Publications
Working Papers
-
Generation of synthetic microstruc-tures of heterogeneous energetic materials using deep feature representations
Roy, S., Neal, C., Nguyen, Y. T., Baek, S., & Udaykumar, H. S. -
ANMAF: an automated neuronal morphology analysis frameworkusing convolutional neural networks
Tong, L., Glykys, J., & Baek, S. -
Interpretable sequence classification via prototype trajectory
Hong, D., Baek, S., & Wang, T.
arXiv:2007.01777 -
Shape Matters: Evidence from machine learning on body shape-income relationship
Song, S. & Baek, S.
arXiv:1906.06747 -
Wall stress estimation of cerebral aneurysm based on Zernike convolutional neural networks
Sun, Z., Lu, J., & Baek, S.
arXiv:1806.07441
Journal Publications
2020
-
Mesh repairing using topology graphs
Charton, J., Baek, S., & Kim, Y.
Journal of Computational Design and Engineering,
doi:10.1093/jcde/qwaa076
-
Deep learning for synthetic microstructure generation in a materials-by-design framework for heterogeneous energeticmaterials
Chun, S., Roy, S., Nguyen, Y. T., Choi, J. B., Udaykumar, H., & Baek, S.
Scientific Reports, 10: 13307
doi:10.1038/s41598-020-70149-0
Nature Research Community Blog
-
ZerNet: Convolutional neural networkson arbitrary surfaces via Zernike local tangent space estimation
Sun, Z., Rooke, E., Charton, J., He, Y., Lu, J., & Baek, S.
Computer Graphics Forum, 39(6): 204-216
doi:10.111/cgf.14012
-
Embedded spectral descriptors: learning the point-wise correspondence metric via Siamese neural networks
Sun, Z., He, Y., Gritsenko, A., Lendasse, A., & Baek, S.
Journal of Computational Design and Engineering, 7(1): 18–29
doi:10.1093/jcde/qwaa003
2019
-
Deep segmentation networks predict survival of non-small cell lung cancer
Baek, S., He, Y. (equal contribution), Allen, B. G., Buatti, J. M., Smith, B. J., Tong, L., Sun, Z., Li, R., Wu, J., Diehn, M., Loo, B. W., Plichta, K. A., Seyedin, S. N., Gannon, M., Cabel, K. R., Kim, Y., & Wu, X.
Scientific Reports, 9: 17286
doi:10.1038/s41598-019-53461-2
-
Modeling and forecasting short-term power load with copula model and deep belief network
Ouyang, T., He, Y., Li, H., Sun, Z., & Baek, S.
IEEE Transactions on Emerging Topics in Computational Intelligence, 3(2): 127-136
doi:10.1109/TETCI.2018.2880511 -
4D cardiac motion modeling using pair-wise mesh registration
Yoon, S., Baek, S., & Lee, D.
Lecture Notes in Computer Science, 11395: 161–170
doi:10.1007/978-3-030-12029-0_18
2018
-
A quantitative assessment of variations in the palm surface area as a percentage of total body surface area within the general population
Liu, T. C., Bhatt, R., Farrell, K. D., Baek, S., Liu, Y. M., Abdel-Malek, K., & Arora, J.
International Journal of Human Factors Modelling and Simulation, 6(1): 81–96
doi:10.1504/IJHFMS.2018.091359 -
Extreme Learning Machinesfor VISualization+R - Mastering visualization with target variables
Gritsenko, A., Akusok, A., Baek, S., Miche, Y., & Lendasse, A.
Cognitive Computation, 10(3): 464–477
doi:10.1007/s12559-017-9537-6
-
Manufacturability analysis for additive manufacturing using a novel feature recognition technique
Shi, Y., Zhang, Y., Baek, S., Backer, W. D., & Harik, R.
Computer-Aided Design and Applications, 15(6): 941-952
doi:10.1080/16864360.2018.1462574
-
Machine learning-aided exploration of relationship between strength and elastic properties in ascending thoracic aneurysm
Luo, Y., Fan, Z., Baek, S., & Lu, J.
International Journal for Numerical Methods in Biomedical Engineering, 34(6): e2977
doi:10.1002/cnm.2977 -
Mesh segmentation via geodesic curvature flow
Sun, Z., Harik, R., & Baek, S.
Computer-Aided Design and Applications, 15(5): 677–683
doi:10.1080/16864360.2018.1441235
2017
- Shape Terra: mechanical feature recognition based on a persistent heat signature
Harik, R., Shi, Y., & Baek, S.
