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LLM-guided Multi-modal Multiple Instance Learning for 5-year Overall Survival Prediction of Lung Cancer, MICCAI, 2024

 

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Deep Learning-Based Amyloid PET Harmonization for Improved Prediction of Cognitive Decline in Non-Demented Elderly, Radiology Advances, 2024

[Paper Link]

[삼성미래연구 결과물]

 

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Monolayer, open-mesh, pristine PEDOT:PSS-based conformal brain implants for fully MRI-compatible neural interfaces, Biosensors and Bioelectronics, 2024 

[Paper Link]

 

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Large Language Models Are Clinical Reasoners: Reasoning-Aware Diagnosis Framework with Prompt-Generated Rationales, AAAI, 2024 

[Paper Link]

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 M3F: Multi-Field-of-View Feature Fusion Network for Aortic Vessel Tree Segmentation in CT Angiography,  MICCAI Challenge on Segmentation of the Aorta, 2023
 Best Paper Award (prize) 

[Paper Link]

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Position-Encoded Pixel-to-Prototype Contrastive Learning for Aortic Vessel Tree Segmentation

[Paper Link]

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Evidence-Empowered Transfer Learning for Alzheimer’s Disease, IEEE, 2023

[Paper Link]

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DiMix: Disentangle-and-Mix Based Domain Generalizable Medical Image Segmentation, MICCAI, 2023 

[Paper Link]

 

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Deep-Learning-Aided Evaluation of Spondylolysis Imaged with Ultrashort Echo Time Magnetic Resonance Imaging, Sensors, 2023 

[Paper Link]

 

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Development and validation of a hybrid deep learning–machine learning approach for severity assessment of COVID-19 and other pneumonias, Scientific Reports, 2023 

[Paper Link]

 

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Weakly Supervised Deep Learning for Diagnosis of Multiple Vertebral Compression Fractures in CT, European Radiology, 2023 

[Paper Link]

 

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SDC-UDA: Volumetric Unsupervised Domain Adaptation Framework for Slice-Direction Continuous Cross-Modality Medical Image Segmentation, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023

[Paper Link]

[Presentation Video (Youtube)]

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Deep Learning Referral Suggestion and Tumour Discrimination using Explainable Artificial Intelligence applied to Multiparametric MRI, European Radiology, 2023 

[Paper Link]

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Intelligent Noninvasive Meningioma Grading with a Fully Automatic Segmentation using Interpretable Multiparametric Deep Learning, European Radiology, 2023 

[Paper Link]

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Digestive Organ Recognition in Video Capsule Endoscopy based on Temporal Segmentation Network, MICCAI, 2022 

[Paper Link]

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CrossMoDA 2021 challenge: Benchmark of cross-modality domain adaptation techniques for vestibular schwannoma and cochlea segmentation, Medical Image Analysis, 2022

[Paper Link]

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Ultra-thin crystaline silicon-based strain gauges with deep learning algorithms for silent speech interfaces, Nature Communications, 2022

[Paper Link]

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Small Bowel Detection for Wireless Capsule Endoscopy Using Convolutional Neural Networks with Temporal Filtering, Diagnostics, 2022

[Paper Link]

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Fully Automatic Quantification of Transient Severe Respiratory Motion Artifact of Gadoxetate Disodium Enhanced MRI during Arterial Phase, Medical Physics, 2022

[Paper Link]

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M3T: three-dimensional Medical image classifier using Multi-plane and Multi-slice Transformer,  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

[Paper Link]

[삼성미래연구 결과물]

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Importance of CT image normalization in radiomics analysis: prediction of 3-year recurrence-free survival in non-small cell lung cancer. European Radiology, 2022.

[Paper Link]

 

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[BlochGAN] Fat-saturated Image Generation from Multi-contrast MRIs Using Generative Adversarial Networks with Bloch Equation-based Autoencoder Regularization. Medical Image Analysis, Volume 73, October 2021, 102198

[Paper Link]

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