On calibration, structure from motion and multi-view geometry for generic camera models

被引:0
作者
Strum, Peter [1 ]
Ramalingam, Srikumar [2 ]
Lodha, Suresh [2 ]
机构
[1] INRIA Rhone Alpes, 655 Ave Europe, F-38330 Montbonnot St Martin, France
[2] Univ Calif Santa Cruz, Dept Comp Sci, Santa Cruz, CA USA
来源
IMAGING BEYOND THE PINHOLE CAMERA | 2006年 / 33卷
关键词
calibration; motion estimation; 3D reconstruction; camera models; non-central cameras;
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
We consider calibration and structure from motion tasks for a previously introduced, highly general imaging model, where cameras are modeled as possibly unconstrained sets of projection rays. This allows to describe most existing camera types (at least for those operating in the visible domain), including pinhole cameras, sensors with radial or more general distortions, catadioptric cameras (central or non-central), etc. Generic algorithms for calibration and structure from motion tasks (pose and motion estimation and 3D point triangulation) are outlined. The foundation for a multi-view geometry of non-central cameras is given, leading to the formulation of multi-view matching tensors, analogous to the fundamental matrices, trifocal and quadrifocal tensors of perspective cameras. Besides this, we also introduce a natural hierarchy of camera models: the most general model has unconstrained projection rays whereas the most constrained model dealt with here is the central model, where all rays pass through a single point.
引用
收藏
页码:87 / +
页数:4
相关论文
共 33 条
  • [1] [Anonymous], 2000, P EUR C COMP VIS
  • [2] [Anonymous], CTUCMP200202
  • [3] A theory of single-viewpoint catadioptric image formation
    Baker, S
    Nayar, SK
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 1999, 35 (02) : 175 - 196
  • [4] Bakstein H., 2001, COMPUTER VISION WINT, V2
  • [5] BAKSTEIN H, 2001, CTUCMP200121
  • [6] Barreto JP, 2003, NINTH IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION, VOLS I AND II, PROCEEDINGS, P1359
  • [7] CHAMPLEBOUX G, 1992, 1992 IEEE INTERNATIONAL CONF ON ROBOTICS AND AUTOMATION : PROCEEDINGS, VOLS 1-3, P1552
  • [8] On pose recovery for generalized visual sensors
    Chen, CS
    Chang, WY
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2004, 26 (07) : 848 - 861
  • [9] FAUGERAS O, 1995, FIFTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, PROCEEDINGS, P951, DOI 10.1109/ICCV.1995.466832
  • [10] Paracatadioptric camera calibration
    Geyer, C
    Daniilidis, K
    [J]. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (05) : 687 - 695