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Namkug Kim

university of ulsan

63H-index
584Paper Count
1.6WCitation Count
Published Papers 231
Publication Date
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Automated dental landmark detection and model-analysis measurements on 3D digital dental models using a projection-based two-stage cascade convolutional neural network
errComputer Methods and Programs in Biomedicine
IF4.8
err2026-08-20
err0
PREAI
errMyungsoo Bae; Jae-Woo Park; Minjung Kim; Seung-Hak Baek; Namkug Kim
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Beyond expertise: exploring behavioral personas in AI-assisted rare renal cancer diagnosis
errnpj Digital Medicine
IF15.1
err2026-08-13
err0
errOAAI
errChanghyun Park; Yong Il Lee; Jinew Seo; Ja-Min Park; Sun Young Yoon; Bokyung Ahn; Yong Mee Cho; Namkug Kim
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errSave
Enhancing Translation of H&E to IHC with Robust Tumor-Infiltrating Lymphocytes Quantification Using Deep Generative Models: A Feasibility Study
errJournal of Digital Imaging
IF3.8
err2026-07-16
err0
PREAI
errDoa Kim; Jiseon Kang; Hee Jin Lee; Ji-Seon Jeong; Miseon Lee; Byung-Kwan Jeong; Uiree Jo; Namkug Kim
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Endoscopic Diagnosis of Eosinophilic Esophagitis Using a Multi-Task U-Net: A Pilot Study
errYonsei Medical Journal
IF2.8
err2026-02-01
err1
errOAAI
errKim, Ga Hee; Park, Jooyoung; Park, Seungju; Hwang, Jeongeun; Lim, Jisup; Park, Kanggil; Ji, Sunghwan; Park, Kwangbeom; Seo, Jun-young; Noh, Jin Hee; Ahn, Ji Yong; Byeon, Jeong-Sik; Kim, Do Hoon; Kim, Namkug
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Generating Lung Ventilation Images with Virtual Non-contrast Images from Dual-Energy CT Scans Using Multi-task Conditional Generative Adversarial Networks
errJournal of Imaging Informatics in Medicine
IF0
err2026-01-08
err0
PREAI
errSangyoon Lee; Changyong Choi; Jongjun Won; Mijeong Song; Hye Jeon Hwang; Jeong Min Song; Sang Min Lee; Namkug Kim
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Generative Unsupervised Anomaly Detection with Coarse-Fine Ensemble for Workload Reduction in 3D Non-contrast Brain CT of Emergency Room
errMEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2025, PT III
IF0
err2026-01-01
err0
PREAI
errWon, Jongjun; Kim, Jihwan; Oh, Joonseo; Yoo, Yereen; Yum, Jieun; Lee, Joonsang; Park, Joon Hyung; Jo, Wooyoung; Nam, Yoojin; Lee, Hyunki; Hong, Gil-sun; Kim, Namkug
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Artificial intelligence and radiologists in pancreatic cancer detection using standard of care CT scans (PANORAMA): an international, paired, non-inferiority, confirmatory, observational study
errThe Lancet Oncology
IF0
err2025-11-20
err0
PREAI
errNatalia Alves; Megan Schuurmans; Dawid Rutkowski; Anindo Saha; Pierpaolo Vendittelli; Nancy Obuchowski; Marjolein H Liedenbaum; Ingfrid S Haldorsen; Anders Molven; Derya Yakar; Jeroen Geerdink; Sebastiaan van Koeverden; Deniece M Riviere; Wulphert Venderink; Robbert de Haas; Namkug Kim; J-Matthias Löhr; Garima Suman; Klaus H Maier-Hein; Horst K Hahn
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A 3D self-configuring hybrid transformer with multi-task learning for 3D automated breast ultrasound segmentation
errComputers in Biology and Medicine
IF6.3
err2025-10-31
err0
PREAI
errHyunsu Jeong; Chiho Yoon; Hyunseok Lim; Jongjun Won; Kiduk Kim; Gongning Luo; Mingwang Xu; Namkug Kim; Chulhong Kim
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Generative AI for developing foundation models in radiology and imaging: engineering perspectives
errBiomedical Engineering Letters
IF2.8
err2025-10-21
err0
PREAI
errJune-Goo Lee; Sunggu Kyung; Namkug Kim
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errSave
Opportunistic screening of low bone mass using knowledge distillation-based deep learning in chest X-rays with external validations
errArchives of Osteoporosis
IF2.8
err2025-10-08
err0
PREAI
errJunhyeok Park; Nha-Young Kim; Hyun-Jin Bae; Jinhoon Jeong; Miso Jang; Sung Jin Bae; Jung-Min Koh; Seung Hun Lee; Joo Hee Yoon; Chang Hoon Lee; Namkug Kim
