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Showing results 1 to 24 of 24

Article

A robust vision language model for molecular status prediction and radiology report generation in adult-type diffuse gliomas

Park, Yae Won ;
Kang, Myeongkyun ;
Ryu, Huiseung ;
Han, Kyunghwa ;
Sim, Yongsik ;
Park, Ji Eun ;
Chang, Jong Hee ;
Kim, Se Hoon ;
Lee, Seung-Koo ;
Park, Sang Hyun ;

2026-04
NPJ DIGITAL MEDICINE, v.9, no.1
NATURE PORTFOLIO
View : 148
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Article

Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation with Image Synthesis

Kim, Soopil ;
Park, Heejung ;
Chikontwe, Philip ;
Kang, Myeongkyun ;
Jin, Kyong Hwan ;
Adeli, Ehsan ;
Pohl, Kilian M. ;
Park, Sang Hyun

2025-05
Kim, Soopil. (2025-05). Communication Efficient Federated Learning for Multi-Organ Segmentation via Knowledge Distillation with Image Synthesis. IEEE Transactions on Medical Imaging, 44(5), 2079–2092. doi: 10.1109/TMI.2025.3525581
Institute of Electrical and Electronics Engineers
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Article

Content preserving image translation with texture co-occurrence and spatial self-similarity for texture debiasing and domain adaptation

Kang, Myeongkyun ;
Won, Dongkyu ;
Luna, Acevedo Miguel Andres ;
Chikontwe, Philip ;
Hong, Kyung Soo ;
Ahn, June Hong ;
Park, Sang Hyun

2023-09
Kang, Myeongkyun. (2023-09). Content preserving image translation with texture co-occurrence and spatial self-similarity for texture debiasing and domain adaptation. Neural Networks, 166, 722–737. doi: 10.1016/j.neunet.2023.07.049
Elsevier
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Conference

Context-Guided Medical Visual Question Answering

Arsalane, Wafa ;
Chikontwe, Philip ;
Luna, Acevedo Miguel Andres ;
Kang, Myeongkyun ;
Park, Sang Hyun

2024-10-06
Arsalane, Wafa. (2024-10-06). Context-Guided Medical Visual Question Answering. 1st MICCAI Student Board Workshop on Empowering Medical Information Computing and Research through Early-Career Expertise, EMERGE 2024, Held in Conjunction with MICCAI 2024, 245–255. doi: 10.1007/978-3-031-79103-1_25
Medical Image Computing and Computer Assisted Intervention Society
View : 166
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Article

Dual attention multiple instance learning with unsupervised complementary loss for COVID-19 screening

Chikontwe, Philip ;
Luna, Acevedo Miguel Andres ;
Kang, Myeongkyun ;
Hong, Kyung Soo ;
Ahn, June Hong ;
Park, Sang Hyun

2021-08
Chikontwe, Philip. (2021-08). Dual attention multiple instance learning with unsupervised complementary loss for COVID-19 screening. Medical Image Analysis, 72, 102105. doi: 10.1016/j.media.2021.102105
Elsevier BV
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Article

Efficient One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation

Kang, Myeongkyun ;
Chikontwe, Philip ;
Kim, Soopil ;
Jin, Kyong Hwan ;
Adeli, Ehsan ;
Pohl. Kilian M. ;
Park, Sang Hyun

2025-10
Kang, Myeongkyun. (2025-10). Efficient One-shot Federated Learning on Medical Data using Knowledge Distillation with Image Synthesis and Client Model Adaptation. Medical Image Analysis, 105. doi: 10.1016/j.media.2025.103714
Elsevier
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Article

Federated learning with knowledge distillation for multi-organ segmentation with partially labeled datasets

Kim, Soopil ;
Park, Heejung ;
Kang, Myeongkyun ;
Jin, Kyong Hwan ;
Adeli, Ehsan ;
Pohl, Kilian M. ;
Park, Sang Hyun

2024-07
Kim, Soopil. (2024-07). Federated learning with knowledge distillation for multi-organ segmentation with partially labeled datasets. Medical Image Analysis, 95. doi: 10.1016/j.media.2024.103156
Elsevier
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Article

FedNN: Federated learning on concept drift data using weight and adaptive group normalizations

Kang, Myeongkyun ;
Kim, Soopil ;
Jin, Kyong Hwan ;
Adeli, Ehsan ;
Pohl, Kilian M. ;
Park, Sang Hyun

2024-05
Kang, Myeongkyun. (2024-05). FedNN: Federated learning on concept drift data using weight and adaptive group normalizations. Pattern Recognition, 149. doi: 10.1016/j.patcog.2023.110230
Elsevier
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Conference

Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection

Kim, Soopil ;
An, Sion ;
Chikontwe, Philip ;
Kang, Myeongkyun ;
Adeli, Ehsan ;
Pohl, Kilian M. ;
Park, Sang Hyun

2024-02-24
Kim, Soopil. (2024-02-24). Few Shot Part Segmentation Reveals Compositional Logic for Industrial Anomaly Detection. AAAI Conference on Artificial Intelligence, 8591–8599. doi: 10.1609/aaai.v38i8.28703
Association for the Advancement of Artificial Intelligence
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Conference

Glio-LLaMA-Vision: A Robust Vision-Language Model for Molecular Status Prediction and Radiology Report Generation in Adult-type Diffuse Gliomas

Park, Yae Won ;
Kang, Myeongkyun ;
Chang, Jong Hee ;
Park, Sang Hyun ;
Ahn, Sung Soo

2025-11-19
30th Annual Meeting of the Society for Neuro-Oncology and 7th Quadrennial Meeting of WFNOS, pp.v273 - v274
Society for Neuro-Oncology, World Federation of Neuro-Oncology Societies
View : 256
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Conference

Low-Shot Prompt Tuning for Multiple Instance Learning Based Histology Classification

Chikontwe, Philip ;
Kang, Myeongkyun ;
Luna, Acevedo Miguel Andres ;
Nam, Siwoo ;
Park, Sang Hyun

2024-10-07
Chikontwe, Philip. (2024-10-07). Low-Shot Prompt Tuning for Multiple Instance Learning Based Histology Classification. International Conference on Medical Image Computing and Computer Assisted Interventions, 285–295. doi: 10.1007/978-3-031-72083-3_27
Medical Image Computing and Computer Assisted Intervention Society
View : 254
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Conference

Mixing-AdaSIN: Constructing a De-biased Dataset Using Adaptive Structural Instance Normalization and Texture Mixing

Kang, Myeongkyun ;
Chikontwe, Philip ;
Luna, Acevedo Miguel Andres ;
Hong, Kyung Soo ;
Ahn, June Hong ;
Park, Sang Hyun

2021-10-01
Kang, Myeongkyun. (2021-10-01). Mixing-AdaSIN: Constructing a De-biased Dataset Using Adaptive Structural Instance Normalization and Texture Mixing. 4th International Workshop on Predictive Intelligence in Medicine (PRIME MICCAI), 37–46. doi: 10.1007/978-3-030-87602-9_4
PRIME-MICCAI 2021 Workshop Organizers
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Conference

One-Shot Federated Learning on Medical Data Using Knowledge Distillation with Image Synthesis and Client Model Adaptation

Kang, Myeongkyun ;
Chikontwe, Philip ;
Kim, Soopil ;
Jin, Kyong Hwan ;
Adeli, Ehsan ;
Pohl, Kilian M. ;
Park, Sang Hyun

2023-10-10
Kang, Myeongkyun. (2023-10-10). One-Shot Federated Learning on Medical Data Using Knowledge Distillation with Image Synthesis and Client Model Adaptation. International Conference on Medical Image Computing and Computer Assisted Intervention, 521–531. doi: 10.1007/978-3-031-43895-0_49
Medical Image Computing and Computer Assisted Intervention Society
View : 322
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Conference

Pre-to-Post Operative MRI Generation with Retrieval-Based Visual In-Context Learning

Kang, Bogyeong ;
Park, Sangjun ;
Lim, Minjoo ;
Kang, Myeongkyun ;
Heo, Keunsoo ;
Oh, Ji-hye ;
Lee, Hyunjung ;
Kam, Tae-Eui

2025-09-24
International Conference on Medical Image Computing and Computer Assisted Interventions, pp.534 - 544
Medical Image Computing and Computer Assisted Intervention Society
View : 185
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Article

Prediction of Axial Length From Macular Optical Coherence Tomography Using Deep Learning Model

Oh, Richul ;
Kang, Myeongkyun ;
Ahn, Jeeyun ;
Lee, Eun Kyoung ;
Bae, Kunho ;
Park, Un Chul ;
Park, Kyu Hyung ;
Yoon, Chang Ki

2024-09
Oh, Richul. (2024-09). Prediction of Axial Length From Macular Optical Coherence Tomography Using Deep Learning Model. Translational Vision Science & Technology, 13(9). doi: 10.1167/tvst.13.9.14
Association for Research in Vision and Ophthalmology
View : 267
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Article

Quantitative Assessment of Chest CT Patterns in COVID-19 and Bacterial Pneumonia Patients: a Deep Learning Perspective

Kang, Myeongkyun ;
Hong, Kyung Soo ;
Chikontwe, Philip ;
Luna, Acevedo Miguel Andres ;
Jang, Jong Geol ;
Park, Jongsoo ;
Shin, Kyeong-Cheol ;
Park, Sang Hyun ;
Ahn, June Hong

