Hyun Oh Song

353 Serra Mall, Gates Building, Stanford, CA, 94305

I'm a postdoctoral fellow in the Computer Science Department at Stanford University. I recently finished my Ph.D in Computer Science at UC Berkeley. My graduate study was supported by Samsung Lee Kun Hee Scholarship Foundation (Now Samsung Scholarship Foundation). Last year, I spent time at LEAR group, INRIA as a visiting student researcher.

My research interests are in machine learning, optimization, and computer vision with an application focus in learning with parsimony for large scale object detection and discovery. Broadly, I'm interested in solving challenging problems in aritificial intelligence.

Email / LinkedIn / Github / Thesis



Journal papers
Sparselet_TPAMI2014

Generalized Sparselet Models for Real-Time Multiclass Object Recognition
Hyun Oh Song, Ross Girshick, Pedro Felzenszwalb, Trevor Darrell
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2014
paper / code

TASE2014

Learning to detect visual grasp affordance
Hyun Oh Song, Mario Fritz, Trevor Darrell
Under review, 2014


Conference papers
OBOD_ICML14

Weakly-supervised Discovery of Visual Pattern Configurations
Hyun Oh Song, Yong Jae Lee, Stefanie Jegelka, Trevor Darrell
Neural Information Processing Systems (NIPS), 2014
paper / bibtex

OBOD_ICML14

On learning to localize objects with minimal supervision
Hyun Oh Song, Ross Girshick, Stefanie Jegelka, Julien Mairal, Zaid Harchaoui, Trevor Darrell
International Conference on Machine Learning (ICML), 2014
paper / code / bibtex

DAS_ICML13

Discriminatively Activated Sparselets
Hyun Oh Song*, Ross Girshick*, Trevor Darrell
International Conference on Machine Learning (ICML), 2013
Oral presentation
paper / slide / poster / supp / bibtex

Bbank_ACMMM12

Detection Bank: An Object Detection Based Video Representation for Multimedia Event Recognition
Tim Althoff, Hyun Oh Song, Trevor Darrell
ACM Multimedia (ACMMM), 2012
paper / poster / bibtex

Sparselets_ECCV12

Sparselet Models for Efficient Multiclass Object Detection
Hyun Oh Song, Stefan Zickler, Tim Althoff, Ross Girshick, Mario Fritz, Christopher Geyer, Pedro Felzenszwalb, Trevor Darrell
European Conference on Computer Vision (ECCV), 2012
paper / Demo Video / poster / bibtex / code

Grasp_ICCV11

Visual Grasp Affordances From Appearance-Based Cues
Hyun Oh Song, Mario Fritz, Chunhui Gu, Trevor Darrell
ICCV Workshop on Challenges and Opportunities in Robot Perception, 2011
Best paper award
paper / bibtex


Demos
Demo_CVPR12

Real-Time Multiclass Object Recognition
Hyun Oh Song, Stefan Zickler, Ross Girshick, Christopher Geyer, Pedro Felzenszwalb, Trevor Darrell
Computer Vision and Pattern Recognition (CVPR), 2012


Awards
SLSF_Logo

Samsung Lee Kun Hee Foundation (now Samsung Scholarship)
5 year Ph.D. fellowship


Teaching
CS70

CS70 Discrete Mathematics and Probability Theory
GSI, Summer 2012


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