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Seungyeob Baek

Portrait
Adjunct Assistant Professor
Assistant Professor (By Courtesy)
Assistant Professor
Assistant Professor of Industrial and Systems Engineering (ISE)
Assistant Professor of Radiation Oncology

Contact Information

Department
4611 Seamans Center for the Engineering Arts and Sciences
103 South Capitol Street
Iowa City, IA 52242
319-384-0810

Primary Office
216 Engineering Research Facility
330 South Madison Street
Iowa City, IA 52242
319-384-0810

Education

PhD, Mechanical and Aerospace Engineering, Seoul National University

Publications

Jogerst, G., Roshdibenam, V., Butler, N., Xu, Y. & Baek, S. (In Press). The use of machine learning to predict fall risk in older adults. North American Primary Care Research Group (NAPCRG) 48th Annual Meeting.

Baek, S. (In Press). Learning geometric data via generative neural networks. Institute of Industrial and Systems Engineers (IISE) Annual Conference & Expo 2020.

Shull, J. R., Kim, H., Roshdibenam, V., Fethke, N. & Baek, S. (In Press). Ergonomic assessment via deep convolutional neural networks. Institute of Industrial and Systems Engineers (IISE) Annual Conference & Expo 2020.

Chun, S., Roy, S., Nguyen, Y., Choi, J. B., Udaykumar, H. & Baek, S. S. (2020). Deep learning for synthetic microstructure generation in a materials-by-design framework for heterogeneous energetic materials. Scientific Reports, 10, 13307.

Tong, L., Glykys, J. & Baek, S. (2020). An automated neuronal morphology analysis framework using convolutional neural networks.

Sun, Z., Rooke, E., Charton, J., He, Y., Lu, J. & Baek, S. (2020). ZerNet: Convolutional neural networks on arbitrary surfaces via Zernike local tangent space estimation. Computer Graphics Forum. DOI: https://doi.org/10.1111/cgf.14012.

Sun, Z., He, Y., Gritsenko, A., Lendasse, A. & Baek, S. (2020). Embedded spectral descriptors: Learning the point-wise correspondence metric via Siamese neural networks. Journal of Computational Design and Engineering, 7(1), 18--29.

Moon, B., Choi, J. B., Lee, H. D. & Baek, S. (2019). Asphalt Pavement Crack Detection based on Deep Learning. In International Conference on Smart Cities. Seoul, Korea .

Duquette, E., Rahmati, N., Duquette, K., Tong, L., Baek, S., Staley, K. & Glykys, J. (2019). Cotransport of water and chloride through co-cotransporters during neocortical seizures. Newry, Maine: Gordon Research Conference: Spatio-Temporal Control of GABAergic Signaling and Its Breakdown in Brain Disorders.

Sun, Z., Baek, S., Yaddanapudi, S. & St-Aubin, J. (2019). Synthetic CT Generation Using Unpaired Images in a CycleGAN with Identity Loss. San Antonio, Texas: 2019 Annual Meeting of the American Association of Physicists in Medicine (AAPM 2019).

Ghalehjegh, N. H., Vahidzadeh, M. & Baek, S. (2019). Multi-Scale Embedded CNN for Music Tagging (MsE-CNN). In International Conference on Machine Learning (ICML) Workshop. Long Beach, California .

Ouyang, T., He, Y., Li, H., Sun, Z. & Baek, S. (2019). Modeling and Forecasting Short-Term Power Load With Copula Model and Deep Belief Network. IEEE Transactions on Emerging Topics in Computational Intelligence, 3(2), 127 - 136. DOI: 10.1109/TETCI.2018.2880511.

Yoon, S., Baek, S. & Lee, D. (2019). 4D cardiac motion modeling using pair-wise mesh registration. Lecture Notes in Computer Science, 11395, 161-170. DOI: 10.1007/978-3-030-12029-0_18.

Baek, S., He, Y., Allen, B. G., Buatti, J. M., Smith, B. J., Tong, L., Sun, Z., Wu, J., Diehn, M., Loo, B. W., Plichta, K. A., Seyedin, S. N., Gannon, M., Cabel, K. R., Kim, Y. & Wu, X. (2019). Deep segmentation networks predict survival of non-small cell lung cancer. Scientific reports, 9, Article 17286.

Chun, S., Hamidi Ghalehjegh, N., Choi, J., Schwarz, C., Gaspar, J., McGehee, D. & Baek, S. (2019). NADS-Net: A Nimble Architecture for Driver and Seat Belt Detection via Convolutional Neural Networks. Seoul: Proceedings of the IEEE International Conference on Computer Vision Workshops (ICCVW).

