Publications

Preprints or Working Papers

  1. Title of the new paper
    Doe, J., & Baek, S.
    arXiv:1806.07441

  2. Wall stress estimation of cerebral aneurysm based on Zernike convolutional neural networks
    Sun, Z., Lu, J., & Baek, S.
    arXiv:1806.07441

  3. Deep spectral descriptors: learning the point-wise correspondence metric via Siamese deep neural networks
    Sun, Z., He, Y., Gritsenko, A., Lendasse, A., & Baek, S.
    arXiv:1710.06368


 

Journal Publications

2018

  1. 4D cardiac motion modeling using pair-wise mesh registration
    Yoon, S., Baek, S., & Lee, D.
    Lecture Notes in Computer Science, Accepted.

  2. A deep learning framework for short-term powerload forecasting
    Ouyang, T., He, Y., Li, H., Sun, Z., & Baek, S.
    IEEE Transactions on Emerging Topics in Computational Intelligence, Accepted
    arXiv:1711.11519

  3. 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

  4. 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

     

  5. 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

     

  6. 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

  7. 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

  1. Shape Terra: mechanical feature recognition based on a persistentheat signature
    Harik, R., Shi, Y., & Baek, S.
    Computer-Aided Design and Applications, 14(2): 206–218
    doi:10.1080/16864360.2016.1223433

     

2016

  1. 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

     

  2. 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

  1. 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.

     

  2. Isometric shape interpolation
    Baek, S.-Y., Lim, J., & Lee, K.
    Computers & Graphics, 46(1): 257–263
    doi:10.1016/j.cag.2014.09.025

     

  3. 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

  1. An isometric shape interpolation method on mesh models
    Baek, S.-Y. & Lee, K.
    Transactionsof the Society of CAD/CAM Engineers, 19(2): 1–10

  2. 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

     

  3. 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

  4. 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

  1. 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

  2. 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

  1. 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

  2. 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

  1. 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

  2. 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

  1. 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

2018

  1. 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

  2. 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

  3. 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

  4. Economic models with non-Euclidean data
    Baek, S. & Song, S.
    In 2018 Joint Statistical Meetings (JSM2018), Vancouver, Canada

  5. 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

  6. 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

  7. 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

  8. 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

  9. Estimation of economic models with non-Euclidean data
    Baek, S. & Song, S.
    In New Frontiers in Econometrics, Stamford, Connecticut


 

2017

  1. 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

  2. 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

  3. 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

  4. Mesh segmentation via geodesic curvature flow
    Sun, Z., Baek, S., & Harik, R.
    In 14th Annual International CAD Conference (CAD’17), Okayama, Japan

  5. 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

  6. 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

  1. 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

  2. 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

  3. 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%)

  4. 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

  1. 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

  2. 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

  1. 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

     

  2. 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

  3. 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

  4. 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

  5. Isometric shape interpolation
    Baek, S.-Y., Lim, J., & Lee, K.
    In Shape Modeling International (SMI2014), Hong Kong
    (Acceptance rate:36%)

  6. 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

  7. 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

  8. 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

  9. 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

  10. 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

  11. 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

  12. 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

  13. 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

  14. 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

  1. 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

  1. 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

  2. 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%)

  3. 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

  4. 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

  5. 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

  6. 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

  7. 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

  8. 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

  1. 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

  2. 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

  3. 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

  1. 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.

  2. 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

  1. 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%)

  2. 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