Robotics and Computer Vision Lab

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International Conference
2010.01.19 10:55

Robust Road Detection Based On Optimal Fusion Ratio of Classifier

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저 자 Dong-Geol Choi, Youngbae Hwang, In So Kweon
학 회 2009 International Conference on Mechatronics and Information Technology (ICMIT)
논문일시(Year) 2009
논문일시(Month) 11

Road detection is an important issue for outdoor unmanned vehicle navigation. However, it is difficult to determine because outdoor exist many kinds of materials and environment changes such as illumination and weather. In this paper, we present a method of road detection based on optimal classifier fusion. We extract a ground plane region using geometric information that is robust to the environmental changes. In this region, a suitable area for driving is determined based on photometry classifiers, hue and texture. For accurate classification, we determine optimal fusion ratio through recognition rate and correct classification rate for each ratio of classifiers. The ratio gives two different results according to the object of the material classes. Experimental results show that our approach can detect the road effectively in different environments.
 
Key words - Road detection, optimal classifier fusion, optimal fusion ratio.


List of Articles
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
150. 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
135. Probabilistically Semantic Labeling of IR Image for UAV
Teng Li, Tao Mei, In So Kweon
IAPR Conference on Machine Vision Applications (MVA) 2007 / 05
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