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Dongheon Lee

Chungnam National University

SCHOLARLY PAPERS

4

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183

TOTAL CITATIONS
Rank 33,484

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Top 33,484

in Total Papers Citations

56

Scholarly Papers (4)

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1.

Enhancing Diagnosticconfidence and Accuracy in the Optical Diagnosis of Colorectal Polyps Using an Uncertainty-Aware Vision Transformer

Number of pages: 21 Posted: 15 Mar 2024
Youngwan Lee, Sangrok Lee, Eunhyo Jin, Dongheon Lee, Ji Young Lee, Jaeyoung Chun, Ji Young Chang, Hae Yeon Kang, Sun Young Yang, Seon Hee Lim, Goh Eun Chung, Su Jin Chung, Ji Min Choi and Yoo Min Han
Electronics and Telecommunications Research Institute, ModuLab, Seoul National University, Chungnam National University, University of Ulsan - Asan Medical Center, Yonsei University - Gangnam Severance Hospital, Ewha Womans University, Seoul National University, Seoul National University, Seoul National University, Seoul National University, Seoul National University, Seoul National University and Seoul National University
Downloads 59 (970,490)
Citation 56

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optical diagnosis, colorectal cancer, vision transformer, uncertainty quantification, bayesian deep learning

2.

Anonymize Anyone: Toward Race Fairness in Text-to-Face Synthesis Using Simple Preference Optimization in Diffusion Model

Number of pages: 24 Posted: 20 Mar 2025
Yeon Gyu Han, Jung Im Na, Seong Hwan Kim, Sunje Kim, Seung-Han Song and Dongheon Lee
Chungnam National University, Seoul National University - Seoul National University Bundang Hospital, affiliation not provided to SSRN, Chungnam National University, Chungnam National University and Chungnam National University
Downloads 56 (1,000,027)

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Face Anonymization, Diffusion Model, Race Fairness, Face Editing, Multi-modal prompting, Human Preference Optimization

3.

Impact of Uncertainty-Aware Ai on Optical Diagnosis of Colorectal Polyps: Enhancing Accuracy and Confidence of Expert-Level Endoscopists

Number of pages: 26 Posted: 05 Aug 2025
Youngwan Lee, Sangrok Lee, Eunhyo Jin, Dongheon Lee, Ji Young Lee, Jaeyoung Chun, Ji Young Chang, Hae Yeon Kang, Sun Young Yang, Seon Hee Lim, Goh Eun Chung, Su Jin Chung, Ji Min Choi and Yoo Min Han
Electronics and Telecommunications Research Institute, ModuLab, Seoul National University, Chungnam National University, University of Ulsan - Asan Medical Center, Yonsei University - Gangnam Severance Hospital, Ewha Womans University, Seoul National University, Seoul National University, Seoul National University, Seoul National University, Seoul National University, Seoul National University and Seoul National University
Downloads 43 (1,145,425)

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Optical diagnosis, Colorectal cancer, Uncertainty quantification, Bayesian deep learning, Vision transformer

4.

​Deep Learning–Based Osteoporotic Fracture Risk Assessment from Routine Chest Radiographs: A Multi-Institutional Cohort Study with External Validation

Number of pages: 43 Posted: 25 Apr 2026
Yisak Kim, Hanbin Ko, Dongheon Lee, Jin Hwan Kim, Chang Min Park and Sung Hye Kong
Seoul National University - Seoul National University Hospital, Seoul National University - Seoul National University Hospital, Chungnam National University, Chungnam National University, Seoul National University - Seoul National University Hospital and Seoul National University - Department of Internal Medicine
Downloads 25 (1,399,036)

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osteoporotic fracture, deep learning, chest radiograph, fracture risk, FRAX, bone mineral density, opportunistic screening