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김준모 교수

Junmo Kim

KAIST 전기및전자공학부 · 컴퓨터과학

연구실 소개

김준모 교수의 연구실은 영상처리 및 생물의학 영상 분석 분야에서 핵심적인 연구를 수행하고 있습니다. 이미지 분할, 병변 구분, 의료 영상 기반 진단 보조 시스템 개발을 중심으로, 비모수적 정보 이론 기반 알고리즘과 딥러닝 기반 특징 추출 기법을 융합한 기술을 개발하고 있습니다. 특히, 병변의 성질을 정밀하게 구분하고, 임상적 의사결정을 지원하는 정밀의료 기반 영상 해석 기술에 초점을 맞추고 있습니다. 또한, 환자 중심의 다학제적 접근을 통해 의료 영상의 정확성과 신뢰성을 높이는 데 기여하고 있습니다.

이미지 분할의료 영상 분석딥러닝 특징병변 구분정밀의료 영상

연구 현황

논문 수
389
총 인용 수
9,579
최근 5년 논문
135
주요 분야
컴퓨터과학

연구 성과 추이

표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.

5개년 연도별 논문 게재 수
135총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
528총합
20222023202420252026

주요 논문

15
1
논문|인용수 111·2003
Nonparametric methods for image segmentation using information theory and curve evolution
Junmo Kim, John W. Fisher, Anthony Yezzi, Müjdat Çetin, Alan S. Willsky
Proceedings - International Conference on Image Processing

We present a novel information theoretic approach to image segmentation. We cast the segmentation problem as the maximization of the mutual information between the region labels and the image pixel intensities, subject to a constraint on the total length of the region boundaries. We assume that the probability densities associated with the image pixel intensities within each region are completely unknown a priori, and we formulate the problem based on nonparametric density estimates. Due to the

Computer Vision and Pattern RecognitionComputer Science
2
논문|인용수 107·2007
Nonparametric shape priors for active contour-based image segmentation
Junmo Kim, Müjdat Çetin, Alan S. Willsky
SJR Q1Signal Processing
Computer Vision and Pattern RecognitionComputer Science
3
논문|인용수 84·2007
Analysis of water movement through an unsaturated soil zone in Jeju Island, Korea using stable oxygen and hydrogen isotopes
Kwang‐Sik Lee, Junmo Kim, Dong-Rim Lee, Yongje Kim, Dongho Lee
SJR Q1Journal of Hydrology
Geochemistry and PetrologyEarth and Planetary Sciences
4
논문|인용수 66·2018
Deep feature classification of angiomyolipoma without visible fat and renal cell carcinoma in abdominal contrast‐enhanced CT images with texture image patches and hand‐crafted feature concatenation
Hansang Lee, Helen Hong, Junmo Kim, Dae Chul Jung
SJR Q1Medical PhysicsOA

PURPOSE: To develop an automatic deep feature classification (DFC) method for distinguishing benign angiomyolipoma without visible fat (AMLwvf) from malignant clear cell renal cell carcinoma (ccRCC) from abdominal contrast-enhanced computer tomography (CE CT) images. METHODS: A dataset including 80 abdominal CT images of 39 AMLwvf and 41 ccRCC patients was used. We proposed a DFC method for differentiating the small renal masses (SRM) into AMLwvf and ccRCC using the combination of hand-crafted a

Pulmonary and Respiratory MedicineMedicine
5
논문|인용수 51·2018
Mapping extended technological trajectories: integration of main path, derivative paths, and technology junctures
Junmo Kim, Juneseuk Shin
SJR Q1Scientometrics
Strategy and ManagementBusiness, Management and Accounting
6
논문|인용수 46·2000
A fully coupled finite element analysis of water-table fluctuation and land deformation in partially saturated soils due to surface loading
Junmo Kim
SJR Q1International Journal for Numerical Methods in Engineering

A fully coupled numerical model is presented for the water-table fluctuation and land deformation in partially saturated soils due to surface loading. This numerical model is developed based on the poroelastic governing equations for groundwater flow in deforming variably saturated porous media and the Galerkin finite element method. The numerical model is verified and validated against a one-dimensional consolidation problem concerning surface loading on a soil column which has six different in

Civil and Structural EngineeringEngineering
7
논문|인용수 29·2017
Are countries ready for the new meso revolution? Testing the waters for new industrial change in Korea
Junmo Kim
SJR Q1Technological Forecasting and Social Change
Economics and EconometricsEconomics, Econometrics and Finance
8
논문|인용수 23·2014
Marriage Immigration and Multicultural Families: Public Policies and Their Implications for the Philippines and South Korea
Junmo Kim, Seung‐Bum Yang, Ador R. Torneo
SJR Q2Asian Politics & Policy

