Publications
- Bounding the Rademacher Complexity of Fourier neural operators
Taeyoung Kim and Myungjoo Kang
Machine Learning, Vol.113, 2024
- ReSDF: Redistancing Implicit Surfaces using Neural Networks
Yesom Park, Chang hoon Song, Jooyoung Hahn, and Myungjoo Kang
Journal of Computational Physics, Vol.502, 2024
- Analyzing and Improving OT-based Adversarial Networks
Jaewoong Choi, Jaemoo Choi, and Myungjoo Kang
International Conference on Learning Representations(ICLR), 2024
- Dictionary Contrastive Forward Learning via Adaptive Label Embeddings
Suhwan Choi, Myeongho Jeon, Yeonjung Hwang, Jeonglyul Oh, Sungjun Lim, Joonseok Lee, and Myungjoo Kang
International Conference on Learning Representations(ICLR), 2024
Lee, Seok Gi Han, Do Hee Kim, Seokyoung Ju, Tae Kyung Lee, Chang Hoon Song, Myoungjoo Kang, Seonghui Kim, and Seohyun Seong
Current Optics and Photonics, Vol.7, No.5, pp.545--556, 2023
- AN IMPROVED ALTERNATIVE WENO SCHEMES WITH PERTURBATIONAL TERMS FOR THE HYPERBOLIC CONSERVATION LAWS
Kunmin Sung, Youngsoo Ha, and Myungjoo Kang
Journal of Korean Society for Industrial and Applied Mathematics(KSIAM), Vol.27, No.4, pp.207--231, 2023
- p-Poisson surface reconstruction in curl-free flow from point clouds
Yesom Park, Taekyung Lee, Jooyoung Hahn, and Myungjoo Kang
Conference on Neural Information Processing Systems(NeurIPS), 2023
- Generative Modeling through the Semi-dual Formulation of Unbalanced Optimal Transport
Jaemoo Choi, Jaewoong Choi, and Myungjoo Kang
Conference on Neural Information Processing Systems(NeurIPS), 2023
- A Unified Framework for Robustness on Diverse Sampling Errors
Myeongho Jeon, Myungjoo Kang, and Joonseok Lee
The IEEE International Conference on Computer Vision (ICCV), 2023
- Enhancing Multi-Label Long-Tailed Classification on Chest X-Rays through ML-GCN Augmentation
HyeRyeong Seo, MinHyuk Lee, WooJin Cheong, HyeKyung Yoon, SoHyung Kim, and Myungjoo Kang
The IEEE International Conference on Computer Vision (ICCV) workshop, 2023
- Self-Knowledge Distillation via Dropout
Hyoje Lee, Yeachan Park, Hyun Seo, and Myungjoo Kang
Computer Vision and Image Understanding, Vol.233, 2023
- Fisher-Weighted Merge of Contrastive Learning Models in Sequential Recommendation
Jaeheyoung Jeon, Jung Hyun Ryu, Jewoong Cho, and Myungjoo Kang
International Conference on Machine Learning(ICML) workshop, 2023
- AdaptiveRec : Adaptively Construct Pairs for Contrastive Learning in Sequential Recommendation
Jaeheyoung Jeon, Jung Hyun Ryu, Jewoong Cho, and Myungjoo Kang
International Conference on Machine Learning(ICML) workshop, 2023
- Restoration based Generative Models
Yesom Park, Jaemoo Choi, and Myungjoo Kang
International Conference on Machine Learning(ICML), 2023
- MAGANet: Achieving Combinatorial Generalization by Modeling a Group Action
Geonho Hwang, Jaewoong Choi, Hyunsoo Cho, and Myungjoo Kang
International Conference on Machine Learning(ICML), 2023
