Namkug Kim
Orcid: 0000-0002-3438-2217
According to our database1,
Namkug Kim
authored at least 75 papers
between 1998 and 2024.
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Bibliography
2024
Machine learning-based clinical decision support system for treatment recommendation and overall survival prediction of hepatocellular carcinoma: a multi-center study.
npj Digit. Medicine, 2024
2023
Orthognathic surgical planning using graph CNN with dual embedding module: External validations with multi-hospital datasets.
Comput. Methods Programs Biomed., December, 2023
Enhancing the performance of premature ventricular contraction detection in unseen datasets through deep learning with denoise and contrast attention module.
Comput. Biol. Medicine, November, 2023
MuSiC-ViT: A multi-task Siamese convolutional vision transformer for differentiating change from no-change in follow-up chest radiographs.
Medical Image Anal., October, 2023
An Image Turing Test on Realistic Gastroscopy Images Generated by Using the Progressive Growing of Generative Adversarial Networks.
J. Digit. Imaging, August, 2023
J. Digit. Imaging, June, 2023
An interactive and realistic phantom for cricothyroidotomy simulation of a patient with obesity through a reusable design using 3D-printing and Arduino.
Comput. Methods Programs Biomed., May, 2023
Stain normalization using score-based diffusion model through stain separation and overlapped moving window patch strategies.
Comput. Biol. Medicine, 2023
Generating High-Resolution 3D CT with 12-Bit Depth Using a Diffusion Model with Adjacent Slice and Intensity Calibration Network.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023
CT Kernel Conversion Using Multi-domain Image-to-Image Translation with Generator-Guided Contrastive Learning.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023
2022
Improved performance and robustness of multi-task representation learning with consistency loss between pretexts for intracranial hemorrhage identification in head CT.
Medical Image Anal., 2022
Development of an automatic modeling method for patient-specific aortic graft reconstruction guide in thoracoabdominal aortic repair.
Comput. Methods Programs Biomed., 2022
Enhancing deep learning based classifiers with inpainting anatomical side markers (L/R markers) for multi-center trials.
Comput. Methods Programs Biomed., 2022
Bone suppression on pediatric chest radiographs via a deep learning-based cascade model.
Comput. Methods Programs Biomed., 2022
Automated landmark identification for diagnosis of the deformity using a cascade convolutional neural network (FlatNet) on weight-bearing lateral radiographs of the foot.
Comput. Biol. Medicine, 2022
Enhancement of evaluating flatfoot on a weight-bearing lateral radiograph of the foot with U-Net based semantic segmentation on the long axis of tarsal and metatarsal bones in an active learning manner.
Comput. Biol. Medicine, 2022
MTD-GAN: Multi-task Discriminator Based Generative Adversarial Networks for Low-Dose CT Denoising.
Proceedings of the Machine Learning for Medical Image Reconstruction, 2022
2021
A feasibility study of a portable intraoperative specimen imaging X-ray system based on carbon nanotube field emitters.
Int. J. Imaging Syst. Technol., 2021
Deep chest X-ray: Detection and classification of lesions based on deep convolutional neural networks.
Int. J. Imaging Syst. Technol., 2021
CoRR, 2021
Video recognition of simple mastoidectomy using convolutional neural networks: Detection and segmentation of surgical tools and anatomical regions.
Comput. Methods Programs Biomed., 2021
Accuracy evaluation of a 3D printing surgical guide for breast-conserving surgery using a realistic breast phantom.
Comput. Biol. Medicine, 2021
Optimal number of strong labels for curriculum learning with convolutional neural network to classify pulmonary abnormalities in chest radiographs.
Comput. Biol. Medicine, 2021
Automatic tip detection of surgical instruments in biportal endoscopic spine surgery.
Comput. Biol. Medicine, 2021
Fully automated estimation of arch forms in cone-beam CT with cubic B-spline approximation: Evaluation of digital dental models with missing teeth.
