MAI-LAB

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

​

[Paper Link]

[삼성미래연구 결과물]

​

 

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

​

[Paper Link]

​

​

 

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

​

[Paper Link]

​

​

 

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]

 

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

​

[Paper Link]

 

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)]

[삼성미래연구 결과물]

 

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

​

[Paper Link]

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

​

[Paper Link]

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

​

[Paper Link] 

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

​

[Paper Link] 

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

​

[Paper Link] 

[삼성미래연구 결과물]

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

​

[Paper Link] 

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

​

[Paper Link] 

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]

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]

 

[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] 

Results of the 2020 fastMRI Challenge for Machine Learning MR Image Reconstruction. -with Facebook AI & NYU.  IEEE Transactions on Medical Imaging 40.9 (2021): 2306-2317.

​

[Paper Link] 

Relevance-CAM: Your Model Already Knows Where to Look.  Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 14944-14953

​

[Paper Link]

[삼성미래연구 결과물] 

Quantitative analysis of the mouth opening movement of temporomandibular joint disorder patients according to disc position using computer vision: a pilot study. QUANTITATIVE IMAGING IN MEDICINE AND SURGERY , 2021.

​

[Paper Link]

 

Joint Deep Model-based MR Image and Coil Sensitivity Reconstruction Network (Joint-ICNet) for Fast MRI. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2021, pp. 5270-5279

​

[Paper Link] 

Deep Model-based Magnetic Resonance Parameter Mapping Network (DOPAMINE) for Fast T1 Mapping Using Variable Flip Angle Method. Medical Image Analysis, 2021, 70, 102017

​

[Paper Link] 

Robust Performance of Deep Learning for Automatic Detection and Segmentation of Brain Metastases Using Three-dimensional Black-Blood and Three-dimensional Gradient Echo Imaging. European Radiology, 2021

​

[Paper Link] 

The Latest Trends in Attention Mechanisms and Their Application in Medical Imaging. Journal of the Korean Society of Radiology, 2020, 81(6), 1305-1333.

 

[Paper Link] 

Deep-learned Spike Representations and Sorting via an Ensemble of Auto-encoders. Neural Networks, 2021, 134, 131-142.

 

[Paper Link] 

Deep-learned Short Tau Inversion Recovery Imaging Using Multi Contrast Magnetic Resonance Images. Magnetic Resonance in Medicine, 2020, 84(6), 2994-3008.

 

[Paper Link]

Accelerating Cartesian MRI by Domain-Transform Manifold Learning in Phase-Encoding Direction. Medical Image Analysis, 2020, 63, 101689.

​

[Paper Link] 

Dynamic Range Expansion Using Cumulative Histogram Learning for High Dynamic Range Image Generation. IEEE Access, 2020, 8, 38554-38567.

​

[Paper Link] 

Deep Learning-Based Template Matching Spike Classification for Extracellular Recordings. Applied Sciences, 2020, 10(1), 301.

​

[Paper Link] 

Special Features on Intelligent Imaging and Analysis. Applied Sciences, 2019, 9(22), 4804.

​

[Paper Link] 

Megahertz-wave-transmitting conducting polymer electrode for device-to-device integration. Nature Communications, 2019, 10(1), 653.

​

[Paper Link] 

Parallel Imaging in Time-of-Flight Magnetic Resonance Angiography Using Deep Multi-Stream Convolutional Neural Networks. Magnetic Resonance in Medicine, 2019, 81(6), 3840-3853.

​

[Paper Link] 

Learning Radiologist’s Step-by-Step Skill for Cervical Spinal Injury Examination: Line drawing, Prevertebral Soft Tissue Thickness Measurement, and Detection of the Swelling in Radiographs. IEEE Access, 2018, 6, 55492-55500.

​

[Paper Link] 

Inverse Tone Mapping Operator Using Sequential Deep Neural Networks Based on Human Visual System. IEEE Access, 2018, 6, 52058-52072.

​

[Paper Link] 

Fine-Grain Segmentation of the Intervertebral Discs from MR Spine Images Using Deep Convolutional Neural Networks: BSU-Net. Applied Sciences, 2018, 8(9), 1656.

​

[Paper Link] 

No-reference Automatic Quality Assessment for Colorfulness-Adjusted, Contrast-Adjusted, and Sharpness-Adjusted Images Using High-Dynamic-Range-Derived Features. Applied Sciences, 2018, 8(9), 1688.

​

[Paper Link] 

Semi-Automatic Segmentation of Vertebral Bodies in MR images of Human Lumbar Spines. Applied Sciences, 2018, 8(9), 1586. 

​

[Paper Link] 

Correction of severe beam-hardening artifacts via a high-order linearization function using a prior-image-based parameter selection method. Medical Physics, 2018, 45(9), 4133-4144.

​

[Paper Link] 

Deep-learned 3D black-blood imaging using automatic labelling technique and 3D convolutional neural networks for detecting metastatic brain tumors. Scientific Reports, 2018, 8: 9450.

​

[Paper Link] 

KIKI-net: Cross-Domain Convolutional Neural Networks for Reconstructing Undersampled Magnetic Resonance Images. Magnetic Resonance in Medicine, 2018, 80(5), 2188-2201.