- MULTI-APERTURE IMAGE PROCESSING USING DEEP LEARNING
Geonho Hwang, Chang Hoon Song, Tae Kyung Lee, Hojun Na, and Myungjoo Kang
Journal of Korean Society for Industrial and Applied Mathematics(KSIAM), Vol.27, No.1, pp.56--74, 2023
Yungi Jeong, Eunseok Yang, Jung Hyun Ryu, Imseong Park, and Myungjoo Kang
International Conference on Learning Representations(ICLR) workshop, 2023
- Learning without Prejudices: Continual Unbiased Learning via Benign and Malignant Forgetting
Myeongho Jeon, Hyoje Lee, Yedam Sung, and Myungjoo Kang
International Conference on Learning Representations(ICLR), 2023
- Finding the global semantic representation in GAN through Fréchet Mean
Jaewoong Choi, Geonho Hwang, Hyunsoo Cho, and Myungjoo Kang
International Conference on Learning Representations(ICLR), 2023
- Aggregation of attention and erasing for weakly supervised object localization
Bongyeong Koo, Han-Soo Choi, and Myungjoo Kang
Image and Vision Computing, 2023, Vol 129
- Minimal Width for Universal Property of Deep RNN
Chang hoon Song, Geonho Hwang, Jun ho Lee, and Myungjoo Kang
Journal of Machine Learning Research, 2023, Vol 24
- Disentangling the correlated continuous and discrete generative factors of data
Jaewoong Choi, Geonho Hwang and Myungjoo Kang
Pattern Recognition, 2023, Vol 133
Hyuntae Cho, Yesom Park and Myungjoo Kang
Journal of Computational Physics, 2022
- MCW-Net: Single image deraining with multi-level connections and wide regional non-local blocks
Yeachan Park, Myeongho Jeon, Junho Lee and Myungjoo Kang
Signal Processing: Image Communication, 2022, Vol 105
Hyuntae Cho and Myungjoo Kang
Journal of Computational Physics, 2021, Vol 445
- A Conservative Approach for Unbiased Learning on Unknown Biases
Myeongho Jeon, Daekyung Kim, Woochul Lee, Myungjoo Kang and Joonseok Lee
Proceedings of the 38th IEEE Conference on Computer Vision and Pattern Recognition(CVPR), 2022
- Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
Jaewoong Choi, Junho Lee, Changyeon Yoon, Jung Ho Park, Geonho Hwang and Myungjoo Kang
International Conference on Learning Representations(ICLR), 2022
Kyungmin Song, Han-Soo Choi and Myungjoo Kang
Machine Vision and Applications(SCIE), Acceptance
- Boundary Enhancement Semantic Segmentation for Building Extraction in Satellite Image
Hoin Jung, Han-Soo Choi and Myungjoo Kang
IEEE Transactions on Geoscience and Remote Sensing(SCIE), Acceptance
(github)
- Multi-Scale Prediction for Fire Detection Using Convolutional Neural Network
Myeongho Jeon, Han-Soo Choi, Junho Lee and Myungjoo Kang
Fire Technology(SCIE), 2021
Bongyeong Koo, Han-Soo Choi and Myungjoo Kang
Multidimensional Systems and Signal Processing(SCIE), 2021
- Semantic Fire Segmentation Model Based on Convolutional Neural Network for Outdoor Image.
Han-Soo Choi, Myeongho Jeon, Kyungmin Song and Myungjoo Kang
Fire Technology (SCIE) (2021).
