Integration of Hough Transform of lines and planes in the framework of conformal geometric algebra for 2D and 3D robot vision

被引:12
|
作者
Bernal-Marin, Miguel
Bayro-Corrochano, Eduardo
机构
关键词
20 and 3D pattern recognition; Hough Transform; SLAM; Geometric algebra; Robot vision; LOCALIZATION;
D O I
10.1016/j.patrec.2011.05.014
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the application of 20 and 3D Hough Transforms together with conformal geometric algebra to build 3D geometric maps using the geometric entities of lines and planes. Among several existing techniques for robot self-localization, a new approach is proposed for map matching in the Hough domain. The geometric Hough representation is formulated in such a way that one can easily relate it to the conformal geometric algebra framework; thus, the detected lines and planes can be used for algebra-of-incidence computations to find geometric constraints, useful when perceiving special configurations in 3D visual space for exploration, navigation, relocation and obstacle avoidance. We believe that this work is very useful for 2D and 3D geometric pattern recognition in robot vision tasks. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:2213 / 2223
页数:11
相关论文
共 50 条
  • [1] Body sensor calibration. and construction of 3D maps for robot navigation using the framework of conformal geometric algebra
    Lopez-Franco, C.
    Bayro-Corrochano, E.
    ROBOTICA, 2008, 26 : 465 - 481
  • [2] GEO-REGISTERING 3D POINT CLOUDS TO 2D MAPS WITH SCAN MATCHING AND THE HOUGH TRANSFORM
    Ni, Karl
    Armstrong-Crews, Nicholas
    Sawyer, Scott
    2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 1864 - 1868
  • [3] A Visual Inertial Odometry Framework for 3D Points, Lines and Planes
    Kannapiran, Shenbagaraj
    van Baar, Jeroen
    Berman, Spring
    2021 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2021, : 9206 - 9211
  • [4] Hough Transform for Detection of 3D Point Cloud Rotation
    Koszyk, Joanna
    Ambrozinski, Lukasz
    Labedz, Piotr
    2024 28TH INTERNATIONAL CONFERENCE ON METHODS AND MODELS IN AUTOMATION AND ROBOTICS, MMAR 2024, 2024, : 223 - 228
  • [5] A Geometric Algebra Solution to the 3D Registration Problem
    Matsantonis, Charalampos
    Lasenby, Joan
    TOWARDS AUTONOMOUS ROBOTIC SYSTEMS, TAROS 2023, 2023, 14136 : 304 - 314
  • [6] 3D Topological Error Detection for Cadastral Parcels Based on Conformal Geometric Algebra
    Zhang, Jiyi
    Yin, Pengcheng
    Wang, Chun
    Chen, Taisheng
    Shi, Zhifeng
    ADVANCES IN APPLIED CLIFFORD ALGEBRAS, 2019, 29 (04)
  • [7] 3D Topological Error Detection for Cadastral Parcels Based on Conformal Geometric Algebra
    Jiyi Zhang
    Pengcheng Yin
    Chun Wang
    Taisheng Chen
    Zhifeng Shi
    Advances in Applied Clifford Algebras, 2019, 29
  • [8] Demisting the Hough Transform for 3D Shape Recognition and Registration
    Woodford, Oliver J.
    Minh-Tri Pham
    Maki, Atsuto
    Perbet, Frank
    Stenger, Bjoern
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 2014, 106 (03) : 332 - 341
  • [9] A 3D Hough transform for indexing EBSD and Kossel patterns
    Maurice, C.
    Fortunier, R.
    JOURNAL OF MICROSCOPY, 2008, 230 (03) : 520 - 529
  • [10] 3D Hand Gesture Recognition using the Hough Transform
    Oprisescu, Serban
    Barth, Erhardt
    ADVANCES IN ELECTRICAL AND COMPUTER ENGINEERING, 2013, 13 (03) : 71 - 76