Stable vision-aided navigation for large-area augmented reality

作者: Taragay Oskiper , Han-Pang Chiu , Zhiwei Zhu , Supun Samaresekera , Rakesh Kumar

DOI: 10.1109/VR.2011.5759438

关键词: Augmented realityKalman filterLandmark pointMotion estimationNavigation systemComputer visionPoseComputer scienceVisual odometryArtificial intelligence

摘要: In this paper, we present a unified approach for drift-free and jitter-reduced vision-aided navigation system. This is based on an error-state Kalman filter algorithm using both relative (local) measurements obtained from image motion estimation through visual odometry, global as result of landmark matching pre-built database. To improve the accuracy in pose augmented reality applications, capture 3D local reconstruction uncertainty each point covariance matrix implicity rely more closer points filter. We conduct number experiments aimed at evaluating different aspects our framework, show can provide highly-accurate stable indoors outdoors over large areas. The results demonstrate long term stability overall intended to solution camera tracking problem applications.

参考文章(29)
Jack B. Kuipers, Quaternions and Rotation Sequences ,(1998)
E. Foxlin, L. Naimark, VIS-Tracker: a wearable vision-inertial self-tracker ieee virtual reality conference. pp. 199- 206 ,(2003) , 10.1109/VR.2003.1191139
Gabriele Bleser, Didier Stricker, Technical Section: Advanced tracking through efficient image processing and visual-inertial sensor fusion Computers & Graphics. ,vol. 33, pp. 59- 72 ,(2009) , 10.1016/J.CAG.2008.11.004
H. Rehbinder, B.K. Ghosh, Pose estimation using line-based dynamic vision and inertial sensors IEEE Transactions on Automatic Control. ,vol. 48, pp. 186- 199 ,(2003) , 10.1109/TAC.2002.808464
Michael Aron, Gilles Simon, Marie-Odile Berger, Use of inertial sensors to support video tracking Computer Animation and Virtual Worlds. ,vol. 18, pp. 57- 68 ,(2007) , 10.1002/CAV.161
Kiyoung Kim, Vincent Lepetit, Woontack Woo, Keyframe-based modeling and tracking of multiple 3D objects international symposium on mixed and augmented reality. pp. 193- 198 ,(2010) , 10.1109/ISMAR.2010.5643569
Jayashree Karlekar, Steven ZhiYing Zhou, Weiquan Lu, Zhi Chang Loh, Yuta Nakayama, Daniel Hii, None, Positioning, tracking and mapping for outdoor augmentation international symposium on mixed and augmented reality. pp. 175- 184 ,(2010) , 10.1109/ISMAR.2010.5643567
Gabriele Bleser, Didier Stricker, Advanced tracking through efficient image processing and visual-inertial sensor fusion ieee virtual reality conference. pp. 137- 144 ,(2008) , 10.1109/VR.2008.4480765
Stergios I Roumeliotis, Andrew E Johnson, James F Montgomery, None, Augmenting inertial navigation with image-based motion estimation international conference on robotics and automation. ,vol. 4, pp. 4326- 4333 ,(2002) , 10.1109/ROBOT.2002.1014441
Clemens Arth, Daniel Wagner, Manfred Klopschitz, Arnold Irschara, Dieter Schmalstieg, Wide area localization on mobile phones international symposium on mixed and augmented reality. pp. 73- 82 ,(2009) , 10.1109/ISMAR.2009.5336494