Stephen Baek

Orcid: 0000-0002-4758-4539

Affiliations:
  • University of Iowa, Department of Industrial and System Engineering, Iowa City, IA, USA
  • Seoul National University, School of Mechanical and Aerospace Engineering, South Korea (PhD 2013)


According to our database1, Stephen Baek authored at least 40 papers between 2009 and 2024.

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Timeline

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Bibliography

2024
PARCv2: Physics-aware Recurrent Convolutional Neural Networks for Spatiotemporal Dynamics Modeling.
CoRR, 2024

Projected Generative Diffusion Models for Constraint Satisfaction.
CoRR, 2024

2023
Challenges and Opportunities for Machine Learning in Multiscale Computational Modeling.
J. Comput. Inf. Sci. Eng., December, 2023

Systems Analysis of Bias and Risk in AI-Enabled Medical Diagnosis.
Proceedings of the IEEE Symposium Series on Computational Intelligence, 2023

2022
Artificial intelligence approaches for materials-by-design of energetic materials: state-of-the-art, challenges, and future directions.
CoRR, 2022

A physics-aware deep learning model for energy localization in multiscale shock-to-detonation simulations of heterogeneous energetic materials.
CoRR, 2022

Federated Learning on Adaptively Weighted Nodes by Bilevel Optimization.
CoRR, 2022

Physics-Aware Recurrent Convolutional (PARC) Neural Networks to Assimilate Meso-scale Reactive Mechanics of Energetic Materials.
CoRR, 2022

Enabling AI Innovation via Data and Model Sharing: An Overview of the Nsf Convergence Accelerator Track D.
AI Mag., 2022

On the Role of Depth Predictions for 3D Human Pose Estimation.
Proceedings of the Future Technologies Conference, 2022

2021
Machine Learning Prediction of Fall Risk in Older Adults Using Timed Up and Go Test Kinematics.
Sensors, 2021

Mesh repairing using topology graphs.
J. Comput. Des. Eng., 2021

2020
Embedded spectral descriptors: learning the point-wise correspondence metric via Siamese neural networks.
J. Comput. Des. Eng., 2020

Interpretable Sequence Classification Via Prototype Trajectory.
CoRR, 2020

Deep learning for synthetic microstructure generation in a materials-by-design framework for heterogeneous energetic materials.
CoRR, 2020

ZerNet: Convolutional Neural Networks on Arbitrary Surfaces Via Zernike Local Tangent Space Estimation.
Comput. Graph. Forum, 2020

2019
Modeling and Forecasting Short-Term Power Load With Copula Model and Deep Belief Network.
IEEE Trans. Emerg. Top. Comput. Intell., 2019

Incremental ELMVIS for unsupervised learning.
CoRR, 2019

Multi-scale Embedded CNN for Music Tagging (MsE-CNN).
CoRR, 2019

What does AI see? Deep segmentation networks discover biomarkers for lung cancer survival.
CoRR, 2019

NADS-Net: A Nimble Architecture for Driver and Seat Belt Detection via Convolutional Neural Networks.
Proceedings of the 2019 IEEE/CVF International Conference on Computer Vision Workshops, 2019

2018
ZerNet: Convolutional Neural Networks on Arbitrary Surfaces via Zernike Local Tangent Space Estimation.
CoRR, 2018

Wall Stress Estimation of Cerebral Aneurysm based on Zernike Convolutional Neural Networks.
CoRR, 2018

Extreme Learning Machines for VISualization+R: Mastering Visualization with Target Variables.
Cogn. Comput., 2018

4D Cardiac Motion Modeling Using Pair-Wise Mesh Registration.
Proceedings of the Statistical Atlases and Computational Models of the Heart. Atrial Segmentation and LV Quantification Challenges, 2018

2017
A Deep Learning Framework for Short-term Power Load Forecasting.
CoRR, 2017

Deep Spectral Descriptors: Learning the point-wise correspondence metric via Siamese deep neural networks.
CoRR, 2017

2016
ELMVIS+: Fast nonlinear visualization technique based on cosine distance and extreme learning machines.
Neurocomputing, 2016

Statistical foot-shape analysis for mass-customisation of footwear.
Int. J. Comput. Aided Eng. Technol., 2016

Combined nonlinear visualization and classification: ELMVIS++C.
Proceedings of the 2016 International Joint Conference on Neural Networks, 2016

2015
An algorithm for estimating surface normal from its boundary curves.
J. Comput. Des. Eng., 2015

Isometric shape interpolation.
Comput. Graph., 2015

2014
3D Volume Drawing on a Potter's Wheel.
IEEE Computer Graphics and Applications, 2014

GaFinC: Gaze and Finger Control interface for 3D model manipulation in CAD application.
Comput. Aided Des., 2014

Automatic Detection of Inferior Alveolar Nerve Canal from Cone-Beam Computed Tomography Images for Dental Surgery Planning.
Proceedings of the Medicine Meets Virtual Reality 21 - NextMed, 2014

2013
Parametric human body modelling system for virtual garment fitting.
Int. J. Comput. Aided Eng. Technol., 2013

Automated bone landmarks prediction on the femur using anatomical deformation technique.
Comput. Aided Des., 2013

2012
Parametric human body shape modeling framework for human-centered product design.
Comput. Aided Des., 2012

2010
Evaluation of handheld products by computing user hand fatigue.
Simul. Model. Pract. Theory, 2010

2009
3D face model reconstruction from single 2D frontal image.
Proceedings of the 8th International Conference on Virtual Reality Continuum and its Applications in Industry, 2009


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