Seong Joon Oh (PhD Student)

MSc Seong Joon Oh

Address
Max-Planck-Institut für Informatik
Saarland Informatics Campus
Campus E1 4
66123 Saarbrücken
Location
E1 4 - Room 619
Phone
+49 681 9325 2107
Fax
+49 681 9325 2099
Email
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Personal Information

Research Interests

Extracting and exploiting information from a deep neural network.

  • Privacy and security problems of neural networks.
  • Explainable models.
  • Obfuscating data against learned models.
  • Machine learning on non-iid data, extrapolation problems.

Education

  • 2007-2010 Hankuk Academy of Foreign Studies (HAFS), South Korea.
  • 2010-2013 BA in Mathematics (First Class, top 20%), University of Cambridge, U.K.
  • 2013-2014 Part III in Mathematics (Honours with Distinction, top 20%), University of Cambridge, U.K.
  • 2014-Present PhD student in computer vision, Max-Planck Institute for Informatics, Germany

Projects

Publications

2017

  • Whitening Black-Box Neural Networks
    Seong Joon Oh, Max Augustin, Bernt Schiele, Mario Fritz.
    arXiv, 2017.
    [Paper(PDF)] [Bibtex]
  • Person Recognition in Social Media Photos
    Seong Joon Oh, Rodrigo Benenson, Mario Fritz, Bernt Schiele.
    arXiv, 2017.
    [Paper(PDF)] [Bibtex]
  • Adversarial Image Perturbation for Privacy Protection -- A Game Theory Perspective
    Seong Joon Oh, Mario Fritz, Bernt Schiele.
    International Conference on Computer Vision (ICCV), 2017.
    [Paper(PDF)] [Code] [Bibtex]
  • From Understanding to Controlling Privacy against Automatic Person Recognition in Social Media
    Seong Joon Oh, Mario Fritz, Bernt Schiele.
    The Bright and Dark Sides of Computer Vision: Challenges and Opportunities for Privacy and Security. CVPR Workshop, 2017.
    [Extended Abstract(PDF)] [Poster(PDF)] [Bibtex].
  • Exploiting Saliency for Object Segmentation from Image Level Labels
    Seong Joon Oh, Rodrigo Benenson, Anna Khoreva, Zeynep Akata, Mario Fritz, Bernt Schiele.
    Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
    [Paper(PDF)] [Poster(PDF)] [Code] [Bibtex]
  • Generating Descriptions with Grounded and Co-Referenced People
    Anna Rohrbach, Marcus Rohrbach, Siyu Tang, Seong Joon Oh, Bernt Schiele.
    Conference on Computer Vision and Pattern Recognition (CVPR), 2017.
    [Paper(PDF)] [Bibtex]

 

2016

  • I-pic: A Platform for Privacy-Compliant Image Capture
    Paarijaat Aditya, Rijurekha Sen, Peter Druschel, Seong Joon Oh, Rodrigo Benenson, Mario Fritz, Bernt Schiele, Bobby Bhattacharjee, Tong Tong Wu.
    International Conference on Mobile Systems, Applications, and Services (MobiSys), 2016.
    [Paper(PDF)] [Project] [Bibtex]

 

2015

  • Person Recognition in Personal Photo Collections
    Seong Joon Oh, Rodrigo Benenson, Mario Fritz, Bernt Schiele.
    International Conference on Computer Vision (ICCV), 2015.
    [Paper(PDF)] [Poster(PDF)] [Video] [Project] [Bibtex]