Donggeun Yoo

PhD student in
Robotics and Computer Vision Lab.,
School of Electrical Engineering, KAIST, Korea. 
dgyoo@rcv.kaist.ac.kr
Google Scholar | Linkedin



Research Interests

Representation learning, learning with large-scale data, unsupervised learning, visual recognition.



Education

Present. 

PhD student in School of Electrical Engineering, KAIST.
Advisor: Prof. In So Kweon.

Feb. 2013. 

M.S. in School of Electrical Engineering, KAIST.
Advisor: Prof. In So Kweon.
Thesis: Learning Codeword Characteristics for Image Retrieval Using Very High Dimensional Bag-of-Words Representation.

Feb. 2011. 

B.S. in School of Electrical Engineering, KAIST.



Awards | Competitions

Dec. 2015. 

ImageNet Large Scale Visual Recognition Challenge (ILSVRC)
5th place at the classification and localization task among 23 participants including world leading companies such as Google, Microsoft, Samsung and Qualcomm.
Invited to ILSVRC Workshop in ICCV 2015 to provide a talk about "Multi-Class AttentionNet".
Team name: Lunit-KAIST.
Result | Workshop | Slide

Feb. 2009. 

Grand Prize in KAIST Undergraduate Research Program.
Topic: Portable Noncontact Heartbeat Sensor Using LC Oscillation.
Advisor: Prof. Songcheol Hong.



Publications

D. Yoo, S. Park, K. Paeng, J.-Y. Lee, I. S. Kweon,
Action-Driven Object Detection with Top-Down Visual Attentions,
arXiv preprint, 2016.
Paper | Video - person, multi



D. Yoo, N. Kim, S. Park, A. S. Paek, I. S. Kweon,
Pixel-Level Domain Transfer,
European Conference on Computer Vision (ECCV), 2016.
Paper | Supp | LookBook dataset | Code written by Fei Xia
(This paper was also invited to ECCV'16 workshop on TASK-CV)



D. Yoo, S. Park, J.-Y. Lee, A. S. Paek, I. S. Kweon,
AttentionNet: Aggregating Weak Directions for Accurate Object Detection,
IEEE International Conference on Computer Vision (ICCV), 2015.
Paper | Supp



Y. Yoon, H.-G. Jeon, D. Yoo, J.-Y. Lee, I. S. Kweon,
Learning a Deep Convolutional Network for Light-Field Image Super-Resolution,
IEEE International Conference on Computer Vision (ICCV) - CPCV Workshop, 2015.
Paper



D. Yoo, S. Park, J.-Y. Lee, I. S. Kweon,
Multi-scale Pyramid Pooling for Deep Convolutional Representation,
International Conference on Computer Vision and Pattern Recognition (CVPR) - DeepVision Workshop, 2014.
Paper | Supp



D. Yoo, K. Paeng, S. Park,J. Lee, S. Paek, S.-E. Yoon, I. S. Kweon,
PRISM: A System for Weighted Multi-Color Browsing of Fashion Products,
International World Wide Web Conference Companion (WWW), 2014.
Paper