Title :
Geometry of single axis motions using conic fitting
Author :
Jiang, Guang ; Tsui, Hung-Tat ; Quan, Long ; Zisserman, Andrew
Author_Institution :
Dept. of Electron. Eng., Chinese Univ. of Hong Kong, Shatin, China
Abstract :
Previous algorithms for recovering 3D geometry from an uncalibrated image sequence of a single axis motion of unknown rotation angles are mainly based on the computation of two-view fundamental matrices and three-view trifocal tensors. We propose three new methods that are based on fitting a conic locus to corresponding image points over multiple views. The main advantage is that determining only five parameters of a conic from one corresponding point over at least five views is simpler and more robust than determining a fundamental matrix from two views or a trifocal tensor from three views. It is shown that the geometry of single axis motion can be recovered either by computing one conic locus and one fundamental matrix or by computing at least two conic loci. A maximum likelihood solution based on this parametrization of the single axis motion is also described for optimal estimation using three or more loci. The experiments on real image sequences demonstrate the simplicity, accuracy, and robustness of the new methods.
Keywords :
computational geometry; curve fitting; image sequences; matrix algebra; maximum likelihood estimation; tensors; 3D geometry recovery; conic fitting; conic loci; conic locus; fundamental matrix; geometry; image points; maximum likelihood solution; multiple views; optimal estimation; real image sequences; single axis motion; single axis motion geometry; three-view trifocal tensors; trifocal tensor; turntable; two-view fundamental matrices; uncalibrated image sequence; unknown rotation angles; Cameras; Computational geometry; Image reconstruction; Image sequences; Maximum likelihood detection; Maximum likelihood estimation; Motion estimation; Robustness; Solid modeling; Tensile stress;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2003.1233910