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Stephen Baek

Other IDs

Scopus Author ID: 35241808400
ResearcherID: A-6316-2016

Keywords

Digital Human Modeling, Computational Geometry, CAD/CAM, Big Data in Design and Manufacturing, 4D Scanning

Countries

United States

Activities

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Employment (5)

University of Virginia: Charlottesville, Virginia, US

2021-08-10 to present | Associate Professor (School of Data Science)
Employment
Source: Self-asserted source
Stephen Baek

The University of Iowa: Iowa City, IA, US

2015-08-19 to 2021-05-20 | Assistant Professor (Mechanical and Industrial Engineering)
Employment
Source: Self-asserted source
Stephen Baek

Seoul National University: Gwanak-gu, Seoul, KR

2014-01-01 to 2015-07 | Senior Researcher (Institute of Advanced Machinery and Design)
Employment
Source: Self-asserted source
Stephen Baek

University of South Carolina: Columbia, SC, US

2014-10-06 to 2014-10-31 | Visiting Research Associate (Ronald E. McNAIR Center for Aerospace Innovation and Research)
Employment
Source: Self-asserted source
Stephen Baek

Seoul National University: Gwanak-gu, Seoul, KR

2013-09-01 to 2013-12-31 | Postdoctoral Research Fellow (Institute of Advanced Machinery and Design)
Employment
Source: Self-asserted source
Stephen Baek

Education and qualifications (2)

Seoul National University: Gwanak-gu, Seoul, KR

2009-03-02 to 2013-08-29 | Doctor of Philosophy (School of Mechanical and Aerospace Engineering)
Education
Source: Self-asserted source
Stephen Baek

Seoul National University: Gwanak-gu, Seoul, KR

2005-03-02 to 2009-02-26 | Bachelor of Science (School of Mechanical and Aerospace Engineering)
Education
Source: Self-asserted source
Stephen Baek

Funding (2)

DMREF: Physics-Informed Meta-Learning for Design of Complex Materials

2021-10-01 to 2025-09-30 | Grant
Directorate for Mathematical & Physical Sciences (Arlington, US)
URL: https://app.dimensions.ai/details/grant/grant.9784774
GRANT_NUMBER: 2118393
Source: Self-asserted source
Stephen Baek via DimensionsWizard

NSF Convergence Accelerator - Track D: ImagiQ: Asynchronous and Decentralized Federated Learning for Medical Imaging

2020-09-15 to 2022-05-31 | Grant
Office of the Director (Arlington, US)
URL: https://app.dimensions.ai/details/grant/grant.9399187
GRANT_NUMBER: 2040532
Source: Self-asserted source
Stephen Baek via DimensionsWizard

Works (39)

Physics-aware machine learning for computational fluid dynamics surrogate model to estimate ventilation performance

Physics of Fluids
2025-02-01 | Journal article
DOI: 10.1063/5.0251641
Contributors: Munho Kim; Ngan-Khanh Chau; Sujin Park; Phong C. H. Nguyen; Stephen S. Baek; Sanghun Choi
Source: check_circle
Crossref

Physics-aware recurrent convolutional neural networks for modeling multiphase compressible flows

International Journal of Multiphase Flow
2024-07 | Journal article
DOI: 10.1016/j.ijmultiphaseflow.2024.104877
Contributors: Xinlun Cheng; Phong C.H. Nguyen; Pradeep K. Seshadri; Mayank Verma; Zoë J. Gray; Jack T. Beerman; H.S. Udaykumar; Stephen S. Baek
Source: check_circle
Crossref

Human-airway surface mesh smoothing based on graph convolutional neural networks

Computer Methods and Programs in Biomedicine
2024-04 | Journal article
DOI: 10.1016/j.cmpb.2024.108061
Contributors: Thao Thi Ho; Minh Tam Tran; Xinguang Cui; Ching-Long Lin; Stephen Baek; Woo Jin Kim; Chang Hyun Lee; Gong Yong Jin; Kum Ju Chae; Sanghun Choi
Source: check_circle
Crossref