Comput. Biol. Medicine, 2021
A Semi-Supervised Learning Framework to Leverage Proxy Information for Stroke MRI Analysis.
Proceedings of the 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2021
2020
Fully Automated Lung Lobe Segmentation in Volumetric Chest CT with 3D U-Net: Validation with Intra- and Extra-Datasets.
J. Digit. Imaging, 2020
Fully Automated and Real-Time Volumetric Measurement of Infarct Core and Penumbra in Diffusion- and Perfusion-Weighted MRI of Patients with Hyper-Acute Stroke.
J. Digit. Imaging, 2020
Fully Automated Hand Hygiene Monitoring\\in Operating Room using 3D Convolutional Neural Network.
CoRR, 2020
Enhancement of surgical hand gesture recognition using a capsule network for a contactless interface in the operating room.
Comput. Methods Programs Biomed., 2020
CT kernel conversions using convolutional neural net for super-resolution with simplified squeeze-and-excitation blocks and progressive learning among smooth and sharp kernels.
Comput. Methods Programs Biomed., 2020
Fully automated 3D segmentation and separation of multiple cervical vertebrae in CT images using a 2D convolutional neural network.
Comput. Methods Programs Biomed., 2020
2019
Improvement of fully automated airway segmentation on volumetric computed tomographic images using a 2.5 dimensional convolutional neural net.
Medical Image Anal., 2019
Accuracy evaluation of blood flow distribution in the Fontan circulation: effects of resolution and velocity noise.
J. Vis., 2019
Lung Segmentation on HRCT and Volumetric CT for Diffuse Interstitial Lung Disease Using Deep Convolutional Neural Networks.
J. Digit. Imaging, 2019
Hybrid Airway Segmentation Using Multi-Scale Tubular Structure Filters and Texture Analysis on 3D Chest CT Scans.
J. Digit. Imaging, 2019
Automatic Tip Detection of Surgical Instruments in Biportal Endoscopic Spine Surgery.
CoRR, 2019
Semi-automatic and robust determination of dental arch form in dental cone-beam CT with B-spline approximation.
Comput. Methods Programs Biomed., 2019
Development of a personalized and realistic educational thyroid cancer phantom based on CT images: An evaluation of accuracy between three different 3D printers.
Comput. Biol. Medicine, 2019
2018
Comparison of Shallow and Deep Learning Methods on Classifying the Regional Pattern of Diffuse Lung Disease.
J. Digit. Imaging, 2018
Development of a Computer-Aided Differential Diagnosis System to Distinguish Between Usual Interstitial Pneumonia and Non-specific Interstitial Pneumonia Using Texture- and Shape-Based Hierarchical Classifiers on HRCT Images.
J. Digit. Imaging, 2018
False Positive Reduction by Actively Mining Negative Samples for Pulmonary Nodule Detection in Chest Radiographs.
CoRR, 2018
Enhancement of gesture recognition for contactless interface using a personalized classifier in the operating room.
Comput. Methods Programs Biomed., 2018
Development of a robust and cost-effective 3D respiratory motion monitoring system using the kinect device: Accuracy comparison with the conventional stereovision navigation system.
Comput. Methods Programs Biomed., 2018
Preliminary Validation of Prediction of Poor Outcome in Initially Stable Upper Gastrointestinal Bleeding ED Patients Using Multiple Machine Learning Algorithms.
Proceedings of the AMIA 2018, 2018
2017
An Ensemble Method for Classifying Regional Disease Patterns of Diffuse Interstitial Lung Disease Using HRCT Images from Different Vendors.
J. Digit. Imaging, 2017
2016
Gesture-Controlled Interface for Contactless Control of Various Computer Programs with a Hooking-Based Keyboard and Mouse-Mapping Technique in the Operating Room.
Comput. Math. Methods Medicine, 2016
2015
Size-based emphysema cluster analysis on low attenuation area in 3D volumetric CT: comparison with pulmonary functional test.