Computer-Aided Design and Applications, 14(2): 206–218
doi:10.1080/16864360.2016.1223433
2016
-
ELMVIS+: Fast nonlinear visualization technique based on cosine distance and extreme learning machines
Akusok, A., Baek, S., Miche, Y., Björk, K.-M., Nian, R., Lauren, P., & Lendasse, A.
Neurocomputing, 205: 247–263
doi:10.1016/j.neucom.2016.04.039
-
Statistical foot shape analysis for mass-customisation of footwear
Baek, S.-Y. & Lee, K.
International Journal of Computer Aided Engineering and Technology, 8(1/2): 80–98
doi:10.1504/IJCAET.2016.073265
2015
-
Differential operators on a triangular mesh and their applications
Baek, S.-Y., Kam, D.-U., & Lee, K.
Transactions of the Society of CAD/CAM Engineers, 20(1): 44–54.
-
Isometric shape interpolation
Baek, S.-Y., Lim, J., & Lee, K.
Computers & Graphics, 46(1): 257–263
doi:10.1016/j.cag.2014.09.025
Source Code
-
An algorithm for estimating surface normal from its boundary curves
Park, J., Kim, T., Baek, S.-Y., & Lee, K.
Journal of Computational Design and Engineering, 2(1): 67–72
doi:10.1016/j.jcde.2014.11.007
2014
-
An isometric shape interpolation method on mesh models
Baek, S.-Y. & Lee, K.
Transactionsof the Society of CAD/CAM Engineers, 19(2): 1–10 -
3D volume drawing on a potter’s wheel
Cho, S., Baek, D., Baek, S.-Y., Lee, K., & Bang, H.
IEEE Computer Graphics and Applications, 34(3): 50–58
doi:10.1109/MCG.2014.3
Video
-
Automatic detection of inferior alveolar nerve canal from cone-beam computed tomography images for dental surgery planning
Choi, J.-H., Baek, S.-Y., Kim, Y., Son, T.-G., Park, S., & Lee, K.
Studies in Health Technology and Informatics, 196(1): 61–65
doi:10.3233/978-1-61499-375-9-61 -
GaFinC: gaze and finger control interface for 3D model manipulation in CAD application
Song, J., Cho, S., Baek, S.-Y., Lee, K., & Bang, H.
Computer-Aided Design, 46(1): 239–245
doi:10.1016/j.cad.2013.08.039
Video
2013
-
Parametric human body modeling system for virtual garment fitting
Baek, S.-Y. & Lee, K.
*International Journal of Computer Aided Engineering and Technology, 5(2/3): 242–261
doi:10.1504/IJCAET.2013.052932 -
Automated bone landmarks prediction on the femur using anatomical deformation technique
Baek, S.-Y., Wang, J. H., Song, I., Lee, K., Lee, J., & Koo, S.
Computer-Aided Design, 45(2): 505–510
doi:10.1016/j.cad.2012.10.033
2012
-
Changes in medio-lateral knee joint reactionforce of patients with over-pronation during gait due to insole parameters - A case study
Lee, S., Baek, S.-Y., Son, J., Kim, D., & Lee, K.
Transactionsof the Society of CAD/CAM Engineers, 17(3): 149–155 -
Parametric human body shape modeling framework for human-centered product design
Baek, S.-Y. & Lee, K.
Computer-Aided Design, 44(1): 56–67
doi:10.1016/j.cad.2010.12.006
Top 25 Hottest Articles Published in Computer-Aided Design in 2012, Elsevier
2010
-
3D generic vertebra model for computer aided diagnosis
Lee, J., Baek, S.-Y., & Lee, K.
Transactions of the Society of CAD/CAM Engineers, 15(4): 297–305
Best Paper of the Year -
Evaluation of handheld products by computinguser hand fatigue
Choi, J.-H., Park, S.-W., Baek, S.-Y., & Lee, K.
Simulation Modeling Practice and Theory, 18(2): 230–239
doi:10.1016/j.simpat.2009.10.009
2009
- Synthesis of human body shape for given body sizes using 3D body scan data
Jang, T., Baek, S.-Y., & Lee, K.
Transactions of the Society of CAD/CAM Engineers, 14(6): 364–373
Best Paper of the Year
Conference Presentations
2020
-
The use of machine learning topredict fall risk in older adults
Jogerst, G., Roshdibenam, V., Butler, N., Xu, Y., & Baek, S.
In North American Primary Care Research Group (NAPCRG) 48th Annual Meeting. San Francisco, California -
Learning geometric data via generative neural networks
Baek, S.