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Machine Learning?Based Prediction of Delayed Neurologic Sequelae in Carbon Monoxide Poisoning Using Automatically Extracted MR Imaging Features
errAMERICAN JOURNAL OF NEURORADIOLOGY
IF3.7
err2025-10-01
err0
PREAI
errLee, Grace Yoojin; Sohn, Chang Hwan; Kim, Dongwon; Jeon, Sang-Beom; Yun, Jihye; Ham, Sungwon; Nam, Yoojin; Yum, Jieun; Kim, Won Young; Kim, Namkug
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Multimodal Large Language Models in Medical Imaging: Current State and Future Directions
errKOREAN JOURNAL OF RADIOLOGY
IF5.3
err2025-10-01
err4
errOAAI
errNam, Yoojin; Kim, Dong Yeong; Kyung, Sunggu; Seo, Jinyoung; Song, Jeong Min; Kwon, Jimin; Kim, Jihyun; Jo, Wooyoung; Park, Hyungbin; Sung, Jimin; Park, Sangah; Kwon, Heeyeon; Kwon, Taehee; Kim, Kanghyun; Kim, Namkug
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Detection of neonatal pneumoperitoneum on radiographs using deep multi-task learning
errComputers in Biology and Medicine
IF6.3
err2025-08-20
err0
PREAI
errChanghyun Park; Jinwha Choi; Jisun Hwang; Hana Jeong; Pyeong Hwa Kim; Young Ah Cho; Byong Sop Lee; Euiseok Jung; Se Hwa Kwon; Minsung Kim; Haesung Jun; Yoojin Nam; Namkug Kim; Hee Mang Yoon
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Evaluation of Net Withdrawal Time and Colonoscopy Video Summarization Using Deep Learning Based Automated Temporal Video Segmentation
errJournal of Imaging Informatics in Medicine
IF0
err2025-08-05
err0
PREAI
errKanggil Park; Ji Young Lee; Ahin Choi; Jeong-Sik Byeon; Namkug Kim
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KC-UNIT: Multi-kernel conversion using unpaired image-to-image translation with perceptual guidance in chest computed tomography imaging
errComputers in Biology and Medicine
IF6.3
err2025-07-26
err0
PREAI
errChangyong Choi; Doa Kim; Seungjoo Park; Hyunki Lee; Hyunwook Kim; Sang Min Lee; Namkug Kim
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Enhancing 3D dopamine transporter imaging as a biomarker for Parkinson’s disease via self-supervised learning with diffusion models
errCell Reports Medicine
IF10.6
err2025-06-27
err0
errOAAI
errJongjun Won; Grace Yoojin Lee; Sungyang Jo; Jihyun Lee; Sangjin Lee; Jae Seung Kim; Changhwan Sung; Jungsu S. Oh; Kyum-Yil Kwon; Soo Bin Park; Joonsang Lee; Jieun Yum; Sun Ju Chung; Namkug Kim
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Changes in mortality due to respiratory diseases around the COVID-19 pandemic: A multi-national comparative study
errJournal of Infection and Public Health
IF4
err2025-06-19
err0
errOAAI
errJang Ho Lee; Jeong Hwan Ko; Hyunjung Park; Namkug Kim; Sei Won Lee
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errSave
Predicting orthognathic surgery results as postoperative lateral cephalograms using graph neural networks and diffusion models
errNATURE COMMUNICATIONS
IF15.7
err2025-03-16
err0
errOAAI
errKim, In-Hwan; Jeong, Jiheon; Kim, Jun-Sik; Lim, Jisup; Cho, Jin-Hyoung; Hong, Mihee; Kang, Kyung-Hwa; Kim, Minji; Kim, Su-Jung; Kim, Yoon-Ji; Sung, Sang-Jin; Kim, Young Ho; Lim, Sung-Hoon; Baek, Seung-Hak; Park, Jae-Woo; Kim, Namkug
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Development of a deep learning-based model for guiding a dissection during robotic breast surgery
errBREAST CANCER RESEARCH
IF5.6
err2025-03-10
err0
errOAAI
errLee, Jeea; Ham, Sungwon; Kim, Namkug; Park, Hyung Seok
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Improving accuracy for inferior alveolar nerve segmentation with multi-label of anatomical adjacent structures using active learning in cone-beam computed tomography
errSCIENTIFIC REPORTS
IF3.9
err2025-03-03
err0
errOAAI
errOn, Sungchul; Ock, Junhyeok; Bae, Myungsoo; Park, Jae-Woo; Baek, Seung-Hak; Ham, Sungwon; Kim, Namkug
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Research Directions

No research directions
Co-authors
Cooperation Journals
P
Perry F. Renshaw
H-index: 98 · Papers: 585
D
Deborah Yurgelun‐Todd
H-index: 98 · Papers: 463
C
Chulhong Kim
H-index: 83 · Papers: 661
Y
Young‐Hak Kim
H-index: 79 · Papers: 955
D
Duk‐Woo Park
H-index: 78 · Papers: 875
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