Seung-Hwan Bae [CV
Ph.D./Senior Researcher

ETRI (Electronics and Telecommunications Research Institute)

218 Gajeong-ro, Yuseong-gu, Daejeon, 34129, KOREA


Contact Information
Tel.: +82-42-860-3816 [Office]
    

Research Interest

Computer vision, machine learning, statistical signal processing
  • Multi-object tracking
  • Object detection and recognition
  • Deep learning
  • Dimensionality reduction
  • Online learning
  • Medical image analysis
  • Bayesian filtering


Publication

International Journal

Seung-Hwan Bae, Jong-Youl Park, and Kuk-Jin Yoon, Joint Estimation of Multi-Target SNR and Dynamic States in Cluttered Environment, IET Radar, Sonar and Navigation (RSN), accepted, 2016. [PDF]

Yeong-Jun Cho, Seung-Hwan Bae, and Kuk-Jin Yoon, Multi-Classier-based Automatic Polyp Detection in Endoscopic Images, Journal of Medical and Biological Engineering (JMBE), 2016.

Seung-Hwan Bae and Kuk-Jin Yoon, 
Polyp Detection via Imbalanced Learning and Discriminative Feature Learning
IEEE Transactions on Medical 
IMAGING (TMI), Vol. 34, No. 11, p.p., 2379-2393, Nov., 2015. [PDF[Demo]

Seung-Hwan Bae and Kuk-Jin Yoon, Robust Online Multi-Object Tracking 
with Data Association and Track Management, 
IEEE Transactions on Image Processing (TIP), Vol. 23, No. 7, p.p. 2820-2833, July, 2014. [PDF] [Demo]

Il Young Song, Ju Hong Yoon, Seung-Hwan Bae, Moon Gu Jeon, and Vladimir 
Shin, Classification of road surface status using a 94 GHz dual-channel polarimetric 
radiometer, 
International Journal of Remote Sensing (IJRS), Vol. 33, No.18, p.p. 
5746- 5767, Sep, 2012.

Seung-Hwan Bae, Du Yong Kim, Ju Hong Yoon, Vladimir Shin, and Kuk-
Jin Yoon, Automated Multi-target Tracking with Kinematic and Non-kinematic 
Information, 
IET Radar, Sonar and Navigation (RSN), Vol. 6, No.4, p.p. 272-
281, April, 2012. [PDF]

Ju Hong Yoon, Du Yong Kim, Seung-Hwan Bae, and Vladimir Shin, Joint 
Initialization and tracking of multiple moving objects using Doppler information,
IEEE Transactions on Signal Processing (TSP), vol. 59. No.7, 2011.

Seung Hwan Bae, Du Yong Kim, Ju Hong Yoon, Vladimir Shin, Maximum probability data association particle filter with amplitude information,
International Journal of Signal and Image Processing, Vol. 1, p.p.138-145, May, 2010.

International Conference

Seung-Hwan Bae and Kuk-Jin Yoon, Robust Online Multi-Object Tracking 
based on Tracklet Confidence and Online Discriminative Appearance Learning, 
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June,
2014. [PDF] [Demo] [Project & Code]

Seung Hwan Bae , Yong Hoon Kim, Seok Jae Lee, Ju-Hong Yoon, Vladimir Shin, Algorithm for unknown SNR estimation based on sequential monte Carlo method in cluttered environment, International Conference on Control, Automation and Systems (ICCAS), Seoul, Korea, Oct, 2010.

Seung Hwan Bae, Ju Hong Yoon, Il Young Song, Yong Hoon Kim, VladimirShin*, Monitoring of road surface status using a passive millimeter wave sensor,
17th ITS World Congress, Busan, Korea, Oct, 2010.

Domestic Conference

Seung Hwan Bae, Tae Sun Choi, Vladimir Shin, Probabilistic data association with amplitude information filter based with unknown SNR information in cluttered environment, 
Proc. Information and Communication Field Union Congress, Oct, 2010.

Ju Hong Yoon, Seung Hwan Bae, and Vladimir Shin, Comparison of distributed receding horizon filtering for linear discrete-time systems with uncertainties, 
Proc.Intern. Conf. on Computer and Automation Engineering, Feb, 2010.

Seung Hwan Bae, Ju Hong Yoon, Vladimir Shin*, Comparison and analysis of distributed fusion filtering algorithm, 
Proc. Information and Communication Field Union Congress, pp. 37-43, Gwangju, Korea, Nov, 2009 (Outstanding Paper Awarded).

Ju Hong Yoon, Seung Hwan Bae, and Vladimir Shin, Comparison of distributed fusion filters for linear dynamic system with uncertainty, 
Proc. 2nd Intern. Conf. on Computer and Network Technology, Oct, 2009.

Thesis

M.S thesis: Linear and Nonlinear Filtering using Kinematic and Non-Kinematic 
Information in Cluttered Environment



Patent

Image Processing Apparatus and Method, Patent Pending, in cooperation with Samsung Electronics, 2013.



Award


Silver Prize: 21st Humantech Paper Award, Feb, 2015. 

    Seung-Hwan BaeRobust Multi-Object Tracking based on Discriminative Deep Appearance Model Learning


Bronze Prize: 20th Humantech Paper Award, Feb, 2014. 

    Seung-Hwan Bae, Tracklet Confidence and Online Discriminative Appearance Learning for Robust Online Multi-Object Tracking.


Outstanding Paper Award Nov, 2009

    Comparison and analysis of distributed fusion .ltering algorithm, Proc. Information and Communication Field Union Congress