In IISE Annual Conference & Expo 2020. New Orleans, Louisiana -
Ergonomic assessment via deepconvolutional neural networks
Shull, J. R., Kim, H., Roshdibenam, V., Fethke, N., & Baek, S.
In IISE Annual Conference & Expo 2020. New Orleans, Louisiana
2019
-
NADS-Net: A nimble architecture for driver and seat belt detection via convolutional neural networks
Chun, S., Hamidi Ghalehjegh, N., Choi, J. B., Schwarz, C. W., Gaspar, J. G., McGehee, D. V., Baek, S.
In International Conference on Computer Vision (ICCV)-Autonomous Driving Workshop. Seoul, Korea
(Acceptance rate:30.91%)
-
Cotransport of water and chloride through co-cotransporters during neocortical seizures
Duquette, E., Rahmati, N., Duquette, K., Tong, L., Baek, S., Staley, K., & Glykys, J.
In Gordon Research Conference: Spatio-Temporal Control of GABAergic Signaling and Its Breakdown in Brain Disorders. Newry, Maine, United States -
Asphalt pavement crack detection based on deep learning
Moon, B., Choi, J. B., Lee, H. D., & Baek, S.
In International Conference on Smart Cities. Seoul, Korea -
Synthetic CT generation using unpaired images in a CycleGAN with identity loss
Sun, Z., Baek, S., Yaddanapudi, S., & St-Aubin, J.
In 2019 Annual Meeting of the American Association of Physicists in Medicine (AAPM 2019), San Antonio, Texas -
Multi-scale embedded CNN for music tagging (MsE-CNN)
Ghalehjegh, N. H., Vahidzadeh, M., & Baek, S.
In International Conference on Machine Learning (ICML) Workshop. Long Beach, California, United States
2018
-
Shape matters: Evidences from machine learning on body shape-income relationship
Baek, S. & Song, S.
In 88th Southern Economic Association Annual Meetings (SEA2018), Washington, D.C., United States -
Shape matters: Evidences from machine learning on body shape-income relationship
Baek, S. & Song, S.
In 28th Annual Meeting of Midwest Econometrics Group (MEG2018), Madison, Wisconsin, United States -
4D cardiac motion modeling using pair-wise mesh registration
Yoon, S., Baek, S., & Lee, D.
In 21st International Conference on Medical Image Computing & Computer Assisted Intervention (MICCAI) Workshop, Granada, Spain -
Economic models with non-Euclidean data
Baek, S. & Song, S.
In 2018 Joint Statistical Meetings (JSM2018), Vancouver, Canada -
Applying machine learning for automated liver segmentation on radiotherapy planning CT
Baek, S., Sun, Z., Yaddanapudi, S., Kim, Y., Gross, B., Hawkes, K., McCune, K., Yuan, T., & Xia, J.
In 2018 Annual Meeting of the American Association of Physicists in Medicine (AAPM2018), Nashville, Tennessee, United States -
Predicting manufactured shapes of a projection micro-stereolithography process via convolutional encoder-decoder networks
He, Y., Fei, F., Wang, W., Song, X., Sun, Z., & Baek, S.
In ASME 2018 International Design Engineering Technical Conferences & Computers and Information in Engineering Conference (IDETC/CIE2018), Quebec, Canada -
Wall stress estimation in cerebral aneurysm via geometric convolutional neural network
Baek, S., Sun, Z., & Lu, J.
In 8th World Congress of Biomechanics (WCB2018), Dublin, Ireland -
Machine-learning investigation of relationship between strength and response features in ascending thoracic aneurysm tissue
Luo, Y., Fan, Z., Baek, S., & Lu, J.
In 8th World Congress of Biomechanics (WCB2018), Dublin, Ireland -
Estimation of economic models with non-Euclidean data
Baek, S. & Song, S.
In New Frontiers in Econometrics, Stamford, Connecticut
2017
-
Deformable surface registration with extreme learning machines
Gritsenko, A., Sun, Z., Baek, S., Miche, Y., Hu, R., & Lendasse, A.
In International Conference on Extreme Learning Machines (ELM2017), Yantai, China -
Mosquito Popper: A multiplayer online game for 3D body scan data segmentation
Nolte, Z., Riley, M., Harik, R., & Baek, S.
In 14th Annual International CAD Conference (CAD’17), Okayama, Japan -
Validation of feature recognition on manufacturability analysis for additive manufacturing
Shi, Y., Zhang, Y., Baek, S., & Harik, R.
In 14th Annual International CAD Conference (CAD’17), Okayama, Japan -
Mesh segmentation via geodesic curvature flow
Sun, Z., Baek, S., & Harik, R.
