Model-Based Object Recognition from 3D Laser Data

被引:0
|
作者
Guenther, Martin [1 ]
Wiemann, Thomas [1 ]
Albrecht, Sven [1 ]
Hertzberg, Joachim [1 ]
机构
[1] Univ Osnabruck, D-49069 Osnabruck, Germany
关键词
object recognition; 3D point clouds; OWL-DL ontology; CAD model matching; semantic mapping; MAPS;
D O I
暂无
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 a method for recognizing objects in 3D point clouds. Based on a structural model of these objects, we generate hypotheses for the location and 6DoF pose of these models and verify them by matching a CAD model of the object into the point cloud. Our method only needs a CAD model of each object class; no previous training is required.
引用
下载
收藏
页码:99 / 110
页数:12
相关论文
共 50 条
  • [21] EFFICIENT DATA-STRUCTURES FOR MODEL-BASED 3-D OBJECT RECOGNITION AND LOCALIZATION FROM RANGE IMAGES
    WANG, W
    IYENGAR, SS
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (10) : 1035 - 1045
  • [22] MODEL-BASED RECOGNITION USING 3D SHAPE ALONE
    MURRAY, DW
    COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1987, 40 (02): : 250 - 266
  • [23] Model-based 3D object detection from multivariate confocal microscopy images
    Wang, JH
    Trubuil, A
    Graffigne, C
    Kaeffer, B
    2002 INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOL II, PROCEEDINGS, 2002, : 933 - 936
  • [24] A 2D/3D model-based object tracking framework
    Polat, E
    Yeasin, M
    Sharma, R
    PATTERN RECOGNITION, 2003, 36 (09) : 2127 - 2141
  • [25] Model-Based 3D Object Localization Using Occluding Contours
    Maruyama, Kenichi
    Kawai, Yoshihiro
    Tomita, Fumiaki
    COMPUTER VISION - ACCV 2009, PT III, 2010, 5996 : 406 - 415
  • [26] 3D model-based pose invariant face recognition from multiple views
    Chen, Q.
    Yao, J.
    Cham, W. K.
    IET COMPUTER VISION, 2007, 1 (01) : 25 - 34
  • [27] Human 3D model-based 2D action recognition
    Gu J.-X.
    Ding X.-Q.
    Wang S.-J.
    Zidonghua Xuebao/ Acta Automatica Sinica, 2010, 36 (01): : 46 - 53
  • [28] 3D Capsule Networks for Object Classification from 3D Model Data
    Ahmad, Ayesha
    Kakillioglu, Burak
    Velipasalar, Senem
    2018 CONFERENCE RECORD OF 52ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2018, : 2225 - 2229
  • [29] Modified Hausdorff distance for model-based 3-D object recognition from a single view
    Han, I
    Yun, ID
    Lee, SU
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2004, 15 (01) : 27 - 43
  • [30] 3D Object Recognition Based on Linear Lie Algebra Model
    李方兴
    吴平东
    孙华飞
    彭林玉
    Journal of Beijing Institute of Technology, 2009, 18 (01) : 46 - 50