- Fingerprint Image Denoising And Inpainting Using Convolutional Neural Network
Jungyoon Bae, Han-Soo Choi, Sujin Kim and Myungjoo Kang
Journal of Korean Society for Industrial and Applied Mathematics(KSIAM), Vol.24, No.4, pp.363--374, 2020
- Deep learning-based prediction of PM10 fluctuation from Gwanak-gu urban area, Seoul, Korea
Han-Soo Choi, Myungjoo Kang, Yong Cheol Kim and Hanna Choi
Journal of Soil and Groundwater Environment, Vol.25, No.3, pp.74--83, 2020
- Curvature-Weighted Surface Simplification Algorithm Using Vertex-Based Geometric Features
Han-Soo Choi, Dalhyeon Gwon, Heejae Han and Myungjoo Kang
Journal of Korean Society for Industrial and Applied Mathematics(KSIAM), Vol. 24, No.1. pp. 23-37, March, 2020
-Dynamic background subtraction with masked RPCA
Hyomin Ahn, Myungjoo Kang
Signal, Image and Video Processing (SCI), (2020)
Junkee Jeon, Myungjoo Kang, Yong Hyun Shin
Japan Journal of Industrial and Applied Mathematics (SCI), (2020)
-Group Sparse Representation for Restoring Blurred Images with Cauchy Noise
Geonwoo Kim, Junghee Cho, Myungjoo Kang
Journal of Scientific Computing (SCIE), (2020), Volume 83, Issue 3
-Cauchy Noise Removal by Weighted Nuclear Norm Minimization
Sangwon Lee, Myungjoo Kang
Journal of Scientific Computing (SCIE), (2020), Volume 83, Issue 1
-Troubled-Cell Indicator Based on Mean Value Property for Hybrid WENO Schemes
Kunmin Sung, Youngsoo Ha, Myungjoo Kang
Commun. Comput. Phys 27 (SCI), (2020), Volume 27
-Regression with residual neural network for vanishing point detection
Han-Soo Choi, Keunhoi An and Myungjoo Kang Dataset
Image and Vision Computing (SCI) (2019) , Volume 91, 103797
Hyuntae Cho, Heejae Han, Byungjoon Lee, Youngsoo Ha, Myungjoo Kang
Journal of Scientific Computing (SCIE), (2019), Volume 81, Issue 1, pp 217–251
-Attention Routing Between Capsules
Jaewoong Choi, Hyun Seo, Suii Im, Myungjoo Kang
The IEEE International Conference on Computer Vision (ICCV) Workshops,(2019)
-Nonconvex TGV regularization model for multiplicative noise removal with spatially varying parameters
Hanwool Na, Myeongmin Kang, Miyoun Jung, Myungjoo Kang
Inverse Problems and Imaging (SCI), (2018), accepted
-Sparse representation based image deblurring model under random impulse noise.
Myeongmin Kang, Miyoun Jung, Myungjoo Kang
Multidimensional Systems and Signal Processing (SCI), (2018), in press.
- High Order Face-offsetting Method for Interface Tracking Problem using WENO Schemes
Hyun-uk Kim, Heejae Han, Dalhyeon Kwon, Myungjoo Kang,
Journal of Computational Physics (SCI), (2019), vol 376, 863-893.
-Image colorization based on a generalization of the low dimensional manifold model.
Myeongmin Kang, Myungjoo Kang, Miyoun Jung,
Journal of Scientific Computing (SCIE), (2018), vol 77(2), 911-935.
-Rician denosing and deblurring using sparse representation prior and nonconvex total variation.
Myeongmin Kang, Miyoun Jung, Myungjoo Kang
Journal of Visual Communication and Image Representation (SCIE), (2018), vol 54, 80-99.
-Higher-order Regularization based Image Restoration with Automatic Regularization Parameter Selection.
Myeongmin Kang, Miyoun Jung, Myungjoo Kang
Computer & Mathematics with Applications (SCI), (2018), vol 76, 58-80.
-An exp model with spatially adaptive regularization parameters for multiplicative noise removal
Hanwool Na, Myeongmin Kang, Miyoun Jung, Myungjoo Kang
Journal of Scientific Computing (SCIE), 75 (2018), no. 1, 478-509.
- An Optimal Consumption, Leisure, and Investment Problem with an Option to Retire and Negative Wealth Constraints
Kyunghyun Park Myungjoo Kang, Yong Hyun Shin
Chaos, solitons & fractals (SCI), vol 103, 374-381, 2017.
- Wavelet-based Adaptation Methodology combined with Finite Difference WENO to Solve Ideal Magnetohydrodynamics
Seongju Do, Haojun Li, Myungjoo Kang
Journal of Computational Physics (SCI), vol 339, 482-499, 2017.
- Total Generalized Variation Based Denoising Models for Ultrasound Images.
Myeongmin Kang, Myungjoo Kang, Miyoun Jung
Journal of Scientific Computing (SCIE), 72 (2017), no. 1, 172-197.
- Analytic solution for American strangle options using Laplace-Carson transforms.
Myungjoo kang, Junkee Jeon, Heejae Han, Somin Lee
Commnuications in Nonlinear Science and Numerical Simulation (SCIE), vol 47, 292-307, 2017.