In 14th Annual International CAD Conference (CAD’17), Okayama, Japan -
Parametric modeling of Korean construction workers for the safer construction environment
Baek, S., Lee, H., Bhatt, R., Farrell, K., Arora, J. S., & Abdel-Malek, K.
In International Conferenceon Maintenance and Rehabilitation of Constructed Infrastructure Facilities (2017MAIREINFRA), Seoul, Korea
Best Paper Award -
Classifying stress strain curves obtained at rupture and non-rupture sites in ascending thoractic aneurysm tissue using machine learning
Luo, Y., Baek, S., & Lu, J.
In 5th International Conference on Computational and Mathematical Biomedical Engineering (CMBE2017), Pittsburgh, PA, United States
2016
-
Incremental ELMVIS for unsupervised learning
Akusok, A., Eirola, E., Miche, Y., Oliver, I., Björk, K.-M., Gritsenko, A., Baek, S., & Lendasse, A.
In International Conference on Extreme Learning Machines (ELM2016), Marina Bay Sands, Singapore -
ELMVIS++R – Mastering visualization with target variables
Gritsenko, A., Akusok, A., Baek, S., & Lendasse, A.
In International Conference on Extreme Learning Machines (ELM2016), Marina Bay Sands, Singapore -
Combined non-linear visualization and classification: ELMVIS++C
Gritsenko, A., Akusok, A., Miche, Y., Bjork, K.-M., Baek, S., & Lendasse, A.
In 2016 International Joint Conference on Neural Networks (IJCNN2016), Vancouver, Canada
(Acceptance rate:58.33%) -
Development of full-resolution anthropometric human models based on nonlinear statistical shape analysis
Baek, S., Sun, Z., & Mate, S. S.
In 7th International Conference of Applied Human Factorsand Ergonomics, Orlando, Florida, United States
2015
-
SHAPE TERRA: Industrial feature recognition based on persistent heat signature
Harik, R., Baek, S.-Y., Bruchem, B.-J. V., & Tooren, M. V.
In 12th Annual International CAD Conference (CAD’15), London, The United Kingdom -
Shape Terra: A feature recognition tool using persistent heat signature
Harik, R., Baek, S.-Y., Bruchem, B.-J. V., & Tooren, M. V.
In 2015 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
2014
-
Automatic generation of LEGO layout from 3D model
Jang, S., Woo, S., Kam, D.-U., Baek, S.-Y., & Lee, K.
In 2014 Autumn Conference of the Korean Society of Mechanical Engineers, Gwangju, Korea
-
Local parameterization of meshes using geodesics
Kim, D.-W., Baek, S.-Y., & Lee, K.
In 2014 Autumn Conference of the Korean Society of Mechanical Engineers, Gwangju, Korea -
Extraction of a margin line for dental CAD
Lee, J., Lim, J., Baek, S.-Y., & Lee, K.
In 2014 Autumn Conference of the Korean Society of Mechanical Engineers, Gwangju, Korea -
Optimization method for rapid rigid registration between X-ray and digitally reconstructed radiography
Woo, S., Baek, S.-Y., & Lee, K.
In 2014 Autumn Conference of the Korean Society of Mechanical Engineers, Gwangju, Korea -
Isometric shape interpolation
Baek, S.-Y., Lim, J., & Lee, K.
In Shape Modeling International (SMI2014), Hong Kong
(Acceptance rate:36%) -
Differential operators on a triangular mesh and their applications
Baek, S.-Y., Kam, D.-U., & Lee, K.
In 2014 Summer Conference of the Society of CAD/CAM Engineers, Muju, Korea
Best Paper Award -
Algorithm for generating high-precision pointcloud using quaternary coded structured light and phase
Kim, D.-W., Lee, J., Baek, S.-Y., & Lee, K.
In 2014 Summer Conference of the Society of CAD/CAM Engineers, Muju, Korea -
Automatic generation of high-quality digitally reconstructed radiography for registration between 2D X-ray image and 3D CT image
Woo, S., Lee, J.-H., Baek, S.-Y., & Lee, K.
In 2014 Summer Conference of the Society of CAD/CAM Engineers, Muju, Korea -
A C-arm calibration method for 2D-3D registration
Lee, J.-H., Woo, S., Baek, S.-Y., Lee, K., Dong, Y., & Lee, S.
In 2014 Annual Conference of the Korean Society of Medical Robot, Seoul, Korea -
Automatic determination of the insertion axis of a dental crown that minimizes undercut area
Lim, J., Baek, S.-Y., Lee, J., & Lee, K.