Machine learning approaches to evaluate infants’ general movements in the writhing stage—a pilot study

Scientific Reports
2024-02-24 | Journal article
DOI: 10.1038/s41598-024-54297-1
Part of ISSN: 2045-2322
Contributors: Lisa Letzkus; J. Vince Pulido; Abiodun Adeyemo; Stephen Baek; Santina Zanelli
Source: Self-asserted source
Stephen Baek

A Deep Learning Approach for Neuronal Cell Body Segmentation in Neurons Expressing GCaMP Using a Swin Transformer

eNeuro
2023-09 | Journal article
DOI: 10.1523/eneuro.0148-23.2023
Part of ISSN: 2373-2822
Contributors: Mohammad Shafkat Islam; Pratyush Suryavanshi; Samuel M. Baule; Joseph Glykys; Stephen Baek
Source: Self-asserted source
Stephen Baek

Convolutional neural networks for large-scale dynamical modeling of itinerant magnets

Physical Review Research
2023-09-14 | Journal article
DOI: 10.1103/PhysRevResearch.5.033188
Contributors: Xinlun Cheng; Sheng Zhang; Phong C. H. Nguyen; Shahab Azarfar; Gia-Wei Chern; Stephen S. Baek
Source: check_circle
Crossref

A Physics‐Aware Deep Learning Model for Energy Localization in Multiscale Shock‐To‐Detonation Simulations of Heterogeneous Energetic Materials

Propellants, Explosives, Pyrotechnics
2023-04 | Journal article
DOI: 10.1002/prep.202200268
Contributors: Phong C. H Nguyen; Yen‐Thi Nguyen; Pradeep K. Seshadri; Joseph B. Choi; H. S Udaykumar; Stephen Baek
Source: check_circle
Crossref

Artificial Intelligence Approaches for Energetic Materials by Design: State of the Art, Challenges, and Future Directions

Propellants, Explosives, Pyrotechnics
2023-04 | Journal article
DOI: 10.1002/prep.202200276
Contributors: Joseph B Choi; Phong C. H. Nguyen; Oishik Sen; H. S. Udaykumar; Stephen Baek
Source: check_circle
Crossref

PARC: Physics-aware recurrent convolutional neural networks to assimilate meso scale reactive mechanics of energetic materials

Science Advances
2023-04-28 | Journal article
DOI: 10.1126/sciadv.add6868
Contributors: Phong C. H. Nguyen; Yen-Thi Nguyen; Joseph B. Choi; Pradeep K. Seshadri; H. S. Udaykumar; Stephen S. Baek
Source: check_circle
Crossref

Body shape matters: Evidence from machine learning on body shape-income relationship

PLOS ONE
2021-07-30 | Journal article
DOI: 10.1371/journal.pone.0254785
Contributors: Suyong Song; Konstantinos Tatsiramos; Stephen Baek
Source: check_circle
Crossref

Machine Learning Prediction of Fall Risk in Older Adults Using Timed Up and Go Test Kinematics

Sensors
2021-05-17 | Journal article
DOI: 10.3390/s21103481
Contributors: Venous Roshdibenam; Gerald J. Jogerst; Nicholas R. Butler; Stephen Baek
Source: check_circle
Crossref
grade
Preferred source (of 2)‎

ANMAF: an automated neuronal morphology analysis framework using convolutional neural networks

Scientific Reports
2021-04-14 | Journal article
DOI: 10.1038/s41598-021-87471-w
Part of ISSN: 2045-2322
Contributors: Ling Tong; Rachel Langton; Joseph Glykys; Stephen Baek
Source: Self-asserted source
Stephen Baek

ZerNet: Convolutional Neural Networks on Arbitrary Surfaces Via Zernike Local Tangent Space Estimation

Computer Graphics Forum
2020-09 | Journal article
DOI: 10.1111/cgf.14012
Contributors: Zhiyu Sun; Ethan Rooke; Jerome Charton; Yusen He; Jia Lu; Stephen Baek
Source: check_circle
Crossref

