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An Indoor Pose Estimation System Based on Recognition of Circular Ring Patterns

원형 링 패턴 인식에 기반한 실내용 자세추정 시스템

  • 김헌희 (광운대학교 예술로봇 연구소) ;
  • 하윤수 (한국해양대학교 IT공학부)
  • Received : 2012.05.23
  • Accepted : 2012.05.31
  • Published : 2012.05.31

Abstract

This paper proposes a 3-D pose (positions and orientations) estimation system based on the recognition of circular ring patterns. To deal with monocular vision-based pose estimation problem, we specially design a circular ring pattern that has a simplicity merit in view of object recognition. A pose estimation procedure is described in detail, which utilizes the geometric transformation of a circular ring pattern in 2-D perspective projection space. The proposed method is evaluated through the analysis of accuracy and precision with respect to 3-D pose estimation of a quadrotor-type vehicle in 3-D space.

본 논문은 원형 링 패턴의 인식에 기반한 물체의 3차원 위치/자세 추정 시스템을 제안한다. 단일 비전 기반의 자세추정 문제를 다루기 위하여, 본 논문은 물체인식 과정의 단순화를 위한 원형 링 패턴의 설계방법을 기술한다. 또한, 본 논문은 2차원 투영공간에서 원형 링 패턴이 가지는 기하학적 변환관계를 적극 활용한 실내용 위치/자세 추정 절차를 상세히 설명한다. 제안된 방법은 쿼드로터형 비행체의 3차원 위치/자세 추정에 적용되며 정확도 및 정밀도 분석을 통해 평가된다.

Keywords

References

  1. K. Kanatani and L. Wu, "3D interpretation of conics and orthogonality," CVGIP Image Understanding, vol. 58, no 3, pp. 286-301, 1993. https://doi.org/10.1006/ciun.1993.1043
  2. A. Fitzgibbon, M. Pilu, and R. B. Fisher, "Direct least square fitting of ellipses," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 21, no. 5, pp. 476-480, 1999. https://doi.org/10.1109/34.765658
  3. Y. Abdel-Aziz and H. Karara, "Direct linear transformation from comparator coordinates in close-range photogrammetry," Proceedings of ASP Symposium on Close-Range Photogrammetry, pp. 1-19, 1971.
  4. R. Safaee-Rad and I. Tchoukanov, K. C. Smith, and B. Benhabib, "Three-dimensional location estimation of circular features for machine vision," IEEE Transactions on Robotics and Automation, vol. 8, no. 5, pp. 624-640, 1992. https://doi.org/10.1109/70.163786
  5. J. S. Kim, P. Gurdjos, and I. S. Kweon, "Geometric and algebraic constraints of projected concentric circles and their applications to camera calibration," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 4, pp. 637-642, 2005. https://doi.org/10.1109/TPAMI.2005.80
  6. H.-H. Kim, K.-H. Park, and Y.-S. Ha, "3D pose estimation of a circular feature with a coplanar point," Journal of IEEK-System and Control, vol. 48, no. 5, pp. 13-24, 2011(in Korean).
  7. J.-K. Choi and Y.-S. Ha, "A study on the improvement of the accuracy of a wheeled vehicle positioning system by multisensor data fusion," Journal of the Korean Society of Marine Engineering, vol. 24, no.1, pp. 119-126, 2000.
  8. D. H. Douglas and T. K. Peucker, "Algorithms for the reduction of the number of points required to represent a digitized line or its caricature," The International Journal for Geographic Information and Geovisualization, vol. 10, no. 2, pp. 112-122, 1973. https://doi.org/10.3138/FM57-6770-U75U-7727
  9. Z. Zhang, "A flexible new technique for camera calibration," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 22, no. 11, pp. 1330-1334, 2000. https://doi.org/10.1109/34.888718