Byeongsu Sim

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 14

Top Topics

Unsupervised Learning

Inverse Problems

Top Venues

IEEE Trans. Computational Imaging

Publications

Sangmin Lee, Byeongsu Sim, Jong Chul Ye
Magnitude and angle dynamics in training single ReLU neurons. Neural Networks 178 (2024)
Sangmin Lee, Byeongsu Sim, Jong Chul Ye
Magnitude and Angle Dynamics in Training Single ReLU Neurons. CoRR (2022)
Hyungjin Chung, Byeongsu Sim, Dohoon Ryu, Jong Chul Ye
Improving Diffusion Models for Inverse Problems using Manifold Constraints. NeurIPS (2022)
Hyungjin Chung, Byeongsu Sim, Jong Chul Ye
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction. CVPR (2022)
Sangmin Lee, Byeongsu Sim, Jong Chul Ye
Support Vectors and Gradient Dynamics for Implicit Bias in ReLU Networks. CoRR (2022)
Hyungjin Chung, Byeongsu Sim, Dohoon Ryu, Jong Chul Ye
Improving Diffusion Models for Inverse Problems using Manifold Constraints. CoRR (2022)
Hyungjin Chung, Byeongsu Sim, Jong Chul Ye
Come-Closer-Diffuse-Faster: Accelerating Conditional Diffusion Models for Inverse Problems through Stochastic Contraction. CoRR (2021)
Gyutaek Oh, Byeongsu Sim, Jong Chul Ye
Unsupervised Learning for Compressed Sensing MRI Using Cyclegan. ISBI (2020)
Gyutaek Oh, Byeongsu Sim, Hyungjin Chung, Leonard Sunwoo, Jong Chul Ye
Unpaired Deep Learning for Accelerated MRI using Optimal Transport Driven CycleGAN. CoRR (2020)
Byeongsu Sim, Gyutaek Oh, Jeongsol Kim, Chanyong Jung, Jong Chul Ye
Optimal Transport Driven CycleGAN for Unsupervised Learning in Inverse Problems. SIAM J. Imaging Sci. 13 (4) (2020)
Gyutaek Oh, Byeongsu Sim, Hyungjin Chung, Leonard Sunwoo, Jong Chul Ye
Unpaired Deep Learning for Accelerated MRI Using Optimal Transport Driven CycleGAN. IEEE Trans. Computational Imaging 6 (2020)
Byeongsu Sim, Gyutaek Oh, Jong Chul Ye
Optimal Transport Structure of CycleGAN for Unsupervised Learning for Inverse Problems. ICASSP (2020)
Sungjun Lim, Hyoungjun Park, Sang-Eun Lee, Sunghoe Chang, Byeongsu Sim, Jong Chul Ye
CycleGAN With a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry. IEEE Trans. Computational Imaging 6 (2020)
Byeongsu Sim, Gyutaek Oh, Sungjun Lim, Jong Chul Ye
Optimal Transport, CycleGAN, and Penalized LS for Unsupervised Learning in Inverse Problems. CoRR (2019)