Baek, S., Song, S. (2018). Shape Matters: Evidences from Machine Learning on Body Shape-Income Relationship. In 88th Southern Economic Association Annual Meetings (SEA 2018). Washington, D.C. .

Baek, S., Song, S. (2018). Shape Matters: Evidences from Machine Learning on Body Shape-Income Relationship. In 28th Annual Meeting of Midwest Econometrics Group (MEG 2018). Madison, Wisconsin .

Baek, S., Sun, Z., Yaddanapudi, S., Kim, Y., Gross, B., Hawkes, K., McCune, K., Yuan, T. & Xia, J. (2018). Applying machine learning for automated liver segmentation on radiotherapy planning CT. In 2018 Annual Meeting of the American Association of Physicists in Medicine (AAPM 2018). Nashville, Tennessee .

Baek, S., Song, S. (2018). Economic Models with Non-Euclidean Data. In 2018 Joint Statistical Meetings (JSM 2018). Vancouver, Canada .

He, Y., Fei, F., Wang, W., Song, X., Sun, Z. & Baek, S. (2018). Predicting manufactured shapes of a projection micro-stereolithography process via convolutional encoder-decoder networks. In ASME 2018 International Design Engineering Technical Conferences \& Computers and Information in Engineering Conference (IDETC/CIE 2018). Quebec, Canada .

Luo, Y., Fan, Z., Baek, S. & Lu, J. (2018). Machine-learning investigation of relationship between strength and response features in ascending thoracic aneurysm tissue. In The 8th World Congress of Biomechanics (WCB 2018). Dublin, Ireland .

Baek, S., Sun, Z. & Lu, J. (2018). Wall stress estimation in cerebral aneurysm via geometric convolutional neural network. In The 8th World Congress of Biomechanics (WCB 2018). Dublin, Ireland .

Baek, S., Song, S. (2018). Estimation of Economic Models with Non-Euclidean Data. In New Frontiers in Econometrics. Stamford, Connecticut .

Gritsenko, A., Akusok, A., Baek, S., Miche, Y. & Lendasse, A. (2018). Extreme Learning Machines for VISualization+R - Mastering Visualization with Target Variables. Cognitive Computation, 10(3), 464-477. DOI: 10.1007/s12559-017-9537-6.

Shi, Y., Zhang, Y., Baek, S., De Backer, W. & Harik, R. (2018). Manufacturability analysis for additive manufacturing using a novel feature recognition technique. Computer-Aided Design and Applications, 15(6), 941-952. DOI: 10.1080/16864360.2018.1462574.

Luo, Y., Fan, Z., Baek, S. & Lu, J. (2018). Machine learning-aided exploration of relationship between strength and elastic properties in ascending thoracic aneurysm. International Journal for Numerical Methods in Biomedical Engineering, 34(6), e2977. DOI: 10.1002/cnm.2977.

Sun, Z., Harik, R. & Baek, S. (2018). Mesh Segmentation via Geodesic Curvature Flow. Computer-Aided Design and Applications, 15(5), 677-683. DOI: 10.1080/16864360.2018.1441235.

Liu, T. C., Bhatt, R., Farrell, K. D., Baek, S., Liu, Y. M., Abdel-Malek, K. & Arora, J. (2018). A Quantitative Assessment of Variations in the Palm Surface Area as a Percentage of Total Body Surface Area within the General Population. International Journal of Human Factors Modelling and Simulation, 6(1), 81-96.

Yoon, S., Baek, S. & Lee, D. (2018). 4D cardiac motion modeling using pair-wise mesh registration. Granada: 21st International Conference on Medical Image Computing & Computer Assisted Intervention (MICCAI) Workshop.

Gritsenko, A., Sun, Z., Baek, S., Miche, Y., Hu, R. & Lendasse, A. (2017). Deformable Surface Registration with Extreme Learning Machines. In International Conference on Extreme Learning Machines (ELM2017). Yantai, China .

Sun, Z., Baek, S. & Harik, R. (2017). Mesh Segmentation via Geodesic Curvature Flow. In 14th Annual International CAD Conference (CAD'17). Okayama, Japan .

Nolte, Z., Riley, M., Harik, R. & Baek, S. (2017). Mosquito Popper: a multiplayer online game for 3D body scan data segmentation. In 14th Annual International CAD Conference (CAD'17). Okayama, Japan .

Shi, Y., Zhang, Y., Baek, S. & Harik, R. (2017). Validation of Feature Recognition on Manufacturability Analysis for Additive Manufacturing. In 14th Annual International CAD Conference (CAD'17). Okayama, Japan .

