Affine structure from line correspondences with uncalibrated affine cameras

被引:72
作者
Quan, L [1 ]
Kanade, T [1 ]
机构
[1] CARNEGIE MELLON UNIV, INST ROBOT, PITTSBURGH, PA 15213 USA
关键词
structure from motion; affine structure; factorization method; line correspondence; affine camera; one-dimensional camera; uncalibrated image;
D O I
10.1109/34.608285
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 linear algorithm for recovering 3D affine shape and motion from line correspondences with uncalibrated affine cameras. The algorithm requires a minimum of seven line correspondences over three views. The key idea is the introduction of a one-dimensional projective camera. This converts 3D affine reconstruction of ''line directions'' into 2D projective reconstruction of ''points.'' In addition, a line-based factorization method is also proposed to handle redundant views. Experimental results both on simulated and real image sequences validate the robustness and the accuracy of the algorithm.
引用
收藏
页码:834 / 845
页数:12
相关论文
共 46 条
[41]   INTERPRETATION OF STRUCTURE FROM MOTION [J].
ULLMAN, S .
PROCEEDINGS OF THE ROYAL SOCIETY SERIES B-BIOLOGICAL SCIENCES, 1979, 203 (1153) :405-426
[42]   RECOGNITION BY LINEAR-COMBINATIONS OF MODELS [J].
ULLMAN, S ;
BASRI, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (10) :992-1006
[43]  
VIEVILLE T, 1995, INT J COMPUTER VISIO, V17
[44]  
WEINSHALL D, 1993, P 4 INT C COMP VIS B
[45]   MOTION AND STRUCTURE FROM LINE CORRESPONDENCES - CLOSED-FORM SOLUTION, UNIQUENESS, AND OPTIMIZATION [J].
WENG, JY ;
HUANG, TS ;
AHUJA, N .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1992, 14 (03) :318-336
[46]  
ZHANG Z, 1992, 3D DYNAMIC SCENE ANA