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Youngwon Choi
Youngwon Choi
UCLA Computer Vision and Imaging Biomarkers (CVIB)
Verified email at mednet.ucla.edu
Title
Cited by
Cited by
Year
ISLES 2016 and 2017-benchmarking ischemic stroke lesion outcome prediction based on multispectral MRI
S Winzeck, A Hakim, R McKinley, JA Pinto, V Alves, C Silva, M Pisov, ...
Frontiers in neurology 9, 679, 2018
1662018
Ensemble of deep convolutional neural networks for prognosis of ischemic stroke
Y Choi, Y Kwon, H Lee, BJ Kim, MC Paik, JH Won
Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries …, 2016
562016
Multi‐scale, domain knowledge‐guided attention+ random forest: a two‐stage deep learning‐based multi‐scale guided attention models to diagnose idiopathic pulmonary fibrosis …
W Yu, H Zhou, Y Choi, JG Goldin, P Teng, WK Wong, MF McNitt‐Gray, ...
Medical physics 50 (2), 894-905, 2023
82023
AI-human interactive pipeline with feedback to accelerate medical image annotation
Y Choi, M Garcia, SS Raman, DR Enzmann, MS Brown
Medical Imaging 2022: Computer-Aided Diagnosis 12033, 755-761, 2022
52022
Ornstein Auto-Encoders.
Y Choi, JH Won
IJCAI, 2172-2178, 2019
52019
Translating AI to clinical practice: overcoming data shift with explainability
Y Choi, W Yu, MB Nagarajan, P Teng, JG Goldin, SS Raman, ...
Radiographics 43 (5), e220105, 2023
42023
An automatic diagnosis of idiopathic pulmonary fibrosis (IPF) using domain knowledge-guided attention models in HRCT images
W Yu, H Zhou, Y Choi, JG Goldin, P Teng, GHJ Kim
Medical Imaging 2021: Computer-Aided Diagnosis 11597, 458-463, 2021
42021
Ischemic stroke lesion segmentation with convolutional neural networks for small data
Y Choi, Y Kwon, MC Paik, BJ Kim, JH Won
Ischemic Stroke Lesion Segmentation–ISLES challenge 2017, held in …, 2017
42017
Machine reasoning for segmentation of the kidneys on CT images: improving CNN performance by incorporating anatomical knowledge in post-processing
G Melendez-Corres, Y Choi, M Wahi-Anwar, H Coy, S Raman, M Brown
Medical Imaging 2023: Computer-Aided Diagnosis 12465, 440-444, 2023
32023
Learning from nested data with ornstein auto-encoders
Y Choi, S Lee, JH Won
International Conference on Machine Learning, 1943-1952, 2021
32021
Mga-net: multi-scale guided attention models for an automated diagnosis of idiopathic pulmonary fibrosis (IPF)
W Yu, H Zhou, Y Choi, JG Goldin, GHJ Kim
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI), 1777-1780, 2021
32021
SimpleMind adds thinking to deep neural networks
Y Choi, MW Wahi-Anwar, MS Brown
arXiv preprint arXiv:2212.00951, 2022
22022
SimpleMind: an open-source software environment that adds thinking to deep neural networks
Y Choi, MW Wahi-Anwar, MS Brown
Plos one 18 (4), e0283587, 2023
12023
Wasserstein Geodesic Generator for Conditional Distributions
Y Kim, K Lee, Y Choi, JH Won, MC Paik
arXiv preprint arXiv:2308.10145, 2023
2023
Catheter segmentation in chest x-ray: improving imbalanced segmentation with a class frequency weighted loss function
S Wei, Y Choi, MW Wahi-Anwar, L Shrestha, KP Wong, MS Brown
Medical Imaging 2023: Computer-Aided Diagnosis 12465, 433-439, 2023
2023
MSGA+ RF: A two-stage deep learning-based multi-scale guided attention models to diagnose idiopathic pulmonary fibrosis from CT images.
W Yu, H Zhou, Y Choi, JG Goldin, P Teng, WK Wong, MF McNitt-Gray, ...
Medical Physics, 2022
2022
Impact of Diffusion–Perfusion Mismatch on Predicting Final Infarction Lesion Using Deep Learning
S Lee, L Sunwoo, Y Choi, JH Jung, SC Jung, JH Won
IEEE Access 10, 97879-97887, 2022
2022
Developing 2D and 3D Deep Learning-Based Models for an Automated Diagnosis of Idiopathic Pulmonary Fibrosis (IPF) Using Chest CT Scans
W Yu, J Goldin, H Zhou, Y Choi, P Teng, M Brown, GH Kim
TP26. TP026 DIAGNOSIS, ASSESSMENT, AND PROGNOSIS OF FIBROTIC ILD, A1850-A1850, 2021
2021
A novel physics-based data augmentation approach for improved robust deep learning in medical imaging: lung nodule CAD false positive reduction in low-dose CT environments
MW Wahi-Anwar, N Emaminejad, Y Choi, HG Kim, W Hsu, MS Brown, ...
Medical Imaging 2021: Physics of Medical Imaging 11595, 89-104, 2021
2021
DeepBiome: a phylogenetic tree informed deep neural network for microbiome data analysis
J Zhai, Y Choi, Y Chen, K Knox, H Twigg III, W Joong-Ho, H Zhou, J Zhou
2020
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Articles 1–20