Suah Kim


Postdoctral Researcher - Data Analyst - Security Consultant

About


Suah Kim lived in  Korea, Japan, United States, Japan, and China. He finished undergraduate studies in Combinatorics and Optimization (Honours in Bachelor of Mathematics)  from  University of Waterloo in Canada. He then continued graduate studies in Information Security at Korea University in South Korea.  

From 2019 to 2021, he worked as a postdoctral researcher at Korea University researching topics around signal processing and security. Currently he is working as a senior researcher at Tokamak Network, researching about Decentralized Finance and Blockchain Security and Theory.

current Projects


Signal Processing

■ Automatic image enhancement with compressive properties
■ GAN generated deepfake image detection
■ SNS enhanced image database collection

Security

■ File size reducing format preserving image encryption.
■ Highly incentivized decentralized CDN cluster.

Past Projects


CAPTCHA Security

■  Generated an artificial image data based using two CAPTCHA samples provided by the bank. Then, used deep learning CNN to automatically break CAPTCHA. Assisted the service provider to improve their CAPTCHA system.

Wireless Security

■ Collected small samples of randomly generated wireless passwords by a company and used GPUs to statistically find a pattern in the generated passwords. The pattern is then used to break all the other wireless networks provided by the company; the company updated their generator to be secure.  

Reversible Data Hiding

■ Developed a novel method to hide data in images in a way that it is reversible. The method generated watermarked images with less distortion than existing work. Also, pioneered a new field where reversible data hiding can be used to automatically enhance the image in a reversible way.

pUBLICATIONS


Journal publications

Date Title Publisher Authors Codes
2019
[SCI] Reversible data hiding with automatic brightness preserving contrast enhancement [accepted version / published version]
IEEE Transactions on Circuits and Systems for Video Technology
Suah Kim, Rolf Lussi, Xiaochao Qu, Fangjun Huang, Hyoung Joong Kim
github, direct
2019 [SCI] Skewed histogram shifting for reversible data hiding using a pair of extreme predictions [accepted version / published version]
IEEE Transactions on Circuits and Systems for Video Technology
Suah Kim, Xiaochao Qu, Vasily Sachnev, Hyoung Joong Kim
github, direct
2019 [SCIE] Reversible Data Hiding in JPEG Images Using Quantized DC 
Entropy
Suah Kim, Fangjun Huang, Hyoung Joong Kim
github, direct
2017 [SCIE] Improved reversible data hiding in JPEG images based on new coefficient selection strategy 
Eurasip Journal on Image and Video Processing 
Fisseha Teju Wedaj, Suah Kim, Hyoung Joong Kim, Fangjun Huang
2015 [SCIE] Linear collaborative discriminant regression classification for face recognition 
Journal of Visual Communication and Image Representation
Xiaochao Qu, Suah Kim, Run Cui, Hyoung Joong Kim
2015 Breaking character and natural image based CAPTCHA using feature classification
Journal of the Korea Institute of Information Security and Cryptology
Jaehwan Kim, Suah Kim, Hyoung Joong Kim
2015 [SCIE] Reversible watermarking based on compensation
Journal of Electrical Engineering and Technology
Xiaochao Qu, Suah Kim, Hyoung Joong Kim

Conference publications

Date Title Conference Authors Codes
2019
JPEG Encryption with File Format Preservation and File Size Reduction [accepted version / published version]
IEEE GCCE
Suah Kim, Hyoung Joong Kim
2019 Automatic Contrast Enhancement Using Reversible Data Hiding with Distortion Minimization [accepted version / published version]
IEEE ICIVC
Suah Kim, Hyoung Joong Kim
2019 [ Best paper award] Intrusion detection and mitigation system using blockchain analysis for bitcoin exchange [accepted version / published version]
ACM CCIOT
Suah Kim, Beomjoong Kim, Hyoung Joong Kim
2017  Weighted sparse representation using a learned distance metric for face recognition
IEEE ICIP
Xiaochao Qu, Suah Kim, Dessalegn Atnafu, Hyoung Joong Kim
2015 Automatic contrast enhancement using reversible data hiding 
 [accepted version / published version]

IEEE WIFS
Suah Kim, Rolf Lussi, Xiaochao Qu, Hyoung Joong Kim
github, direct
2015 Metadata protection scheme for JPEG privacy & security using hierarchical and group-based models
IEEE ICTA
Jonathan Leopsoy, Suah Kim, Dessalegn Atnafu, Hyoung Joong Kim