Robotics and Computer Vision Lab

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2009.09.16 19:35

Efficient Feature Tracking for Visual SLAM by Pairwise Constraints

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저 자 Jungho Kim, Hyeongwoo Kim, In So Kweon
학 회 The 4th International Conference on Ubiquitous Robots and Ambient Intelligence(URAI)
논문일시(Year) 2007
논문일시(Month) 11
Recently, many vision-based robotic applications
such as visual SLAM (Simultaneous Localization And Mapping)
and autonomous navigation have achieved good performance
using visual features. In these applications, robust feature
tracking plays an important role, e.g., in scene recognition
for autonomous navigation and in data association for visual
SLAM. In this paper, we propose a hierarchical outlier detection
algorithm for robust feature tracking; the algorithm uses a
simple window-based correlation (NCC) and enforces angular
and scale constraints. The proposed algorithm maximizes the
inter-cluster score and detects outliers that do not satisfy
the angular constraints. The remaining outliers are detected
by enforcing scale constraints using SIFT descriptors. The
proposed algorithm is efficient and particularly useful for
scene recognition, in which an image corresponding to a query
image is searched among data images. Experimental results
demonstrate that the proposed algorithm is robust to outliers
and image variations such as scale changes. One of the main
applications of the proposed algorithm is global localization due
to its low computational complexity and robustness to outliers.

 


List of Articles
44. Fast Central Catadioptric Line Extraction
Jean-Charles Bazin, Cedric Demonceaux, Pascal Vasseur
Proc. of 3rd Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA’07) 2007 / 06
43. Background Robust Object Labeling by Voting of Weight-Aggregated Local Features
Sungho Kim, Kukjin Yoon, In So Kweon
International Conference on Pattern Recognition (ICPR) 2006 / 08
42. Object Recognition using Generalized Robust Invariant Feature and Gestalt Law of Proximity and Similarity
Sungho Kim, Kukjin Yoon, In So Kweon
5th IEEE Workshop on Perceptual Organization in Computer Vision (CVPRW) 2006 / 06
» Efficient Feature Tracking for Visual SLAM by Pairwise Constraints
Jungho Kim, Hyeongwoo Kim, In So Kweon
The 4th International Conference on Ubiquitous Robots and Ambient Intelligence(URAI) 2007 / 11
40. COP: A new method for extracting edges and corners
Suncheol Bae, In So Kweon, ChoongDon Yoo
Lecture Notes in Computer Science (LNCS) 2006 / 01
39. Cosegmentation as a Generalized Correspondence Problem -A Motion Model Driven Approach
Ouk Choi, In So Kweon
The 4th International Conference on Ubiquitous Robots and Ambient Intelligence(URAI) 2007 / 11
38. Euclidean Structure from Confocal Conics: Theory and Application to Camera Calibration
Pierre Gurdijos, Jun-sik Kim, In So Kweon
Proceeding of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2006 / 07
37. Terrain Classification Using Texture Recognition for Autonomous Robot
Hanbyul Joo, In So Kweon
The 4th International Conference on Ubiquitous Robots and Ambient Intelligence(URAI) 2007 / 11
36. Simultaneous Plane Extraction and 2D Homography Estimation using Local Feature Transformations
Ouk Choi, Hyeongwoo Kim, In So Kweon
Asian Conference on Computer Vision 2007 / 11
35. Robust Feature Matching for Loop Closing and Localization
Jungho Kim, In So Kweon
IEEE/RSJ International Conference on Robots and Systems 2007 / 10
34. Feature Matching for Loop Closing
Jungho Kim, In So Kweon
The 13th International Conference on Advanced Robotics 2007 / 08
33. Shot detection combining Bayesian and structural information
Seunghoon Han, In So Kweon
SPIE : Storage and Retrieval for Media Database 2001 2001 / 01
32. Moving Object Segmentation Algorithm
Kukjin Yoon, In So Kweon
1st International Workshop on Human-friendly Welfare Robotic Systems (HWRS) 2000 / 01
31. Self-calibration using the linear projective reconstruction
Jongeun Ha, Jinyoung Yang, In So Kweon
IEEE International Conference on Robotics and Automation (ICRA) 2000 / 11
30. Bayesian Shot Detection using Structural Weighting
Seunghoon Han, In So Kweon
International Workshop on Machine Vision Applications (MVA) 2000 / 11
29. A novel image-based control-law for the visual servoing system
Jaeseung Cho, Howon Kim, In So Kweon
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2000 / 10
28. Robust Real-time Face Tracking Using Adaptive Color Model
Gijeong Jang, In So Kweon
International Symposium on Mechatronics and Intelligent Mechanical System for 21 Century (ISIM) 2000 / 10
27. Self-calibration algorithm under varying cameras using the linear
Jongeun Ha, In So Kweon
Asian Conference on Computer Vision (ACCV) 2000 / 01
26. Stereo Matching with Symmetric Cost Functions
Kukjin Yoon, In So Kweon
Proceeding of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2006 / 06
25. Correspondence Search in the Presence of Specular Highlights Using Specular-Free Two-Band Images
Kukjin Yoon, In So Kweon
Asian Conference on Computer Vision (ACCV) 2006 / 01
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