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)


Publications

   International Conference & Journal
  • 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)
  • Seong-Jin Park, Hyeongseok Son, Sunghyun Cho, Ki-Sang Hong, Seungyong Lee, "SRFeat: Single Image Super-Resolution with Feature Discrimination", In Proc. ECCV, 2018.
  • Hyeongseok Son and Seungyong Lee, "Fast Non-blind Deconvolution via Regularized Residual Networks with Long/Short Skip-Connections", In Proc. ICCP, 2017. [link][code]

   International Workshop

  • 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]

Projects
  • Image Quality Assessment using Deep Learning
    System LSI, Samsung Electronics Co., South Korea
    (Jan 2017 - Oct 2017)
  • 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)