Robotics and Computer Vision Lab

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International Conference
2011.02.10 22:03

Hierarchical On-line Boosting based Background Subtraction

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저 자 Yongcheol Lee, Jiyoung Jung, In So Kweon
학 회 17th Korea-Japan Joint Workshop on Frontiers of Computer Vision
논문일시(Year) 2011
논문일시(Month) 02
This paper presents a real-time background subtraction method which handles illumination changes and dynamic backgrounds such as flapping flags and waving trees. Previous approaches based on Gaussian mixture models usually generates models pixelwise, which makes it difficult to operate in realtime due to computational complexity. Moreover, pixelwise models tend to fail in sudden illumination changes or in dynamic backgrounds. In order to solve this problem, we propose an on-line boosting based background subtraction algorithm. Our approach divides the background area into overlapping patches instead of pixels, and learn classifiers with those patches. The main contribution of this paper is to propose a novel training process for classifiers which use block based Opponent Color Local Binary Pattern (OCLBP). Experimental results show that in environments containing illumination changes and/or dynamic backgrounds, our on-line boosting method using block based OCLBP outperforms previous on-line boosting methods or Gaussian mixture model based methods for robust background subtraction.

List of Articles
155. 2D/3D Virtual Face Modeling
Soonkee Chung, Jean-Charles Bazin, In So Kweon
IEEE Internetional Conference on Image Processing (ICIP) 2011 / 09
154. Utilizing Visual Information for Path Planning of Autonomous Mobile Robot
Doogyu Kim, Jayoung Kim, Jihong Lee, Hanbyul Joo, In So Kweon
Proceedings of the World Congress on Engineering and Computer Science 2009 2009 / 10
153. Intelligent Grasping by Learning from Observation
Seong-Young Ko, Hanbyul Joo, Dong-Geol Choi, Hyeongwoo Kim, In So Kweon
The 5th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI 2008) 2008 / 11
152. Radiometric Calibration by Transform Invariant Low-rank Structure
Joon-Young Lee, Boxin Shi, Yasuyuki Matsushita, In So Kweon, Katsushi Ikeuchi
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2011 / 06
151. Two-phase Approach for Multi-view Object Extraction
Seong-Heum Kim, Yu-Wing Tai, Yunsu Bok, Hyeongwoo Kim, In So Kweon
IEEE International Conference on Image Processing (ICIP) 2011 / 09
» Hierarchical On-line Boosting based Background Subtraction
Yongcheol Lee, Jiyoung Jung, In So Kweon
17th Korea-Japan Joint Workshop on Frontiers of Computer Vision 2011 / 02
149. Complementation of Cameras and Lasers for Accurate 6D SLAM: From Correspondences To Bundle Adjustment
Yekeun Jeong, Yunsu Bok, Jun-sik Kim, In So Kweon
IEEE International Conference on Robotics and Automation (ICRA) 2011 / 05
148. An Original Approach for Automatic Plane Extraction by Omnidirectional Vision
Jean-Charles Bazin, Pierre-Yves Laffont, In So Kweon, C. Demonceaux, P. Vasseur
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2010 / 10
147. Robust visual lock-on and simultaneous localization for an unmanned aerial vehicle
Jihong Min, Yekeun Jeong, In So Kweon
The 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems 2010(IROS2010) 2010 / 10
146. View-invariant Planar Object Detection for VisTRo
Jiyoung Jung, Yekeun Jeong, Joon-Young Lee, Hanbyul Joo, In So Kweon
The 7th International Conference on Ubiquitou s Robots and Ambient Intelligence (URAI) 2010 / 11
145. Probabilistic Localization Using Sensor Fusion
Seunghak Shin, Jungho Kim, Jihong Min, Jaesik Park, In So Kweon
The 7th International Conference on Ubiquitou s Robots and Ambient Intelligence (URAI 2010) 2010 / 11
144. Robust Detection of Small Objects in Cluttered Environment using Deptu Cue
Jaesik Park, Yekeun Jeong, Chaehoon Park, In So Kweon
The 7th International Conference on Ubiquitou s Robots and Ambient Intelligence (URAI 2010) 2010 / 11
143. Virtual Face Sculpting
Jean-Charles Bazin, Soonkee Chung, Roger Blanco Ribera, Quang Pham, In So Kweon
SIGGRAPH-poster 2010 / 07
142. Pushing the Envelope of Modern Methods for Bundle Adjustment
Yekeun Jeong, David Nister, Drew Steedly, Richard Szeliski, In So Kweon
IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2010 / 06
141. Visual Tracking for Non-Rigid Objects using Rao-Blackwellized Particle Filter
Jungho Kim, Chaehoon Park, In So Kweon
IEEE International Conference on Robotics and Automation (ICRA) 2010 / 05
140. Vision-based Navigation with Pose Recovery under Visual Occlusion and Kidnapping
Jungho Kim, In So Kweon
IEEE International Conference on Robotics and Automation (ICRA) 2010 / 05
139. Robust 3-D Visual SLAM in a Large-Scale Environment
Jungho Kim, Kuk-Jin Yoon, In So Kweon
International Symposium of Robotics Research (ISRR) 2009 / 09
138. Object Extraction using Blur Magnification and Analysis
Seong-Heum Kim, Kapje Sung, In So Kweon
The 6th International Conference on Ubiquitous Robots and Ambient Intelligence (URAI) 2009 / 10
137. Object Extraction using Blur Magnification and Analysis
Sungheum Kim, Kapje Sung, Inso Kweon
URAI09 2009 / 01
136. REDUCING AMBIGUITY IN FEATURE POINT MATCHING BY PRESERVING LOCAL GEOMETRIC CONSISTENCY
Ouk Choi, In So Kweon
ICIP2008 2008 / 01
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