Hyeongseok Son
Embedded Files
Working at Samsung Advanced Institute of Technology (SAIT)
Education
Ph.D (Joint M.S & Ph.D.) in CSE, POSTECH (Mar. 2014 ~ Aug. 2021)
Advisor: Prof. Seungyong Lee
Dissertation: Deep Image and Video Deblurring via Task-Specific Network Design
Research interests: image and video processing using deep learning, deblurring, stereo matching
B.S. in CSE, POSTECH (Mar. 2010 ~ Feb. 2014)
Jeonnam Science High School (Mar. 2008 ~ Feb. 2010)
Publications
International Conference & Journal
Donghyeon Kwon, Youngseok Yoon, Hyeongseok Son, Suha Kwak, "MemDistill: Distilling LiDAR Knowledge into Memory for Camera-Camera-Only 3D Object Detection", In Proc. ICCV 2025. (accepted)
Hyeongseok Son, Jia He, Seung-In Park, Ying Min, Yunhao Zhang, ByungIn Yoo, "SparseVoxFormer: Sparse Voxel-based Transformer for Multi-Multi-modal 3D Object Detection", Arxiv 2025. [arxiv]
Hyeongseok Son, Sangil Jung, Solae Lee, Seongeun Kim, Seung-In Park, ByungIn Yoo, “Object-Centric Multi-Task Learning for Human Instances”, In Proc. BMVC 2023. (Oral Presentation) [paper]
*Hyeongseok Son, *Junyong Lee, Sunghyun Cho, Seungyong Lee, "Real-Time Video Deblurring via Lightweight Motion Compensation", Computer Graphics Forum (special issue on Pacific Graphics 2022), Vol. 41, No .7, 2022. (*equal contribution) [project][arxiv]
Hyeongseok Son, Junyong Lee, Sunghyun Cho, Seungyong Lee, “Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions”, In Proc. ICCV 2021. [PDF][arxiv][code]
Hyeongseok Son, Junyong Lee, Jonghyeop Lee, Sunghyun Cho, Seungyong Lee, "Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes", ACM Transactions on Graphics (presented at SIGGRAPH 2021), Vol. 40, No. 5, 2021. [link][code]
Junyong Lee, Hyeongseok Son, Jaesung Rim, Sunghyun Cho, Seungyong Lee, "Iterative Filter Adaptive Network for Single Image Defocus Deblurring", In Proc. CVPR 2021. [PDF][code]
Junyong Lee, Hyeongseok Son, Gunhee Lee, Jonghyeop Lee, Sunghyun Cho, Seungyong Lee, "Deep Color Transfer using Histogram Analogy", The Visual Computer (special issue on CGI 2020), Vol. 36, No. 10, 2020. [PDF][code]
Hyeongseok Son, Gunhee Lee, Sunghyun Cho, Seungyong Lee, "Naturalness-Preserving Image Tone Enhancement Using Generative Adversarial Networks", Computer Graphics Forum (special issue on Pacific Graphics 2019), Vol. 38, No. 7, 2019. (Best Paper Award) [PDF][code]
*Beomseok Kim, *Hyeongseok Son, Seong-Jin Park, Sunghyun Cho, Seungyong Lee, "Defocus and Motion Blur Detection with Deep Contextual Features", Computer Graphics Forum (special issue on Pacific Graphics 2018), Vol. 37, No. 7, 2018. (*equal contribution) [PDF][code]
Seong-Jin Park, Hyeongseok Son, Sunghyun Cho, Ki-Sang Hong, Seungyong Lee, "SRFeat: Single Image Super-Resolution with Feature Discrimination", In Proc. ECCV 2018. [project][code]
Hyeongseok Son and Seungyong Lee, "Fast Non-blind Deconvolution via Regularized Residual Networks with Long/Short Skip-Connections", In Proc. IEEE ICCP 2017. [project][link][code]
International Workshop
Junyong Lee, Hyeongseok Son, Jonghyeop Lee, Seungyong Lee, "Computational Photography Software using Deep Learning", ICCV (Demo), 2019.
Junho Jeon, Seong-Jin Park, Hyeongseok Son, Seungyong Lee, "Computational Photography Software using Deep Learning: Perceptual Image Super-Resolution and Depth Image Refinement", ECCV (Demo), 2018.
Hyeongseok Son and Seungyong Lee, "Intrinsic Image Decomposition using Deep Convolutional Network", CVPR SUNw: Scene Understanding Workshop (Poster), 2016. [PDF]
Hyeongseok Son, Jaehwan Lee, Seungyong Lee, "Object Extraction via Stereo Matching and GrabCut", ICCV 1st International Workshop on Recovering 6D Object Pose (Poster), 2015. [PDF]
Korean Domestic Conference & Journal
Jonghyeop Lee, Junyong Lee, Hyeongseok Son, Seungyong Lee, “다중 스케일 심층 영상 프라이어 기반의 파노라마 영상 인페인팅”, In Proc. IPIU 2021.
Hyeongseok Son, Jonghyeop Lee, Seungyong Lee, “움직이는 물체에 강인한 영상 스티칭”, In Proc. IPIU 2021.
Junyong Lee, Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Single Image Defocus Deblurring using Dynamic Filter Network”, In Proc. KSC 2020. (우수발표논문상)
Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Perceptual Quality Enhancement for Degraded Images”, In Proc. KSC 2020.