Baek, S., Lee, H., Bhatt, R., Farrell, K., Arora, J. S. & Abdel-Malek, K. (2017). Parametric Modeling of Korean Construction Workers for the Safer Construction Environment. In International Conference on Maintenance and Rehabilitation of Constructed Infrastructure Facilities (2017 MAIREINFRA). Seoul, Korea .

Luo, Y., Baek, S. & Lu, J. (2017). Classifying Stress Strain Curves Obtained at Rupture and Non-rupture Sites in Ascending Thoractic Aneurysm Tissue Using Machine Learning. In 5th International Conference on Computational and Mathematical Biomedical Engineering (CMBE2017).

Harik, R., Shi, Y. & Baek, S. (2017). Shape Terra: Mechanical Feature Recognition Based on a Persistent Heat Signature. Computer-Aided Design and Applications, 14(2), 206-218. DOI: 10.1080/16864360.2016.1223433.

Gritsenko, A., Akusok, A., Baek, S. & Lendasse, A. (2016). ELMVIS++R -- Mastering Visualization with Target Variables. In International Conference on Extreme Learning Machines (ELM2016). Marina Bay Sands, Singapore .

Gritsenko, A., Akusok, A., Miche, Y., Bjork, K., Baek, S. & Lendasse, A. (2016). Combined Nonlinear Visualization and Classification: ELMVIS++C. In 2016 International Joint Conference on Neural Networks (IJCNN 2016). Vancouver, Canada .

Baek, S., Sun, Z. & Mate, S. S. (2016). Development of Full-Resolution Anthropometric Human Models based on Nonlinear Statistical Shape Analysis. In 7th International Conference of Applied Human Factors and Ergonomics. Orlando, Florida .

Akusok, A., Baek, S., Miche, Y., Bj\"ork, K., Nian, R., Lauren, P. & Lendasse, A. (2016). ELMVIS+: Fast Nonlinear Visualization Technique based on Cosine Distance and Extreme Learning Machines. Neurocomputing, 205, 247--263. DOI: 10.1016/j.neucom.2016.04.039.

Baek, S., Lee, K. (2016). Statistical Foot-Shape Analysis for Mass-customisation of Footwear. International Journal of Computer Aided Engineering and Technology, 8(1/2), 80--98. DOI: 10.1504/IJCAET.2016.073265.

Akusok, A., Eirola, E., Miche, Y., Oliver, I., Bj\"ork, K., Gritsenko, A., Baek, S. & Lendasse, A. (2016). Incremental ELMVIS for unsupervised learning. pp. 183--193. Marina Bay Sands: International Conference on Extreme Learning Machine (ELM2016).

Harik, R., Baek, S., Van Bruchem, B. & Van Tooren, M. (2015). SHAPE TERRA: Industrial Feature Recognition based on Persistent Heat Signature. In 12th Annual International CAD Conference (CAD'15). London, The United Kingdom .

Baek, S., Kam, D. & Lee, K. (2015). Differential Operators on a Triangular Mesh and Their Applications. Transactions of the Society of CAD/CAM Engineers, 20(1), 44--54.

Baek, S., Lim, J. & Lee, K. (2015). Isometric Shape Interpolation. Computers & Graphics, 46(1), 257--263. DOI: 10.1016/j.cag.2014.09.025.

Harik, R., Baek, S., Van Bruchem, B. & Van Tooren, M. (2015). Shape Terra: A Feature Recognition Tool using Persistent Heat Signature. In 2015 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Park, J., Kim, T., Baek, S. & Lee, K. (2015). An algorithm for Estimating Surface Normal from Its Boundary Curves. Journal of Computational Design and Engineering, 2(1), 67--72. DOI: 10.1016/j.jcde.2014.11.007.

Jang, S., Woo, S., Kam, D., Baek, S. & Lee, K. (2014). Automatic Generation of LEGO Layout from 3D Model. In 2014 Autumn Conference of the Korean Society of Mechanical Engineers. Gwangju, Korea .

Lee, J., Lim, J., Baek, S. & Lee, K. (2014). Extraction of a Margin Line for Dental CAD. In 2014 Autumn Conference of the Korean Society of Mechanical Engineers. Gwangju, Korea .

Kim, D., Baek, S. & Lee, K. (2014). Local Parameterization of Meshes using Geodesics. In 2014 Autumn Conference of the Korean Society of Mechanical Engineers. Gwangju, Korea .