​

[Paper Link] 

Quality Evaluation of No-reference MR Images Using Multidirectional Filters and Image Statistics. Magnetic Resonance in Medicine, 2018, 80(3), 914-924.

​

[Paper Link] 

Periodicity-based nonlocal-means denoising method for electrocardiography in low SNR non-white noisy conditions. Biomedical Signal Processing and Control, 2018, 39, 284-293.

​

[Paper Link] 

Small-scale noise-like moiré pattern caused by detector sensitivity inhomogeneity in computed tomography. Optics Express, 2017, 25(22), 27127-27145.

​

[Paper Link] 

Ankle-Angle Estimation from Blind Source Separated Afferent Activity in the Sciatic Nerve for Closed-Loop Functional Neuromuscular Stimulation System. IEEE Transactions on Biomedical Engineering, 2017, 64(4), 834-843.

​

[Paper Link] 

High‐SNR multiple T2 (*)‐contrast magnetic resonance imaging using a robust denoising method based on tissue characteristics. Journal of Magnetic Resonance Imaging, 2017, 45(6), 1835-1845.

​

[Paper Link] 

Quantitative magnetic resonance imaging of the lumbar intervertebral discs. Quantitative Imaging in Medicine and Surgery, 2016, 6(6), 744-755.

​

[Paper Link] 

Metal artifact reduction for polychromatic x-ray CT based on a beam-hardening corrector. IEEE transactions on medical imaging, 2016, 35(2), 480-487. 

​

[Paper Link] 

Murmur-adaptive compression technique for phonocardiogram signals. Electronics Letters, 2015, 52(3), 183-184.

​

[Paper Link] 

Improved estimation of myelin water fraction using complex model fitting. NeuroImage, 2015, 116, 214-221.

​

[Paper Link] 

A time-course study of behavioral and electrophysiological characteristics in a mouse model of different stages of Parkinson's disease using 6-hydroxydopamine. Behavioural brain research, 2015, 284, 153-157.

​

[Paper Link] 

Susceptibility map‐weighted imaging (SMWI) for neuroimaging. Magnetic resonance in medicine, 2014, 72(2), 337-346.

​

[Paper Link] 

Ring artifact correction using detector line-ratios in computed tomography. Optics express, 2014, 22(11), 13380-13392.

​

[Paper Link] 

Special issue on medical imaging. Biomedical Engineering Letters, 2014, 4(1), 1-2.

​

[Paper Link] 

Feedback control of electrode offset voltage during functional electrical stimulation. Journal of neuroscience methods, 2013, 218(1), 55-71.

​

[Paper Link] 

A tissue-relaxation-dependent neighboring method for robust mapping of the myelin water fraction. NeuroImage, 2013, 74, 12-21.

​

[Paper Link] 

Gait phase detection from sciatic nerve recordings in functional electrical stimulation systems for foot drop correction. Physiological measurement, 2013, 34(5), 541.

​

[Paper Link] 

Improvement of the SNR and resolution of susceptibility-weighted venography by model-based multi-echo denoising. Neuroimage, 2013, 70, 308-316.

​

[Paper Link] 

Noise reduction in magnetic resonance images using adaptive non-local means filtering. Electronics Letters, 2013, 49(5), 324-326.

​

[Paper Link] 

Improvement of signal-to-interference ratio and signal-to-noise ratio in nerve cuff electrode systems. Physiological measurement, 2012, 33(6), 943.

​

[Paper Link] 

Toothbrushing region detection using three-axis accelerometer and magnetic sensor. IEEE Transactions on Biomedical Engineering, 2012, 59(3), 872-881.

​

[Paper Link] 

High‐quality multiple T2 (*) contrast MR images from low‐quality multi‐echo images using temporal‐domain denoising methods. Medical physics, 2012, 39(1), 468-474.

​

[Paper Link] 

SPECT reconstruction with sub‐sinogram acquisitions. International Journal of Imaging Systems and Technology, 2011, 21(3), 247-252.

​

[Paper Link] 

Robust mapping of the myelin water fraction in the presence of noise: synergic combination of anisotropic diffusion filter and spatially regularized nonnegative least squares algorithm. Journal of Magnetic Resonance Imaging, 2011, 34(1), 189-195.

​

[Paper Link] 

In vivo multi-slice mapping of myelin water content using T2* decay. NeuroImage, 2010, 52(1), 198-204.

​

[Paper Link] 

Improved myelin water quantification using spatially regularized non‐negative least squares algorithm. Journal of Magnetic Resonance Imaging, 2009, 30(1), 203-208.

​

[Paper Link] 

Fast multislice mapping of the myelin water fraction using multicompartment analysis of T decay at 3T: A preliminary postmortem study. Magnetic Resonance in Medicine, 2007, 58(5), 865-870.

​

[Paper Link]

 

Controlled support MEG imaging. NeuroImage, 2006, 33(3), 878-885.

​

[Paper Link]

 

Convergence study of an accelerated ML-EM algorithm using bigger step size. Physics in medicine and biology, 2005, 51(2), 237.

​

[Paper Link]

 

Reduction of noise amplification in SPECT using smaller detector bin size. IEEE transactions on nuclear science, 2005, 52(5), 1417-1427.

​

[Paper Link]

 

A new simple iterative reconstruction algorithm for SPECT transmission measurement. Medical physics, 2005, 32(7), 2312-2319.

​

[Paper Link]