Byungjoon Lee, Myungjoo Kang, Seongjai Kim
Journal of Scientific Computing (SCIE), 71 (2017), no. 2, 875-895.
- Revisiting the Redistancing Problem using the Hopf-Lax Formula
Byungjoon Lee, Jerome Darbon, Stanley Osher, Myungjoo Kang,
Journal of Computational Physics (SCI), vol 330, 268-281, 2017.
- Pricing vulnerable path-dependent options using integral transforms.
Junkee Jeon, Ji-Hun Yoon, Myungjoo Kang
Journal of Computational and Applied Mathematics (SCI), Vol 313, 259-272, 2017.
Junkee Jeon, Heejae Han, Myungjoo Kang
Journal of Computational and Applied Mathematics (SCI), Vol 313, 218-234, 2017.
- Variational Image Colorization Models Using Higher-Order Mum,ford–Shah Regularizers
Miyoun Jung, Myungjoo Kang
Journal of Scientific Computing (SCIE), 68 (2016), no. 2, 864-888.
- Pricing chained dynmaic fund protection.
Heejae Han, Junkee Jeon, Myungjoo Kang
North American Journal of Economics and Finance (SSCI), vol 37C, 267-278, 2016
- Application of a Multi-dimensional limiting process to central-upwind schemes for solving hyperbolic systems of conservation laws
Seongju Do, Youngsoo Ha, Myungjoo Kang, Changho Kim
Journal of Scientific Computing (SCIE), 69 (2016), no. 1, 274-291.
- Closed form valuation of American chained knock-in options
Heejae Han, Myungjoo Kang, Junkee Jeon
Finance Research Letters (SSCI), vol 17C, 176-185, 2016
- Valuing vulnerable geometric Asian options
Junkee Jeon, Ji-hun Yoon and Myungjoo kang
Computer & Mathematics with Applications (SCI), vol 71 (2), 676-691, 2016
- An integral equation representation approach for valuing Russian option with finite time horizon
Junkee Jeon, Heejae Han, Hyeonuk Kim and Myungjoo kang
Commnuications in Nonlinear Science and Numerical Simulation (SCIE), vol 36, 496-516, 2016
- Full 3D simulations of Two-Phase Core-Annular Flow in Horizontal Pipe Using Level Set Method,
Byungjoon Lee, Myungjoo Kang
Journal of Scientific Computing (SCIE), 66 (2016), no. 3, 1025-1051.
- A wavelet-based adaptive WENO algorithm for Euler equations
Haojun Li, Seongju Do, Myungjoo Kang
Computers & Fluids (SCI), vol 123, 10-22, 2015
- Nonconvex Higher-Order Regularization based Rician Noise Removal with Spatially Adaptive Parameters,
Myeongmin Kang, Myungjoo Kang and Miyoun Jung
Journal of Visual Communication and Image Representation (SCIE), 32: 180-193, 2015
- Inexact accelerated augmented Lagrangian methods,
Myeongmin Kang, Myungjoo Kang and Miyoun Jung
Computational Optimization and Applications (SCI), Vol 62 No 2, pp 373-404, 2015
Benoit Lombardot, Chun-Taek Oh, Jihoon Kwak, Auguste Genovesio, Myungjoo Kang, Michael Adsett Edberg Hansen, Sung-Jun Han
PLoS One (SCIE), Arpil 1, 2015
- Simultaneous Cartoon and Texture Image Restoration with Higher-Order Regularization
Miyoun Jung, Myungjoo Kang
SIAM J. Imaging Sci (SCIE). Vol 8, No. 1, pp721-756, 2015
-Image Decomposition using a Local Gradient Constraint
Seungmi Oh, Myungjoo Kang
Journal of Scientific Computing (SCIE), Vol. 63, No. 1, pp213-232, 2015
-Efficient Nonsmooth Nonconvex Optimization for Image Restoration and Segmentation
Miyoun Jung, Myungjoo Kang
Journal of Scientific Computing (SCIE), Vol. 62, No. 2, pp336-370,2015
-Robust dose-response curve estimation applied to high content screening data analysis
Nguyen TT, Song K, Tsoy Y, Kim JY, Kwon YJ, Kang M and Edberg Hansen MA
Source Code for Biology and Medicine 2014
-Segmentation with shape prior using global and local image fitting energy
Dultuya Terbish, Myungjoo Kang
Journal of KSIAM, p 225-244, Sep, 2014
- Variational image segmentation models involving non-smooth data-fidelity terms
Miyoun Jung, Myeongmin Kang and Myungjoo Kang
Journal of Scientific Computing (SCIE), Vol. 59, Issue 2, 2014, pp. 277-308.
