Implicit Neural Representation for Physics-driven Actuated Soft Bodies
Lingchen Yang, Byungsoo Kim, Gaspard Zoss, Baran Gözcü, Markus Gross, Barbara Solenthaler
ACM Transactions on Graphics (Proceedings of SIGGRAPH 2022)
Byungsoo Kim
Department of Computer Science
Computer Graphics Laboratory
Email: contact.byungsoo
gmail.com
I received my joint PhD at Computer Graphics Lab at ETH Zurich and DisneyResearch|Studios, under the supervision of Prof. Dr. Markus Gross and Dr. Barbara Solenthaler. My research interests span machine learning for physics-based simulation and visual computing.
Publications
Deep Reconstruction of 3D Smoke Densities from Artist Sketches
Byungsoo Kim, Xingchang Huang, Laura Wuelfroth, Jingwei Tang, Guillaume Cordonnier, Markus Gross, Barbara Solenthaler
Computer Graphics Forum (Proceedings of Eurographics 2022)
Deep Learning Speeds Up Ice Flow Modelling by Several Orders of Magnitude
Guillaume Jouvet, Guillaume Cordonnier, Byungsoo Kim, Martin Lüthi, Andreas Vieli, Andy Aschwanden
Journal of Glaciology 2021
Modeling Electromagnetic Navigation Systems
Samuel L. Charreyron, Quentin Boehler, Byungsoo Kim, Cameron Weibel, Christophe Chautems, Bradley J. Nelson
IEEE Transactions on Robotics 2021
Lagrangian Neural Style Transfer for Fluids
Byungsoo Kim, Vinicius C. Azevedo, Markus Gross, Barbara Solenthaler
ACM Transactions on Graphics (Proceedings of SIGGRAPH 2020),
arXiv:2005.00803
Latent Space Subdivision: Stable and Controllable Time Predictions for Fluid Flow
Steffen Wiewel, Byungsoo Kim, Vinicius C. Azevedo, Barbara Solenthaler, Nils Thuerey
Computer Graphics Forum (Proceedings of SCA 2020), arXiv:2003.08723
Neural Smoke Stylization with Color Transfer
Fabienne Christen, Byungsoo Kim, Vinicius C. Azevedo, Barbara Solenthaler
Eurographics & Eurovis 2020 Short Paper, arXiv:1912.08757
Frequency-Aware Reconstruction of Fluid Simulations with Generative Networks
Simon Biland, Vinicius C. Azevedo, Byungsoo Kim, Barbara Solenthaler
Eurographics & Eurovis 2020 Short Paper, arXiv:1912.08776
Transport-Based Neural Style Transfer for Smoke Simulations
Byungsoo Kim, Vinicius C. Azevedo, Markus Gross, Barbara Solenthaler
ACM Transactions on Graphics (Proceedings of SIGGRAPH Asia 2019), arXiv:1905.07442
Robust Reference Frame Extraction from Unsteady 2D Vector Fields with Convolutional Neural Networks
Byungsoo Kim and Tobias Günther
Computer Graphics Forum (Proceedings of EuroVis 2019), arXiv:1903.10255
Deep Fluids: A Generative Network for Parameterized Fluid Simulations
Byungsoo Kim, Vinicius C. Azevedo, Nils Thuerey, Theodore Kim, Markus Gross, Barbara Solenthaler
Computer Graphics Forum (Proceedings of Eurographics 2019), arXiv:1806.02071
Semantic Segmentation for Line Drawing Vectorization Using Neural Networks
Byungsoo Kim, Oliver Wang, A. Cengiz Öztireli, Markus Gross
Computer Graphics Forum (Proceedings of Eurographics 2018)
Previous Works
2008 - 2014
Theses
Videos