Jonghyeop Lee, Hyeongseok Son, Junyong Lee, Haeun Yoon, Sunghyun Cho, Seungyong Lee, “Single Panorama Depth Estimation using Domain Adaptation”, Journal of the Korea Computer Graphics Society, Vol.26, No.3, 2020.
Jaepil Yu, Hojin Cho, Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Text Image Super-Resolution using Text Recognition Information”, In Proc. IPIU 2019. (우수포스터상)
Jaepil Yu, Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Image Super Resolution with Text Handling Via Generative Adversarial Network”, KIISE Transactions on Computing Practices, Vol.24, No.8, 2018.
Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Non-Uniform Blur Removal for Single Image using Encoder-Decoder Network”, In Proc. KCGS 2018. (포스터 발표 최우수상)
Jaepil Yu, Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “Image Super Resolution with Text Handling Via Generative Adversarial Network”, In Proc. KSC 2017. (우수발표논문상)
Hyeongseok Son, Sunghyun Cho, Seungyong Lee, “HDR Style Brightness Adjustment for a Single Image”, In Proc. KSC 2017.
Jaehwan Lee, Hyeongseok Son, Seungyong Lee, “대립적 네트워크를 사용한 얼굴 보정”, In Proc. IPIU 2017.
Hyeongseok Son, Seungyong Lee, “Non-blind Deconvolution via Deep Convolutional Network”, In Proc. KCGS 2016.
Hyeongseok Son, Jaehwan Lee, Seungyong Lee, “영상 채색 기술을 이용한 스테레오 매칭”, In Proc. IPIU 2016.
Jaehwan Lee, Hyeongseok Son, Seungyong Lee, “Enhancement of Stereo Matching by Object Edge Refinement, In Proc. KCC 2015.
Hyeongseok Son, Seungyong Lee, “알파맵을 이용한 영상 에지 개선”, In Proc. IPIU 2015. (포스터 발표 최우수상)
Patents
Seungyong Lee, Sunghyun Cho, Hyeongseok Son, Junyong Lee, "METHOD AND RECORDED MEDIUM FOR INVERSE KERNEL-BASED DEFOCUS DEBLURRING"
KR 10-2021-0182797 (filed for a patent)
Seungyong Lee, Sunghyun Cho, Hyeongseok Son, Junyong Lee, "METHOD AND APPARATUS FOR VIDEO RESTORATION BASED ON MACHINE LEARNING"
US 17/497,824 (filed for a patent)
KR 10-2020-0180046 (filed for a patent)
Seungyong Lee, Sunghyun Cho, Hyeongseok Son, Junyong Lee, "PIXEL VOLUME-BASED MACHINE LEARNING METHOD FOR VIDEO QUALITY ENHANCEMENT AND APPARATUS USING SAME"
KR 10-2020-0188668 (filed for a patent)
Seungyong Lee, Sunghyun Cho, Hyeongseok Son, "METHOD FOR PROCESSING IMAGE BASED ON MACHINE LEARNING AND APPARATUS THEREFOF"
PCT/KR2020/015722 (filed for a patent)
KR 10-2019-0178401 (filed for a patent)
Seungyong Lee, Seong-Jin Park, Hyeongseok Son, "MACHINE LEARNING METHOD FOR RESTORING SUPER-RESOLUTION IMAGE"
KR 10-2169242 (issued)
Seungyong Lee and Hyeongseok Son, "IMAGE PROCESSING APPARATUS AND METHOD USING MACHINE LEARNING"
US 10,360,664 (issued)
KR 10-1871098 (issued)
Seungyong Lee, Inhee Kim, Jaehwan Lee, Hyeongseok Son, "AN IMAGE PROCESSING DEVICES AND A COMPUTER READABLE RECORDING MEDIUM RECORDING AN IMAGE PROCESSING PROGRAM"
KR 10-1813371 (issued)
Honors
CVPR 2025 Outstanding Reviewer, 2025
POSTECH CSE Outstanding Research Award (2021), 2022
Samsung Ph.D. Sponsorship (DS), 2020
Naver Ph.D. Fellowship Award, 2019
Pacific Graphics 2019 Best Paper Award, 2019
Academic Service
Journal Reviewer: TPAMI, IJCV, TIP, TCSVT, TCI, Visual Computer, CAVW
Conference Reviewer: Eurographics 2022, ECCV 2022, CVPR 2023, ICCV 2023, Pacific Graphics 2023
Projects
Image Quality Assessment Using Deep Learning
System LSI, Samsung Electronics Co., South Korea
(Jan 2017 - Aug 2020)Depth Estimation Using Stereo Camera and Its Applications
DM Division, Samsung Electro-Mechanics Co., South Korea
(May 2015 - Oct 2015)Software Development for Big Visual Data Based High Quality Photograph Makeup
SW Star Lab, Institute for Information & communications Technology Promotion (IITP), South Korea
(Mar 2015 - Aug 2021)Image Quality Enhancement via Big Image Data Analysis
DMC R&D Center, Samsung Electronics Co., South Korea
(July 2014 - Dec 2014)
Teaching Experience
Teaching assistance for Programming Languages (CSED321, POSTECH), Mar-Jun 2015
Teaching assistance for Computer Graphics (CSED451, POSTECH), Mar-Jun 2016
Google Sites
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