Proceedings of the Medical Imaging 2015: Biomedical Applications in Molecular, 2015
2014
Automatic Left and Right Lung Separation Using Free-Formed Surface Fitting on Volumetric CT.
J. Digit. Imaging, 2014
Performance enhancement of respiratory tumor motion prediction using adaptive support vector regression: Comparison with adaptive neural network method.
Int. J. Imaging Syst. Technol., 2014
2013
Corrigendum to "Fast and efficient lung disease classification using hierarchical one-against-all support vector machine and cost-sensitive feature selection" [Comput. Biol. Med 42 (2012) 1157-1164].
Comput. Biol. Medicine, 2013
2012
NeuroImage, 2012
Fast and efficient lung disease classification using hierarchical one-against-all support vector machine and cost-sensitive feature selection.
Comput. Biol. Medicine, 2012
2011
Regional Context-Sensitive Support Vector Machine Classifier to Improve Automated Identification of Regional Patterns of Diffuse Interstitial Lung Disease.
J. Digit. Imaging, 2011
2009
Development of an Automatic Classification System for Differentiation of Obstructive Lung Disease using HRCT.
J. Digit. Imaging, 2009
Performance testing of several classifiers for differentiating obstructive lung diseases based on texture analysis at high-resolution computerized tomography (HRCT).
Comput. Methods Programs Biomed., 2009
Comput. Biol. Medicine, 2009
Comput. Biol. Medicine, 2009
Novel level-set based segmentation method of the lung at HRCT images of diffuse interstitial lung disease (DILD).
Proceedings of the Medical Imaging 2009: Image Processing, 2009
Improvement of computational efficiency using a cascade classification scheme for the classification of diffuse infiltrative lung disease on HRCT.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
A computer-aided differential diagnosis between UIP and NSIP using automated assessment of the extent and distribution of regional disease patterns at HRCT: comparison with the radiologist's decision.
Proceedings of the Medical Imaging 2009: Computer-Aided Diagnosis, 2009
2008
Robust feature-based registration using a Gaussian-weighted distance map and brain feature points for brain PET/CT images.
Comput. Biol. Medicine, 2008
Effect of various binning methods and ROI sizes on the accuracy of the automatic classification system for differentiation between diffuse infiltrative lung diseases on the basis of texture features at HRCT.
Proceedings of the Medical Imaging 2008: Image Processing, 2008
2007
Efficient liver segmentation using a level-set method with optimal detection of the initial liver boundary from level-set speed images.
Comput. Methods Programs Biomed., 2007
Performance comparison of classifiers for differentiation among obstructive lung diseases based on features of texture analysis at HRCT.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
The performance improvement of automatic classification among obstructive lung diseases on the basis of the features of shape analysis, in addition to texture analysis at HRCT.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
An automatic method for fast and accurate liver segmentation in CT images using a shape detection level set method.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
Automatic measurement of oblique-oriented airway dimension at volumetric CT: effect of imaging parameters and obliquity of airway with FWHM method using a physical phantom.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
Analysis of point-to-point lung motion with full inspiration and expiration CT data using non-linear optimization method: optimal geometric assumption model for the effective registration algorithm.
Proceedings of the Medical Imaging 2007: Image Processing, 2007
A novel algorithm for polyp detection using Eigen decomposition of Hessian-matrix for CT colonography CAD: validation with physical phantom study.
Proceedings of the Medical Imaging 2007: Computer-Aided Diagnosis, 2007
2006
A three-dimensional analysis of soft and hard tissue changes after a mandibular setback surgery.
Comput. Methods Programs Biomed., 2006
Automatic Skull Segmentation and Registration for Tissue Change Measurement After Mandibular Setback Surgery.
Proceedings of the Advances in Image and Video Technology, First Pacific Rim Symposium, 2006
2005
Automatic registration of ICG images using mutual information and perfusion analysis.
Proceedings of the Medical Imaging 2005: Image Processing, 2005
1998
Proceedings of the MEDINFO '98, 1998