2021-02
Kang, Myeongkyun. (2021-02). Quantitative Assessment of Chest CT Patterns in COVID-19 and Bacterial Pneumonia Patients: a Deep Learning Perspective. Journal of Korean Medical Science, 36(5), 1–14. doi: 10.3346/jkms.2021.36.e46
The Korean Academy of Medical Sciences
View : 630
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Conference

Revisiting Masked Image Modeling with Standardized Color Space for Domain Generalized Fundus Photography Classification

Jang, Eojin ;
Kang, Myeongkyun ;
Kim, Soopil ;
Sagong, Min ;
Park, Sang Hyun

2025-09-25
International Conference on Medical Image Computing and Computer Assisted Interventions, pp.538 - 548
Medical Image Computing and Computer Assisted Intervention Society
View : 181
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Article

Structure-preserving image translation for multi-source medical image domain adaptation

Kang, Myeongkyun ;
Chikontwe, Philip ;
Won, Dongkyu ;
Luna, Acevedo Miguel Andres ;
Park, Sang Hyun

2023-12
Kang, Myeongkyun. (2023-12). Structure-preserving image translation for multi-source medical image domain adaptation. Pattern Recognition, 144. doi: 10.1016/j.patcog.2023.109840
Elsevier Ltd
View : 407
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Article

Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information

An, Sion ;
Kang, Myeongkyun ;
Kim, Soopil ;
Chikontwe, Philip ;
Shen, Li ;
Park, Sang Hyun

2026-01
Information Fusion, v.125
Elsevier
View : 3277
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Conference

Subject-Adaptive Transfer Learning Using Resting State EEG Signals for Cross-Subject EEG Motor Imagery Classification

An, Sion ;
Kang, Myeongkyun ;
Kim, Soopil ;
Chikontwe, Philip ;
Shen, Li ;
Park, Sang Hyun

2024-10-07
An, Sion. (2024-10-07). Subject-Adaptive Transfer Learning Using Resting State EEG Signals for Cross-Subject EEG Motor Imagery Classification. International Conference on Medical Image Computing and Computer Assisted Interventions, 678–688. doi: 10.1007/978-3-031-72120-5_63
Medical Image Computing and Computer Assisted Intervention Society
View : 297
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Article

Target-aware cross-modality unsupervised domain adaptation for vestibular schwannoma and cochlea segmentation

Kang, Bogyeong ;
Nam, Hyeonyeong ;
Kang, Myeongkyun ;
Heo, Keun-Soo ;
Lim, Minjoo ;
Oh, Ji-Hye ;
Kam, Tae-Eui

2024-11
Kang, Bogyeong. (2024-11). Target-aware cross-modality unsupervised domain adaptation for vestibular schwannoma and cochlea segmentation. Scientific Reports, 14(1). doi: 10.1038/s41598-024-77633-x
Nature Publishing Group
View : 195
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Article

Unsupervised speckle noise reduction technique for clinical ultrasound imaging

Jung, Dongkyu ;
Kang, Myeongkyun ;
Park, Sang Hyun ;
Guezzi, Nizar ;
Yu, Jaesok

2024-09
Jung, Dongkyu. (2024-09). Unsupervised speckle noise reduction technique for clinical ultrasound imaging. Ultrasonography, 43(5), 327–344. doi: 10.14366/usg.24005
대한초음파의학회
View : 273
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Article

Video domain adaptation for semantic segmentation using perceptual consistency matching

Ullah, Ihsan ;
An, Sion ;
Kang, Myeongkyun ;
Chikontwe, Philip ;
Lee, HyunKi ;
Choi, Jinwoo ;
Park, Sang Hyun

2024-11
Ullah, Ihsan. (2024-11). Video domain adaptation for semantic segmentation using perceptual consistency matching. Neural Networks, 179. doi: 10.1016/j.neunet.2024.106505
Elsevier
View : 448
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Conference

Weakly-Supervised TILs Segmentation Based on Point Annotations Using Transfer Learning with Point Detector and Projected-Boundary Regressor

Nam, Siwoo ;
Kang, Myeongkyun ;
Won, Dongkyu ;
Chikontwe, Philip ;
Noh, Byeong-Joo ;
Go, Heounjeong ;
Park, Sang Hyun

2022-09-22
Nam, Siwoo. (2022-09-22). Weakly-Supervised TILs Segmentation Based on Point Annotations Using Transfer Learning with Point Detector and Projected-Boundary Regressor. 5th International Workshop on Predictive Intelligence in Medicine (PRIME MICCAI), 115–125. doi: 10.1007/978-3-031-16919-9_11
PRIME-MICCAI 2022 Organizers
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