- An image analysis algorithm for malaria parasite stage calssification and viability quantification,
Seunghyun Moon, Jair L.Siqueira-Neto, Carolina Borsoi Moraes, Myungjoo Kang, Lucio H. Freitas Junior, Micheal A.E. Hansen
PLoS One (SCIE), 2013, 8, e61812.
- Two-Level Convex Relaxed Variational Model for Multiplicative Denoising
Myungjoo Kang, Sangwoon Yun, and Hyenkyun Woo
SIAM J. Imaging Sci. (SCIE), 6(2), 875–903, 2013
- Accelerated Bregman method for linearly constrained l1 - l2 Minimization
Myeongmin Kang, Sangwoon Yun, Hyenkyun Woo and Myungjoo Kang
Journal of Scientific Computing (SCIE), Vol. 56, 2013, pp. 515- 534
- Exponential synchronization of finite-dimensional Kuramoto model at critical coupling strength,
Young-Phil Choi, Seung-Yeal Ha, Myeongmin Kang, Myungjoo Kang
Communications in Mathematical Sciences (SCI), Vol.11, no.2, June 2013, pp385-401
- Non-convex Hybrid tital variation for image denoising,
Seungmi Oh, Hyenkyun Woo, Sangwoon Yun, Myungjoo Kang
Journal of Visual Communication and Image Representation (SCIE), Vol.24, no.3, April 2013, pp332-344
- Simulations of supersonic astrophysical jets and their environments using level set methods,
Youngsoo Ha, Changho KIm and Myungjoo Kang
Journal of Scientific Computing (SCIE), Vol.53, no.2&3, Fev 2013, pp414-427 2008
- Numerical comparison of WENO type schemes to the simulations of thin films,
Myungjoo Kang, Changho Kim and Youngsoo Ha
J. of KSIAM, Vol.16, no.3, 2012, pp193-204
- A heaviside function approache to fluidstructure interation,
Myungjoo Kang and Chohong Min
Journal of the Korean Society of Mathematical Education Series B, Vol 19, no 2, 2012
- Features Detection from industrial noisy 3D CT data for reverse engineering,
Thi-Chau Ma, Changsoo Park, KittichaiSuthunyatanakit, Min-Jae Oh, Tae-wan Kim and Myungjoo Kang
Studies in Computational Intelligence, 2012, Vol 413, Software and Network Engineering, pp89-101
- Surface reconstruction from scattered point data on octree
Changsoo Park, Chohong Min and Myungjoo Kang
J. of KSIAM, Vol 16, no 1, 2012
- Multiple-Region segmentation without supervision by adaptive global maximum clustering
Sunhee Kim, Myungjoo Kang
IEEE Transaction on Image Processign (SCI), Vol 21, no 4, 2012, pp 1600-1612
Eunji Lee, Taewoo Kim, Robert Weinreb, Minhee Suh, Myungjoo Kang, Kiho Kim, Seokhwan Kim, Donghyun Kim,
Inverstigative Ophthalmolgy & Visual Science, Vol 53, no 1, 2012, pp198-204
- Feature detection on industrial 3D CT data
Thi-Chau Ma, Changsoo Park, KittichaiSuthunyatanakit, Min-Jae Oh, Tae-wan Kim, Myungjoo Kang and The-Duy Bui
Communications in Computer and information Science, Vol.263, 2011, pp345-354
- Mathematical image processing for automatic number plate recognition system,
Sunhee Kim, Seungmi Oh, Myungjoo Kang
J. KSIAM, VOl.14, no 1, 2010, pp 57-66
- Simulations of ink diffusion on paper using visit counts from random walk sessions,
Heechang Kim, Myungjoo Kang
J. KSIAM, Vol 14, no 2, 2009, pp 161-167
- Modeling of solder joint defects through a level-set approach
