Robotics and Computer Vision Lab

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International Conference
2010.02.24 13:42

Pushing the Envelope of Modern Methods for Bundle Adjustment

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저 자 Yekeun Jeong, David Nister, Drew Steedly, Richard Szeliski, In So Kweon
학 회 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
논문일시(Year) 2010
논문일시(Month) 06
In this paper, we present results and experiments with several methods for bundle adjustment, producing the fastest bundle adjuster ever published. The fastest methods work with the well known reduced camera system and handle the block-sparse pattern arising in the reduced camera system in a natural way. Adapting to the naturally arising block-sparsity allows the use of BLAS3, efficient memory handling, fast variable ordering, and customized sparse solving all at the same time. We present two methods, one using exact minimum degree ordering and block-based LDL solving, and one using block-based preconditioned conjugate gradient, both on the reduced camera system. We show experimentally that the adaptation to the natural block sparsity allows both these methods to perform better than previous ones. Further speed improvements are achieved by the novel use of embedded point iterations. The embedded point iterations take place inside each camera update step, yielding a higher cost decrease from each camera update step. This is especially true for points projecting far out on the flatter region of the robustifier.

List of Articles
279. Euclidean structure from confocal conics: Theory and application to camera calibration
Jun-sik Kim, Pierre Gurdjos, In So Kweon
Computer Vision and Image Understanding (CVIU) 2010 / 07
» 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
277. 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
276. 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
275. 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
274. Extraction of the Focused Object
Seong-Heum Kim, Kapje Sung, In So Kweon
제 21 회 영상처리 및 이해에 관한 워크샵 (IPIU) 2009 / 01
273. 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
272. Object Extraction using Blur Magnification and Analysis
Sungheum Kim, Kapje Sung, Inso Kweon
URAI09 2009 / 01
271. REDUCING AMBIGUITY IN FEATURE POINT MATCHING BY PRESERVING LOCAL GEOMETRIC CONSISTENCY
Ouk Choi, In So Kweon
ICIP2008 2008 / 01
270. Probabilistically Semantic Labeling of IR Image for UAV
Teng Li, Tao Mei, In So Kweon
IAPR Conference on Machine Vision Applications (MVA) 2007 / 05
269. Vision-based UAV Navigation in Mountain Area
Jihwan Woo, Kil-Ho Son, Teng Li, Gwansung Kim, In So Kweon
IAPR Conference on Machine Vision Applications (MVA) 2007 / 05
268. Robust Road Detection Based On Optimal Fusion Ratio of Classifier
Dong-Geol Choi, Youngbae Hwang, In So Kweon
2009 International Conference on Mechatronics and Information Technology (ICMIT) 2009 / 11
267. 형상 정합 기법 기반의 물체의 파지 및 이동 궤적 모사를 위한 로봇 시스템의 개발
Seong-Young Ko, Hanbyul Joo, Dong-Geol Choi, Hyeongwoo Kim, In So Kweon
2008 대한기계학회 2008 / 04
266. 환경 변화에 강인한 계층적 야지 지형 인식
Dong-Geol Choi, Hanbyul Joo, Yunsu Bok, Youngbae Hwang, In So Kweon
제 3회 군사용 로봇 워크샵 2008 / 09
265. Automatic Calibration of Catadioptric Cameras In Urban Environment
Jean-Charles Bazin, In So Kweon, Cedric Demonceaux, Pascal Vasseur
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) 2008 / 09
264. Improvement of Feature Matching in Catadioptric Images Using Gyroscope Data
Jean-Charles Bazin, In So Kweon, Cedric Demonceaux, Pascal Vasseur
International Conference on Pattern Recognition (ICPR) 2008 / 12
263. Dynamic Programming and Skyline Extraction in Catadioptric Infrared Images
Jean-Charles Bazin, In So Kweon, Cedric Demonceaux, Pascal Vasseur
IEEE International Conference on Robotics and Automation (ICRA) 2009 / 05
262. Image Warping for View-invariant Object Matching using Stereo Camera
Jiyoung Jung, Yekeun Jeong, Joon-Young Lee, In So Kweon
16th Korea-Japan Joint Workshop on Frontiers of Computer Vision (FCV) 2010 / 02
261. Detecting Small Objects in Natural Scene using Depth Cue
Jaesik Park, Yekeun Jeong, Chaehoon Park, In So Kweon
16th Korea-Japan Joint Workshop on Frontiers of Computer Vision(FCV) 2010 / 02
260. A Camera Calibration Method using Concentric Circles for Vision Applications
Jun-sik Kim, Howon Kim, In So Kweon
The 5th Asian Conference on Computer Vision (ACCV) 2002 / 01
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