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  Department of Robotics and Mechatronics Engineering Medical Image & Signal Processing Lab

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Article
Subject-adaptive meta-learning for personalized BCI: A fusion of resting-state EEG signal and task-specific information
  • 2026-01
  • Information Fusion, v.125
  • Elsevier
  • View : 3060
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Article
FedNN: Federated learning on concept drift data using weight and adaptive group normalizations
  • 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
  • View : 241
  • Download : 0
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
  • View : 453
  • Download : 0
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
  • View : 283
  • Download : 0
Article
FR-MIL: Distribution Re-Calibration-Based Multiple Instance Learning With Transformer for Whole Slide Image Classification
  • Chikontwe, Philip ; 
  • Kim, Meejeong ; 
  • Jeong, Jaehoon ; 
  • Sung, Hyun Jung ; 
  • Go, Heounjeong ; 
  • Nam, Soo Jeong ; 
  • Park, Sang Hyun
  • 2025-01
  • IEEE Transactions on Medical Imaging, v.44, no.1, pp.409 - 421
  • Institute of Electrical and Electronics Engineers
  • View : 210
  • Download : 0

Lumbar Spinal Stenosis Grading in Multiple Level Magnetic Resonance Imaging Using Deep Convolutional Neural Networks

Article
Lumbar Spinal Stenosis Grading in Multiple Level Magnetic Resonance Imaging Using Deep Convolutional Neural Networks
  • 2025-05
  • Won, Dongkyu. (2025-05). Lumbar Spinal Stenosis Grading in Multiple Level Magnetic Resonance Imaging Using Deep Convolutional Neural Networks. Global Spine Journal, 15(4), 2309–2317. doi: 10.1177/21925682241299332
  • SAGE Publications
  • View : 90
  • Download : 8

Unsupervised speckle noise reduction technique for clinical ultrasound imaging

Article
Unsupervised speckle noise reduction technique for clinical ultrasound imaging
  • 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 : 144
  • Download : 42
Article
Few-shot anomaly detection using positive unlabeled learning with cycle consistency and co-occurrence features
  • 2024-12
  • An, Sion. (2024-12). Few-shot anomaly detection using positive unlabeled learning with cycle consistency and co-occurrence features. Expert Systems with Applications, 256. doi: 10.1016/j.eswa.2024.124890
  • Elsevier
  • View : 282
  • Download : 0

Topographic analysis of retinal and choroidal vascular displacements after macular hole surgery

Article
Topographic analysis of retinal and choroidal vascular displacements after macular hole surgery
  • Jeong, Areum ; 
  • Park, Hyeongjun ; 
  • Lee, Kyungmin ; 
  • Park, Sang Hyun ; 
  • Sagong, Min
  • 2024-08
  • Jeong, Areum. (2024-08). Topographic analysis of retinal and choroidal vascular displacements after macular hole surgery. Scientific Reports, 14(1). doi: 10.1038/s41598-024-70264-2
  • Nature Publishing Group
  • View : 107
  • Download : 32
Article
Video domain adaptation for semantic segmentation using perceptual consistency matching
  • 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 : 323
  • Download : 0
Article
Generation of synthetic PET/MR fusion images from MR images using a combination of generative adversarial networks and conditional denoising diffusion probabilistic models based on simultaneous 18F-FDG PET/MR image data of pyogenic spondylodiscitis
  • Jung, Euijin ; 
  • Kong, Eunjung ; 
  • Yu, Dongwoo ; 
  • Yang, Heesung ; 
  • Chicontwe, Philip ; 
  • Park, Sang Hyun ; 
  • Jeon, Ikchan
  • 2024-08
  • Jung, Euijin. (2024-08). Generation of synthetic PET/MR fusion images from MR images using a combination of generative adversarial networks and conditional denoising diffusion probabilistic models based on simultaneous 18F-FDG PET/MR image data of pyogenic spondylodiscitis. Spine Journal, 24(8), 1467–1477. doi: 10.1016/j.spinee.2024.04.007
  • Elsevier
  • View : 91
  • Download : 0
Article
Federated learning with knowledge distillation for multi-organ segmentation with partially labeled datasets
  • 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
  • View : 80
  • Download : 0