Woo, S., Baek, S. & Lee, K. (2014). Optimization Method for Rapid Rigid-Registration between X-ray and Digitally Reconstructed Radiography. In 2014 Autumn Conference of the Korean Society of Mechanical Engineers. Gwangju, Korea .

Kim, D., Lee, J., Baek, S. & Lee, K. (2014). Algorithm for Generating High-Precision Point Cloud using Quaternary Coded Structured Light and Phase. In 2014 Summer Conference of the Society of CAD/CAM Engineers. Muju, Korea .

Woo, S., Lee, J., Baek, S. & Lee, K. (2014). Automatic Generation of High-Quality Digitally Reconstructed Radiography for Registration between 2D X-ray Image and 3D CT Image. In 2014 Summer Conference of the Society of CAD/CAM Engineers. Muju, Korea .

Baek, S., Kam, D. & Lee, K. (2014). Differential Operators on a Triangular Mesh and Their Applications. In 2014 Summer Conference of the Society of CAD/CAM Engineers. Muju, Korea .

Lee, J., Woo, S., Baek, S., Lee, K., Dong, Y. & Lee, S. (2014). A C-arm Calibration Method for 2D-3D Registration. In 2014 Annual Conference of the Korean Society of Medical Robot. Seoul, Korea .

Baek, S., Lee, K. (2014). An Isometric Shape Interpolation Method on Mesh Models. Transactions of the Society of CAD/CAM Engineers, 19(2), 1--10.

Cho, S., Baek, D., Baek, S., Lee, K. & Bang, H. (2014). 3D Volume Drawing on a Potter's Wheel. IEEE Computer Graphics and Applications, 34(3), 50--58. DOI: 10.1109/MCG.2014.3.

Lim, J., Baek, S., Lee, J. & Lee, K. (2014). Automatic Determination of the Insertion Axis of a Dental Crown that Minimizes Undercut Area. In 10th International Symposium on Tools and Methods for Competitive Engineering (TMCE 2014). Budapest, Hungary .

Park, J., Kim, T., Baek, S. & Lee, K. (2014). An Algorithm for Estimating Surface Normal from its Boundary Curves. In 2014 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Lim, J., Baek, S., Lee, J. & Lee, K. (2014). Automatic Algorithm for Finding Insertion Axis of Dental Prosthesis. In 2014 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Choi, J., Baek, S., Kim, Y., Son, T., Park, S. & Lee, K. (2014). Automatic Detection of Inferior Alveolar Nerve Canal from Cone-Beam Computed Tomography Images for Dental Surgery Planning. Studies in Health Technology and Informatics, 196(1), 61--65. DOI: 10.3233/978-1-61499-375-9-61.

Song, J., Cho, S., Baek, S., Lee, K. & Bang, H. (2014). GaFinC: Gaze and Finger Control Interface for 3D Model Manipulation in CAD Application. Computer-Aided Design, 46(1), 239--245. DOI: 10.1016/j.cad.2013.08.039.

Baek, S., Lim, J. & Lee, K. (2014). Isometric shape interpolation. Hong Kong: Shape Modeling International (SMI) 2014.

Baek, S., Lee, K. (2014). An isometric shape interpolation method on mesh models. Pyeongchang: 2014 Annual Conference of the Society of CAD/CAM Engineers.

Choi, J., Baek, S., Kim, Y., Son, T., Park, S. & Lee, K. (2014). Automatic detection of inferior alveolar nerve canal from cone-beam computed tomography images for dental surgery planning. Manhattan Beach: NEXTMED/MMVR21.

Song, J., Cho, S., Baek, S., Lee, K. & Bang, H. (2013). GaFinC: Gaze and Finger Control Interface for 3D Model Manipulation in CAD Application. In SIAM Conference on Geometric \& Physical Modeling (GD/SPM13). Denver, CO, USA .

Baek, S., Lee, K. (2013). Parametric Human Body Modeling System for Virtual Garment Fitting. International Journal of Computer Aided Engineering and Technology, 5(2/3), 242--261. DOI: 10.1504/IJCAET.2013.052932.

Baek, S., Wang, J. H., Song, I., Lee, K., Lee, J. & Koo, S. (2013). Automated Bone Landmarks Prediction on the Femur using Anatomical Deformation Technique. Computer-Aided Design, 45(2), 505--510. DOI: 10.1016/j.cad.2012.10.033.

Baek, S. (2013). Nonlinear Analysis of the Space of Human Body Shapes and Its Application to Parametric Human Modeling System. Seoul National University.