In 10th International Symposium on Tools and Methods for Competitive Engineering (TMCE2014), Budapest, Hungary -
An isometric shape nterpolation method on mesh models
Baek, S.-Y. & Lee, K.
In 2014 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
Best Paper Award -
Automatic detection of inferior alveolar nerve canal from cone-beam computed tomography images for dental surgery planning
Choi, J.-H., Baek, S.-Y., Kim, Y., Son, T.-G., Park, S., & Lee, K.
In NEXTMED/MMVR21, Manhattan Beach, California, United States -
Automatic algorithm for finding insertion axis of dental prosthesis
Lim, J., Baek, S.-Y., Lee, J., & Lee, K.
In 2014 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea -
An algorithm for estimating surface normal from its boundary curves
Park, J.-S., Kim, T., Baek, S.-Y., & Lee, K.
In 2014 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
Best Student Paper Award
2013
- GaFinC: Gaze and finger control interface for 3D model manipulation in CAD application
Song, J., Cho, S., Baek, S.-Y., Lee, K., & Bang, H.
In SIAM Conference on Geometric & Physical Modeling (GD/SPM13), Denver, Colorado, United States
(Acceptance rate: 26.8%)
2012
-
Kinecad: A novel gesture-based CAD system using kinect
Park, H., Lee, D., Yang, S., Lee, S., Baek, S.-Y., & Lee, K.
In 2012 Asian Conference on Design and Digital Engineering (ACDDE2012), Hokkaido, Japan -
Automated bone landmarks prediction on the femur using anatomical deformation technique
Baek, S.-Y., Wang, J. H., Song, I., Lee, K., & Koo, S.
In Symposium on Solid and Physical Modeling (SPM2012), Dijon, France
(Acceptance rate: 44%) -
Changes in medio-lateral knee joint reactions of flatfoot patients due to insole conditions
Lee, S., Baek, S.-Y., Son, J., Kim, D., & Lee, K.
In 18th Congress of the European Society of Biomechanics, Lisbon, Portugal -
Statistical analysis of foot shape for designing mass-customized footwear
Baek, S.-Y., Son, J., & Lee, K.
In 9th International Symposium on Tools and Methods for Competitive Engineering (TMCE2012), Karsluhe, Germany -
Automatic measurement of dimensions of 3D foot scan data
Son, J., Baek, S.-Y., & Lee, K.
In Asian Workshop on 3D Body Scanning Technologies, Tokyo, Japan -
Knowledge-based design framework for user-tailored insoles
Baek, S, Son, J., & Lee, K.
In Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
Invited Talk -
Changes in medio-lateral knee joint reaction force of patients with over-pronation during gait due to insole parameters
Lee, S., Baek, S.-Y., Son, J., Kim, D., & Lee, K.
In 2012 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea -
An algorithm for automatic measurement of dimensions of 3D foot scan data
Son, J., Baek, S.-Y., & Lee, K.
In 2012 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
2011
-
Deformation of raw 3D scan surfaces via multi-resolution RBF networks
Baek, S.-Y., Lee, J., & Lee, K.
In Asian Workshop on 3D Body Scanning Technologies, Tokyo, Japan -
Statistical deformation of femur geometry
Jo, J., Baek, S.-Y., Lee, K., Song, I.-s., & Koo, S.
In 2011 Spring Conference of the Korean Society of Mechanical Engineers, Pohang, Korea -
3D generic vertebra model for computer aided diagnosis
Lee, J., Baek, S.-Y., & Lee, K.
In 2011 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea
2010
-
Parametric human body modeling system for virtual garment fitting
Baek, S.-Y. & Lee, K.
In 8th International Symposium on Tools and Methods of Competitive Engineering (TMCE2010), Ancona, Italy. -
Interactive parametric modeling of human body shape
Baek, S.-Y. & Lee, K.
In 2010 Asian Conference on Design and Digital Engineering (ACDDE2010), Jeju, Korea
2009
-
3D face model reconstruction from single 2D frontal image
Baek, S.-Y., Kim, B.-Y., & Lee, K.
In 8th ACM SIGGRAPH International Conference on Virtual Reality Continuum and Its Applications inIndustry (VRCAI ’09), Tokyo, Japan
(Acceptance rate: 41%) -
Synthesis of human body shape for given body parameters us-ing3d body scan data
Jang, T., Baek, S.-Y., & Lee, K.
In 2009 Annual Conference of the Society of CAD/CAM Engineers, Pyeongchang, Korea