Deep learning for synthetic microstructure generation in a materials-by-design framework for heterogeneous energetic materials

2020-04-05 | Preprint
ARXIV: arXiv:2004.04814v1
Source: Self-asserted source
Stephen Baek

Embedded spectral descriptors: learning the point-wise correspondence metric via Siamese neural networks

Journal of Computational Design and Engineering
2020-02-01 | Journal article
DOI: 10.1093/jcde/qwaa003
Part of ISSN: 2288-5048
Source: Self-asserted source
Stephen Baek

4D Cardiac Motion Modeling Using Pair-Wise Mesh Registration

2019 | Book chapter
DOI: 10.1007/978-3-030-12029-0_18
Contributors: Siyeop Yoon; Stephen Baek; Deukhee Lee
Source: check_circle
Crossref

Deep segmentation networks predict survival of non-small cell lung cancer

Scientific Reports
2019-12 | Journal article
DOI: 10.1038/s41598-019-53461-2
Part of ISSN: 2045-2322
Source: Self-asserted source
Stephen Baek

Modeling and Forecasting Short-Term Power Load With Copula Model and Deep Belief Network

IEEE Transactions on Emerging Topics in Computational Intelligence
2019-04 | Journal article
DOI: 10.1109/TETCI.2018.2880511
Contributors: Tinghui Ouyang; Yusen He; Huajin Li; Zhiyu Sun; Stephen Baek
Source: check_circle
Crossref

Manufacturability analysis for additive manufacturing using a novel feature recognition technique

Computer-Aided Design and Applications
2018-11-02 | Journal article
DOI: 10.1080/16864360.2018.1462574
Contributors: Yang Shi; Yicha Zhang; Steven Baek; Wout De Backer; Ramy Harik
Source: check_circle
Crossref

Mesh segmentation via geodesic curvature flow

Computer-Aided Design and Applications
2018-09-03 | Journal article
DOI: 10.1080/16864360.2018.1441235
Contributors: Zhiyu Sun; Ramy Harik; Stephen Baek
Source: check_circle
Crossref

Extreme Learning Machines for VISualization+R: Mastering Visualization with Target Variables

Cognitive Computation
2018-06 | Journal article
DOI: 10.1007/s12559-017-9537-6
Part of ISSN: 1866-9956
Part of ISSN: 1866-9964
Source: Self-asserted source
Stephen Baek
grade
Preferred source (of 2)‎

Machine learning-aided exploration of relationship between strength and elastic properties in ascending thoracic aneurysm

International Journal for Numerical Methods in Biomedical Engineering
2018-06 | Journal article
DOI: 10.1002/cnm.2977
Part of ISSN: 2040-7939
Source: Self-asserted source
Stephen Baek

Shape Terra: mechanical feature recognition based on a persistent heat signature

Computer-Aided Design and Applications
2017-02-23 | Journal article
DOI: 10.1080/16864360.2016.1223433
Part of ISSN: 1686-4360
Source: Self-asserted source
Stephen Baek

ELMVIS+: Fast nonlinear visualization technique based on cosine distance and extreme learning machines

Neurocomputing
2016-09 | Journal article
DOI: 10.1016/j.neucom.2016.04.039
Part of ISSN: 0925-2312
Source: Self-asserted source
Stephen Baek

Isometric shape interpolation

2015 | Journal article
DOI: 10.1016/j.cag.2014.09.025
EID:

2-s2.0-84909609670
Contributors: Baek, S.-Y.; Lim, J.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

An algorithm for estimating surface normal from its boundary curves

Journal of Computational Design and Engineering
2015-01 | Journal article
DOI: 10.1016/j.jcde.2014.11.007
Contributors: Jisoon Park; Taewon Kim; Seung-Yeob Baek; Kunwoo Lee
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

Automatic detection of inferior alveolar nerve canal from cone-beam computed tomography images for dental surgery planning

2014 | Conference paper
DOI: 10.3233/978-1-61499-375-9-61
EID:

