Hyeongseok Son
Ph.D. student

Pohang, Korea


Research Interest

  • Image processing using deep learning
  • Image deblurring
  • Stereo matching

Education
  • Ph.D (Joint M.S & Ph.D.) in CSE, POSTECH (Mar. 2014 ~ Current)
  • B.S. in CSE, POSTECH (Mar. 2010 ~ Feb. 2014)
  • Jeonnam Science High School (Mar. 2008 ~ Feb. 2010)

Publications

   International Conference & Journal
  • 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)
  • 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 LeeSeungyong 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]

Patents
  • Seungyong Lee and Hyeongseok Son, "METHOD FOR PROCESSING IMAGE BASED ON MACHINE LEARNING AND APPARATUS THEREFOF", KR 10-2019-0178401 (filed for a patent), 2019.12.
  • Seungyong Lee and Hyeongseok Son, "IMAGE PROCESSING APPARATUS AND METHOD USING MACHINE LEARNING", US 10,360,664 (issued), 2019.07.
  • Seungyong Lee, Seong-Jin Park, Hyeongseok Son, "MACHINE LEARNING METHOD FOR RESTORING SUPER-RESOLUTION IMAGE", KR 10-2018-0169475 (filed for a patent), 2018.12.
  • Seungyong Lee and Hyeongseok Son, "APPARATUS AND METHOD FOR IMAGE PROCESSING", KR 10-1871098 (issued), 2018.06.
  • 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), 2017.12.

Projects
  • Image Quality Assessment using Deep Learning
    System LSI, Samsung Electronics Co., South Korea
    (Jan 2017 - Oct 2017, July 2018 - Current)
  • 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 - Current)
  • Image Quality Enhancement via Big Image Data Analysis
    DMC R&D Center, Samsung Electronics Co., South Korea
    (July 2014 - Dec 2014)