Park, H., Lee, D., Yang, S., Lee, S., Baek, S. & Lee, K. (2012). KineCAD: A Novel Gesture-based CAD System Using Kinect. In 2012 Asian Conference on Design and Digital Engineering (ACDDE 2012). Hokkaido, Japan .

Baek, S., Wang, J. H., Song, I., Lee, K. & Koo, S. (2012). Automated Bone Landmarks Prediction on the Femur using Anatomical Deformation Technique. In Symposium on Solid and Physical Modeling (SPM 2012). Dijon, France .

Lee, S., Baek, S., Son, J., Kim, D. & Lee, K. (2012). Changes in Medio-Lateral Knee Joint Reactions of Flatfoot Patients due to Insole Conditions. In 18th Congress of the European Society of Biomechanics. Lisbon, Portugal .

Baek, S., Son, J. & Lee, K. (2012). Statistical Analysis of Foot Shape for Designing Mass-Customized Footwear. In 9th International Symposium on Tools and Methods for Competitive Engineering (TMCE 2012). Karsluhe, Germany .

Son, J., Baek, S. & Lee, K. (2012). Automatic Measurement of Dimensions of 3D Foot Scan Data. In Asian Workshop on 3D Body Scanning Technologies. Tokyo, Japan .

Son, J., Baek, S. & Lee, K. (2012). An Algorithm for Automatic Measurement of Dimensions of 3D Foot Scan Data. In 2012 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Lee, S., Baek, S., Son, J., Kim, D. & Lee, K. (2012). Changes in Medio-Lateral Knee Joint Reaction Force of Patients with Over-Pronation during Gait due to Insole parameters. In 2012 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Lee, S., Baek, S., Son, J., Kim, D. & Lee, K. (2012). Changes in Medio-lateral Knee Joint Reaction Force of Patients with Over-pronation during Gait Due to Insole Parameters - A Case Study. Transactions of the Society of CAD/CAM Engineers, 17(3), 149--155.

Baek, S., Son, J. & Lee, K. (2012). Knowledge-based design framework for user-tailored insoles. In 2012 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .

Baek, S., Lee, K. (2012). Parametric Human Body Shape Modeling Framework for Human-Centered Product Design. Computer-Aided Design, 44(1), 56--67. DOI: 10.1016/j.cad.2010.12.006.

Baek, S., Lee, J. & Lee, K. (2011). Deformation of Raw 3D Scan Surfaces via Multi-Resolution RBF Networks. In Asian Workshop on 3D Body Scanning Technologies. Tokyo, Japan .

Jo, J., Baek, S., Lee, K., Song, I. & Koo, S. (2011). Statistical Deformation of Femur Geometry. In 2011 Spring Conference of the Korean Society of Mechanical Engineers. Pohang, Korea .

Lee, J., Baek, S. & Lee, K. (2011). 3D generic vertebra model for computer aided diagnosis. Pyeongchang: 2011 Annual Conference of the Society of CAD/CAM Engineers.

Lee, J., Baek, S. & Lee, K. (2010). 3D Generic Vertebra Model for Computer Aided Diagnosis. Transactions of the Society of CAD/CAM Engineers, 15(4), 297--305.

Baek, S., Lee, K. (2010). Interactive Parametric Modeling of Human Body Shape. In 2010 Asian Conference on Design and Digital Engineering (ACDDE 2010). Jeju, Korea .

Baek, S., Lee, K. (2010). Parametric human body modeling system for virtual garment fitting. In 8th International Symposium on Tools and Methods of Competitive Engineering (TMCE 2010). Ancona, Italy .

Choi, J., Park, S., Baek, S. & Lee, K. (2010). Evaluation of Handheld Products by Computing User Hand Fatigue. Simulation Modeling Practice and Theory, 18(2), 230--239. DOI: 10.1016/j.simpat.2009.10.009.

Baek, S., Kim, B. & Lee, K. (2009). 3D Face Model Reconstruction From Single 2D Frontal Image. In 8th ACM SIGGRAPH International Conference on Virtual Reality Continuum and its Applications in Industry (VRCAI '09). Tokyo, Japan .

Jang, T., Baek, S. & Lee, K. (2009). Synthesis of Human Body Shape for Given Body Sizes using 3D Body Scan Data. Transactions of the Society of CAD/CAM Engineers, 14(6), 364--373.

Jang, T., Baek, S. & Lee, K. (2009). Synthesis of Human Body Shape for Given Body Parameters Using 3D Body Scan Data. In 2009 Annual Conference of the Society of CAD/CAM Engineers. Pyeongchang, Korea .