Estimation of 3-D Pose with 2-D Vision Based on Shape Matching Method

被引:0
|
作者
Chen, Bin [1 ,2 ]
Su, Jianhua [1 ]
Lv, Kun [3 ]
Xue, Donge [4 ]
机构
[1] Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
[3] China Int Engn Consulting Corp, Beijing, Peoples R China
[4] Jiangxi Univ Sci & Technol, Ganzhou, Peoples R China
来源
NEURAL INFORMATION PROCESSING (ICONIP 2018), PT VI | 2018年 / 11306卷
关键词
3D object recognition; Shape context; Similarity measure;
D O I
10.1007/978-3-030-04224-0_20
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Pose estimation is an important step in the grasping of workpieces. However, most previous works aim to use the 3D vision system to locate the 3D pose of the object. This paper develops a pose estimation of 3D object with 2D vision system. The proposed method includes two steps: (a) a hierarchy model of 2D views of the object is firstly constructed off-line; (b) the pose of object is then estimated by measuring the similarity of the model and target image. The proposed method is inherently robust against noise and illumination changes, and also efficient in real applications.
引用
收藏
页码:233 / 242
页数:10
相关论文
共 50 条
  • [1] Determining pose of curved 3-D objects based on 2-D contour matching
    Ito, K
    Takeuchi, K
    Suzuki, Y
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 1998, E81D (10) : 1087 - 1094
  • [2] Matching 2-D Ellipses to 3-D Circles with Application to Vehicle Pose Identification
    Hutter, Marcus
    Brewer, Nathan
    2009 24TH INTERNATIONAL CONFERENCE IMAGE AND VISION COMPUTING NEW ZEALAND (IVCNZ 2009), 2009, : 153 - 158
  • [3] 3-D to 2-D pose determination with regions
    Jacobs, David
    Basri, Ronen
    International Journal of Computer Vision, 1999, 34 (02): : 123 - 145
  • [4] 3-D to 2-D Pose Determination with Regions
    David Jacobs
    Ronen Basri
    International Journal of Computer Vision, 1999, 34 : 123 - 145
  • [5] 3-D to 2-D pose determination with regions
    Jacobs, D
    Basri, R
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 1999, 34 (2-3) : 123 - 145
  • [6] Matching 3-D Models to 2-D Images
    David W. Jacobs
    International Journal of Computer Vision, 1997, 21 : 123 - 153
  • [7] Matching 3-D models to 2-D images
    Jacobs, DW
    INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 21 (1-2) : 123 - 153
  • [8] 2-D patterns for 3-D surface matching
    Johnson, AE
    ISCAS '98 - PROCEEDINGS OF THE 1998 INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-6, 1998, : D506 - D509
  • [9] Optimization of 3-D Pose Measurement Method Based on Binocular Vision
    Wei, Yangjie
    Xi, Yao
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [10] Vision-Based 3-D Grasping of 3-D Objects With a Simple 2-D Gripper
    Liu, Chuankai
    Qiao, Hong
    Su, Jianhua
    Zhang, Peng
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2014, 44 (05): : 605 - 620