that developed in the cerebellar hemisphere in a 70-year-old woman. Computed tomography (CT) and magnetic resonance imaging (MRI) of the brain revealed an infratentorial mass of which radiological features were similar to those of glioblastoma. The tumor was diagnosed by pathology as a gliosarcoma. Though rare, gliosarcoma should be considered in the differen

5
Article|6 citations·2009
Atypical Choroid Plexus Papilloma in an Adult
이성호, 김의종, 임영진, 박봉진
http://kmbase.medric.or.kr/Main.aspx?d=KMBASE&m=VIEW&i=1001920090460010074

We present an extremely rare case of the atypical choroid plexus papilloma in an adult which developed at the trigone of right lateral ventricle. A 62-year-old woman presented with the history of intermittent and gradually progressive headache and left side hemiparesis for 6 months. The brain magnetic resonance image showed highly enhanced and well demarcated mass at the trigone of lateral ventricle attached to the choroid plexus. Gross total resection was performed by transcortical approach via

6
Article|5 citations·2013
Pituitary Stalk Hemangioblastoma in a von Hippel-Lindau Patient : Clinical Course Follow-Up Over a 20-Year Period
이경미, 김의종, 최우석, 김태성

Supratentorial hemangioblastomas (HBs) are rare, and pituitary stalk HBs are extremely uncommon; therefore, pituitary stalk evaluation is often overlooked. Herein, we report the development of pituitary stalk HB over a 20-year period and the importance of regular long-term follow up for patients with HBs.

7
Article|4 citations·2012
Magnetic Resonance Findings in Two Episodes of Repeated Cerebral Fat Embolisms in a Patient with Autologous Fat Injection into the Face
이경미, 김의종, 장건호, 장대일

We report magnetic resonance image (MRI) and magnetic resonance spectroscopy (MRS) findings in a patient of cerebral fat embolism (CFE) occurred in a 26-year-old woman after an autologous fat injection into the face. After initial neurologic symptom onset, MRI and MRS data were obtained two times to investigate repeated CFE. We obtained the MRS data in the two different time intervals and two different echo times to compare the lesions with normal brain parenchyma. The results of MRS data showed

8
Article|2 citations·2006
Lhermitte-Duclos Disease를 동반한 Cowden Disease: 증례 보고
박보람, 김의종, 최우석

Cowden’s disease(CD)은 드문 다발성 과오종-신생물 증후군이다. Lhermitte-Duclos disease(LDD)은 소뇌의 과오종으로 알려져 있다. CD는 LDD나 다른 다발성 전신 신생물을 동반할 수 있다. 저자들이 경험한 다발성 전신 신생물을 동반한 CD-LDD를 보고하고자 한다.

9
Article|1 citations·2002
올리브핵 퇴행성비대의 자기공명영상소견: 원인과 침범양상을 중심으로
장석기, 최우석, 김의종

목적: 출혈에 의한 올리브핵의 이차적 퇴행성비대(Hypertrophic olivary degeneration)의 자기공명영상소견은 이미 보고된 바 있으나, 본 연구에서는 다양한 원인과 출혈의 정도에 따라 침범양상의 차이점을 비교분석하고자 하였다. 대상과 방법: 올리브핵의 이차적 퇴행성비대로 진단된 15명의 환자에서 MR영상을 후향적으로 분석하였다. 환자들의 연령분포는 39-66세였으며 남자가 10명, 여자가 5명이었다. MR영상은 1.5T 초전도형 자기공명영상장치에서 두부코일을 사용하여 시행하였다. MR영상상 올리브핵에서 관찰되는 신호강도, 크기의 변화를 선행된 원인과 부위의 침범 정도에 따라 그 소견을 기록하였다. 3명의 환자에서 추적검사가 가능하였다. 결과: 뇌교 또는 중뇌의 중심부위에 큰 출혈을 보였던 3명의 환자에서 양측 올리브핵의 비대가 관찰되었으며, 뇌교에 큰 경색을 보였던 1명에서 3개월후에 양측 올리브핵에서 비대가 관찰되었다. 뇌교 또는 중뇌의 중앙피개로를 침범하는 출

10
Article|1 citations·2007
A treatment of atreiovenous malformation on mandible
정미선, 류동목, 김의종, 오정환

The treatment of intraosseous ateriovenous malformation in the jaw is difficult because of life threatening frequent bleeding tendency. The surgical resection of AVM may be mortal due to massive blood loss .In the growing pediatric patient, surgery may cause facial deformity and growth disturbance. So currently, the treatment of AVM is only embolization using various material through endovascular access, direct-puncture or embolization in conjunction with surgical resection. We report a case of

11
Article|1 citations·2016
Communication between the Right and Circumflex Coronary Arteries Discovered Incidentally by Multidetector Computed Tomography
권세환, 김의종, 우종신, 김수중, 윤효철, 오주형

Intercoronary communication is a rare congenital coronary anomaly. We present a case of a 48-year-old man with an incidentally discovered communication between the right and circumflex coronary arteries, who was admitted with chest tightness and exertional dyspnea. The initial diagnosis was made using electrocardiogramgated multidetector computed tomography.

12
Article|1 citations·2012
뇌간에서 뇌신경을 침범한 신경매독: 2 증례
장지혜, 김의종, 최우석, 윤성상, 허성혁

신경매독이 뇌신경의 침범으로 발현하는 경우는 드물며 급성 매독성 수막염(acute syphilitic meningitis)과 수막혈관성 신경매독(meningovascular neurosyphilis)의 형태에서 주로 발생한다. 저자는 뇌간에서 고무종성 결절을 동반한 매독성 뇌막염이 뇌신경 기시부를 침범하였던 신경매독 두 증례를 경험하여 이를 보고하고자 한다.

13
Article|1 citations·2007
브라운세까르 증후군으로 발병한 자발성 척수탈출증이 의심되는 1예
허성혁, 김정화, 안태범, 김의종, 박기정, 윤성상, 장대일, 정경천
14
Article|0 citations·2005
전두엽 대뇌 병변을 가진 환자의 배뇨근 기능 변화
김의종, 이선주, 이동기

Purpose: The frontal lobe is the highest center of importance in the control of micturition. Patients with frontal lobe lesion have detrusor hyperreflexia, detrusor areflexia or uninhibitory urethral relaxation. However, the precise regions controlling the detrusor activity have not been established. Therefore, we analogize the regions of the frontal lobe controlling micturition by means of analyzing the detrusor change of patient with frontal lobe lesion. Materials and Methods: The cystometric

15
Article|0 citations·2006
머리뼈에 발생한 결합조직형성섬유종을 닮은 골육종 - 1예 보고 -
도인구, 김의종, 김국기, 박용구
http://kmbase.medric.or.kr/Main.aspx?d=KMBASE&m=VIEW&i=0357920060400040314

Primary osteosarcoma of the skull is a rare finding. We report here on a pathologically proven case of osteosarcoma that presented as a painless mass in the frontal bone of a 7-year-old boy. This unusual form of osteosarcoma had features of desmoplastic fibroma in a large portion of the tumor. We also include a review of the medical literature related to osteosarcoma.

Research Areas

Radiology, Nuclear Medicine and Imaging

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