Enhanced Nuclei Segmentation and Classification via Category Descriptors in the SAM Model

Article
Enhanced Nuclei Segmentation and Classification via Category Descriptors in the SAM Model
  • 2024-03
  • Luna, Miguel. (2024-03). Enhanced Nuclei Segmentation and Classification via Category Descriptors in the SAM Model. Bioengineering, 11(3). doi: 10.3390/bioengineering11030294
  • MDPI
  • View : 91
  • Download : 35

Social context modulates multibrain broadband dynamics and functional brain-to-brain coupling in the group of mice

Article
Social context modulates multibrain broadband dynamics and functional brain-to-brain coupling in the group of mice
  • Lee, Jeongyoon ; 
  • Kwak, Damhyeon ; 
  • Lee, Gwang Ung ; 
  • Kim, Chan Yeong ; 
  • Kim, Jihoon ; 
  • Park, Sang Hyun ; 
  • Choi, Jee Hyun ; 
  • Lee, Sung Q. ; 
  • Choe, Han Kyoung
  • 2024-05
  • Lee, Jeongyoon. (2024-05). Social context modulates multibrain broadband dynamics and functional brain-to-brain coupling in the group of mice. Scientific Reports, 14(1). doi: 10.1038/s41598-024-62070-7
  • Nature
  • View : 285
  • Download : 67
Article
Attention guided multi-scale cluster refinement with extended field of view for amodal nuclei segmentation
  • Luna, Acevedo Miguel Andres ; 
  • Chikontwe, Philip ; 
  • Nam, Siwoo ; 
  • Park, Sang Hyun
  • 2024-03
  • Luna, Acevedo Miguel Andres. (2024-03). Attention guided multi-scale cluster refinement with extended field of view for amodal nuclei segmentation. Computers in Biology and Medicine, 170. doi: 10.1016/j.compbiomed.2024.108015
  • Elsevier
  • View : 137
  • Download : 0
Article
Horizontal Attention Based Generation Module for Unsupervised Domain Adaptive Stereo Matching
  • 2023-10
  • Wang, Sungjun. (2023-10). Horizontal Attention Based Generation Module for Unsupervised Domain Adaptive Stereo Matching. IEEE Robotics and Automation Letters, 8(10), 6779–6786. doi: 10.1109/LRA.2023.3313009
  • Institute of Electrical and Electronics Engineers
  • View : 166
  • Download : 0
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 : 250
  • Download : 0
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
  • View : 159
  • Download : 0
Article
Dual Attention Relation Network With Fine-Tuning for Few-Shot EEG Motor Imagery Classification
  • 2024-11
  • An, Sion. (2024-11). Dual Attention Relation Network With Fine-Tuning for Few-Shot EEG Motor Imagery Classification. IEEE Transactions on Neural Networks and Learning Systems, 35(11), 15479–15493. doi: 10.1109/TNNLS.2023.3287181
  • Institute of Electrical and Electronics Engineers
  • View : 456
  • Download : 0

Clinical implications of choroidal vascular brightness using ultra-widefield indocyanine green angiography in polypoidal choroidal vasculopathy

Article
Clinical implications of choroidal vascular brightness using ultra-widefield indocyanine green angiography in polypoidal choroidal vasculopathy
  • Jeong, Areum ; 
  • Yao, Xue ; 
  • Lee, Kyungmin ; 
  • Park, Sang Hyun ; 
  • Sagong, Min
  • 2023-04
  • Jeong, Areum. (2023-04). Clinical implications of choroidal vascular brightness using ultra-widefield indocyanine green angiography in polypoidal choroidal vasculopathy. Scientific Reports, 13(1). doi: 10.1038/s41598-023-31745-y
  • Nature Publishing Group
  • View : 185
  • Download : 36
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