This article surveys marriage immigration from the P hilippines to S outh K orea, the public policies of both governments, and ongoing developments, challenges, and their implications for future policy. Policies in both countries provide the context in which international marriages occur and impact the sociocultural, political, economic life of marriage immigrants and their “multicultural families.” Philippine policies are still generally limited to a ban on commercial brokerage and provision of

Sociology and Political ScienceSocial Sciences
9
논문|인용수 17·2019
Philippine Readiness for the 4th Industrial Revolution: A Case Study
Junmo Kim, Ador R. Torneo, Seung‐Bum Yang
SJR Q1Asia-Pacific social science review

This explores how the fourth industrial revolution (FIR) affects developing countries, specifically in the case of the Philippines. It presents an alternative account to the claim that the world is ready to enter the FIR. The analyses show that the readiness of the Philippines for FIR is not the same as developed and industrialized countries. The authors argue that developing countries like the Philippines will not go through FIR in the same way the developed countries do, given their different

Strategy and ManagementBusiness, Management and Accounting
10
논문|인용수 15·2014
Face recognition using Extended Curvature Gabor classifier bunch
Wonjun Hwang, Xiangsheng Huang, Stan Z. Li, Junmo Kim
SJR Q1Pattern Recognition
Computer Vision and Pattern RecognitionComputer Science
11
논문|인용수 11·2000
A CASE OF URETHROCUTANEOUS FISTULA WITH THE KORO SYNDROME
Junmo Kim, MINEUI KIM, NAMKYU LEE, Young‐Ho Park
SJR Q1The Journal of Urology

No AccessJournal of UrologyCLINICAL UROLOGY: Case Reports1 Jul 2000A CASE OF URETHROCUTANEOUS FISTULA WITH THE KORO SYNDROME JUNMO KIM, MINEUI KIM, NAMKYU LEE, and YOUNGHO PARK JUNMO KIMJUNMO KIM , MINEUI KIMMINEUI KIM , NAMKYU LEENAMKYU LEE , and YOUNGHO PARKYOUNGHO PARK View All Author Informationhttps://doi.org/10.1016/S0022-5347(05)67465-4AboutFull TextPDF ToolsAdd to favoritesDownload CitationsTrack CitationsPermissionsReprints ShareFacebookLinked InTwitterEmail "A CASE OF URETHROCUTANEOUS

Clinical PsychologyPsychology
12
논문|인용수 10·2024
Continual learning framework for a multicenter study with an application to electrocardiogram
Junmo Kim, Min Hyuk Lim, Kwangsoo Kim, Hyung‐Jin Yoon
SJR Q1BMC Medical Informatics and Decision MakingOA

Deep learning has been increasingly utilized in the medical field and achieved many goals. Since the size of data dominates the performance of deep learning, several medical institutions are conducting joint research to obtain as much data as possible. However, sharing data is usually prohibited owing to the risk of privacy invasion. Federated learning is a reasonable idea to train distributed multicenter data without direct access; however, a central server to merge and distribute models is nee

Artificial IntelligenceComputer Science
13
논문|인용수 10·2015
Effect of ODA on the Donor's Economy: Localization and Technological Innovation Efforts of Recipient Country and the Sectoral Differentials of Effects
Junmo Kim, Hyuk-Dong Kwon, Youngkwan Kwon
Asian Journal of Innovation and Policy

Most research on Official Development Assistance (ODA) targeted the recipients, but this study examines the effect of ODA on the donor's exports to the recipient. To do this, a panel analysis was carried out with ODA and macroeconomic data on the United States and 33 other countries from 1999 to 2009. The results are summarized as follows: (1) The economic influence on the donor varies with the recipient's localization effort. (2) High-tech exports to the recipient are independent of ODA. (3) In

DevelopmentSocial Sciences
14
논문|인용수 9·2012
Marriage Immigration and Gender in South Korea: Accounting for Gender Disparities in International Marriages
Junmo Kim, Seung‐Bum Yang, Ador R. Torneo
SJR Q1Asia-Pacific social science review

Recent studies on immigration in East Asia are focusing on female marriage immigration, the migration of large numbers of women from developing countries to marry men from industrialized countries like South Korea. Typically lost in the discourse however, are international marriages involving foreign grooms, once the more dominant trend in South Korea before the mid-1990s. This article explains how trends in international marriages in South Korea reversed in the mid- 1990s and how marriages invo

Sociology and Political ScienceSocial Sciences
15
논문|인용수 9·2018
Revisiting Gist-PCA Hashing for Near Duplicate Image Detection
Hyunwoo Kim, Sungryull Sohn, Junmo Kim
SJR Q2Journal of Signal Processing Systems
Computer Vision and Pattern RecognitionComputer Science

대표 연구 분야

Computer Vision and Pattern RecognitionArtificial IntelligenceElectrical and Electronic EngineeringComputational MechanicsSignal ProcessingBiomedical Engineering

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