2-s2.0-84897804666
Contributors: Choi, J.H.; Baek, S.-Y.; Kim, Y.; Son, T.-G.; Park, S.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

GaFinC: Gaze and Finger Control interface for 3D model manipulation in CAD application

2014 | Journal article
DOI: 10.1016/j.cad.2013.08.039
EID:

2-s2.0-84887446620
Contributors: Song, J.; Cho, S.; Baek, S.-Y.; Lee, K.; Bang, H.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

메쉬 모델에 대한 아이소메트릭 형상 보간 방법

Transactions of the Society of CAD/CAM Engineers
2014-06-01 | Journal article
DOI: 10.7315/cadcam.2014.119
Contributors: Seung-Yeob Baek; Kunwoo Lee
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

3D Volume Drawing on a Potter's Wheel

IEEE Comput. Grap. Appl.
2014-05 | Journal article
DOI: 10.1109/mcg.2014.3
Contributors: Sungmin Cho; Dongyoub Baek; Seung-Yeob Baek; Kunwoo Lee; Hyunwoo Bang
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

Automated bone landmarks prediction on the femur using anatomical deformation technique

2013 | Journal article
DOI: 10.1016/j.cad.2012.10.033
EID:

2-s2.0-84868212385
Contributors: Baek, S.-Y.; Wang, J.-H.; Song, I.; Lee, K.; Lee, J.; Koo, S.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

Parametric human body modelling system for virtual garment fitting

2013 | Journal article
DOI: 10.1504/IJCAET.2013.052932
EID:

2-s2.0-84875867550
Contributors: Baek, S.-Y.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier
grade
Preferred source (of 2)‎

Parametric human body shape modeling framework for human-centered product design

2012 | Journal article
DOI: 10.1016/j.cad.2010.12.006
EID:

2-s2.0-81855185319
Contributors: Baek, S.-Y.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

CHANGES IN MEDIO-LATERAL KNEE JOINT REACTIONS OF FLATFOOT PATIENTS DUE TO INSOLE CONDITIONS

Journal of Biomechanics
2012-07 | Journal article
DOI: 10.1016/s0021-9290(12)70519-5
Contributors: SangJun Lee; Seung-Yeob Baek; JinKyou Son; Dongwook Kim; Kunwoo Lee
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

인솔 설계 변수에 따른 발목 과-회내 환자의 보행 시 좌우 방향 무릎 관절 하중의 변화 - 사례 연구

Transactions of the Society of CAD/CAM Engineers
2012-06-01 | Journal article
DOI: 10.7315/cadcam.2012.149
Contributors: Sang-Jun Lee; Seung-Yeob Baek; Jin-Kyou Son; Dong-Wook Kim; Kun-Woo Lee
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

Automatic Measurement of Dimensions of 3D Foot Scan Data

Proceedings of the 1st Asian Workshop on 3D Body Scanning Technologies, Tokyo, Japan, 17-18 April 2012
2012-04 | Conference paper
DOI: 10.15221/a12.147
Contributors: Jinkyou Son; Seung-Yeob Baek; Kunwoo Lee
Source: Self-asserted source
Stephen Baek via Crossref Metadata Search

Evaluation of handheld products by computing user hand fatigue

2010 | Journal article
DOI: 10.1016/j.simpat.2009.10.009
EID:

2-s2.0-71849104822
Contributors: Choi, J.H.; Park, S.-W.; Baek, S.-Y.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

Parametric human body modeling system for virtual garment fitting

2010 | Conference paper
EID:

2-s2.0-79960531314
Contributors: Baek, S.-Y.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

3D face model reconstruction from single 2D frontal image

2009 | Conference paper
DOI: 10.1145/1670252.1670274
EID:

2-s2.0-76749090153
Contributors: Baek, S.-Y.; Kim, B.-Y.; Lee, K.
Source: Self-asserted source
Stephen Baek via Scopus - Elsevier

Peer review (1 review for 1 publication/grant)

Review activity for The visual computer (1)
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