Myungjoo Kang, Susant K. Patra,
International Journal of Numerical Analysis and Modeling (SCIE), Vol 5, no 2, 2008, pp255-269
- The numerical simulations for the motion of soap bubbles using the level set methods,
Myungjoo Kang, Barry Merriman, Stanley Osher,
Computers and Fluids (SCI), Vol 37, 2008, pp524-535
- Boundary condition capturing for multiphase interface
Jeong-Mo Hong, Tamar Shinar, Myungjoo Kang and Ronard Fedkiw,
Journal of Scientific Computing (SCIE), Vol 31, no 1/2, May 2007, pp 153-184
- A second order primitive preconditioner for solving all speed multi-phase flows
Samut Y. kadioglu, Mark. Sussman, Stanley Osher, Joshep P. Wright, M.Kang,
Journal of Computational Physics (SCI), Vol 209, no 2, Nov, 2005, pp 477-5-3
- Reflenction in a level set framework for geometric optics
L.T.Cheng, M. Kang, H. Shim, Y.Tasi, S.Osher
Computer Modeling in engineering & sciences (SCIE) , Vol 5, no 4, June 2004, pp347-360
- Geometric optics in a phase space based level set and Eulerian framework
S. Osher, L.T. Cheng, M.Kang, H.Shim, Y.Tasi
Journal of Computational Physics (SCI), Vol 179, no 2, July 2002
- Level set method for island dynamics in epitaxial growth
C.Ratsch, M.F.Gyure, R.E.Caflisch, F.Gibou, M.Paterson, M.Kang, J.Garcia, D.D.Vvedensky
Phys. Rev. B. (SCI), 65, 195403, 2002
- A second-order-accurate symmetric discretization of the Poisson equation on irregular domains,
F.Gibou, R.Fedkiw, L.T.Cheng, M.Kang,
Journal of Computational Physics (SCI), Vol 176, no 1, Feb, 2002, pp205-227
- Atomic size effects in continuum modeling
C.Ratsch, M.Kang, R.Caflisch
Phys. Rev. E. (SCI), 64, R020601, Aug 2001
- A boundary condition capturing method for incompressible flame discontinuities
D.Nguyen, R.Fedkiw, M.Kang,
Journal of Computational Physics (SCI), Vol 172, no 1, Sep 2001, pp71-98
- Level set method for thin film epitaxial growth
S.Chen, B.Merriman, M.Kang, R.Caflisch, C.Ratsch, L.T. Cheng, M.Gyure, R.Fedkiw, C.Anderson, S.Osher
Journal of Computational Physics (SCI), Vol 167, no 2, Mar 2001, pp475-500
- A boundary condition capturing method for multiphase incompressible flow
M.Kang, R.P. Fedkiw, X.Liu,
Journal of Scientific Computing (SCIE), 15, 2000, pp323-360
H.Zhao, B.Merriman, S.Osher, M.Kang
Computer Vision and Image Understanding, Vol 80, no 3, Dec 2000, pp295-319
- A boundary condition capturing method for Poisson's equation on irregular domain
X. Liu, R.P.Fedkiw, M.Kang,
Journal of Computational Physics (SCI), 160, 2000, pp151-178
- Fluctuations and scaling in aggregation phenomena
C.Ratsch, M.F.Gyure, S.Chen, M.Kang, D.D.Vvedesky
Phys. Rev. B. (SCI), 61, R20598, 2000
- Island Dynamics and level set methods for continuum modeling of epitaxial growth
B.Merriman, R.Caflisch, S.Osher, C.Ratsch, S.Chen, M.Kang
Applied and Industrial Mathematics, venice-2, 1998, p 145-171
- A PDE based fast local level set method
D.Peng, B. Merriman, S.Osher, H.Zhao, M.Kang
Journal of Computational Physics (SCI), Vol 155, no 2, Nov 1999, pp410-438