연구의 근거와 기록

When Does Uncertainty Become Meaningful in Medical Vision-Language Models? Alignment Enables Disease-wise Uncertainty and Risk-Aware Prediction

Tae Hun Kim, Hyun Gyu Lee

Medical Image Computing and Computer Assisted Intervention (MICCAI 2026)

Decoupled Ordinal Refinement with Geometric Alignment for Chest X-ray Severity Scoring

Geon Jeong, Jung Soo Kim, Hyun Gyu Lee

Medical Image Computing and Computer Assisted Intervention (MICCAI 2026)

Bi-MCQ: Reformulating Vision–Language Alignment for Negation Understanding

Tae Hun Kim, Hyun Gyu Lee

International Conference on Pattern Recognition (ICPR 2026)

A Practical Weakly Supervised Framework for Dose-Up Translation of Low-Enhanced CT Under Clinical Acquisition Variability

Jong Bub Lee, Se Hwan Lim, Yu Jin Jung, Jae Hwan Kim, Hyun Gyu Lee

Journal of Imaging, 12(5), 190

Expert-distilled spectrogram-attention SAI3C network for robust IIIC EEG pattern recognition

Se Hwan Lim, Jong Bub Lee, Hyun Gyu Lee

Medical & Biological Engineering & Computing, 64(5), 1675–1688

An interpretable machine learning model for early prediction of ESBL-producing bacteraemia in the emergency department

Ye-Chan Kim, Jong-Bub Lee, Areum Durey, Hyun-Gyu Lee

Scientific Reports

ESCAViT: Symmetry-Aware EEG Classification

Se Hwan Lim, Hyun Gyu Lee

Empowering Medical Image Computing and Research Through Early-Career Expertise (EMERGE 2025), Lecture Notes in Computer Science, LNCS 16534, 81–90

Handgrip and gait metrics as scalable markers of physical health in schizophrenia and alcohol use disorders

Jaechan Park, Ye-Chan Kim, Kyujin Choi, Boram Park, Hyun Gyu Lee

Global Mental Health, 13, e86

Artificial Intelligence-Assisted Estimation of the Center of Rotation of Angulation (CORA) in Canine Forelimb Radiographs

Seoro Park, Taehun Kim, HyunGyu Lee, Kichang Lee, Hakyoung Yoon

Pakistan Veterinary Journal, 45(4), 1857–1866

High-throughput screening system for immunogenic cell death inducers using artificial intelligence-based real-time image analysis

Eunseo Kim, Donghoon Jang, Minji Kim, Jiwon Heo, Jisoo Shin, Joo-Yoon Chung, Minji Choi, Wen-Hao Yang, Hyungyu Lee, Jong-Ho Cha

Computers in Biology and Medicine, 196 Part B, 110727

Deep learning-driven ultrasound equipment quality assessment with ATS-539 phantom data

Dong Hoon Jang, Ji Won Heo, Kyu Hong Lee, Ro Woon Lee, Tae Ran Ahn, Hyun Gyu Lee

International Journal of Medical Informatics, 193, 105698

온라인 공개 2024. 11. 13 · 인용 연도 2025

Prediction of final pathology depending on preoperative myometrial invasion and grade assessment in low-risk endometrial cancer patients: A Korean Gynecologic Oncology Group ancillary study

Dong-Hoon Jang, Hyun-Gyu Lee, Banghyun Lee, Sokbom Kang, Jong-Hyeok Kim, Byoung-Gie Kim, Jae-Weon Kim, Moon-Hong Kim, Xiaojun Chen, Jae Hong No, Jong-Min Lee, Jae-Hoon Kim, Hidemich Watari, Seok Mo Kim, Sung Hoon Kim, Seok Ju Seong, Dae Hoon Jeong, Yun Hwan Kim

PLOS ONE, 19(6), e0305360

COVID19 to Pneumonia: Multi Region Lung Severity Classification using CNN Transformer Position-Aware Feature Encoding Network

Jong Bub Lee, Jung Soo Kim, Hyun Gyu Lee

Medical Image Computing and Computer Assisted Intervention (MICCAI 2024), LNCS 15001, 472–481

Quantitative analysis of automatic voice disorder detection studies for hybrid feature and classifier selection

Jong Bub Lee, Hyun Gyu Lee

Biomedical Signal Processing and Control, 91, 106014

Machine learning approaches that use clinical, laboratory, and electrocardiogram data enhance the prediction of obstructive coronary artery disease

Hyun‑Gyu Lee, Sang‑Don Park, Jang‑Whan Bae, SungJoon Moon, Chai Young Jung, Mi‑Sook Kim, Tae‑Hun Kim, Won Kyung Lee

Scientific Reports, 13, 12635

Electrocardiogram-based deep learning algorithm for the screening of obstructive coronary artery disease

Seong Huan Choi, Hyun-Gye Lee, Sang-Don Park, Jang-Whan Bae, Woojoo Lee, Mi-Sook Kim, Tae-Hun Kim, Won Kyung Lee

BMC Cardiovascular Disorders, 23, 287

Machine learning model for predicting ciprofloxacin resistance and presence of ESBL in patients with UTI in the ED

Hyun-Gyu Lee, Youngho Seo, Ji Hye Kim, Seung Baik Han, Jae Hyoung Im, Chai Young Jung, Areum Durey

Scientific Reports, 13, 3282

Convolutional neural network-based respiration analysis of electrical activities of the diaphragm

Hyun-Gyu Lee, Gahee Lee, Juyoung Lee

Scientific Reports, 12, 16671