Title :
Invariants and omnidirectional vision for robot object recognition
Author :
Bayro-Corrochano, Eduardo ; López-Franco, Carlos
Author_Institution :
Dept. of Comput. Sci., CINVESTAV Unidad Guadalajara, Mexico
Abstract :
This paper introduces the use of projective invariants for object recognition using omnidirectional vision. The catadioptric image formation is modeled with a two-step mapping via the sphere using the conformal geometric algebra. Also, the projective invariants are calculated using the conformal geometric algebra. Furthermore, we show that the projective invariants in a plane are equivalent to the invariants of circles in the unit sphere. This equivalence induces us to project features from the catadioptric image to the sphere, calculate their invariants and use these invariants to recognize objects.
Keywords :
algebra; conformal mapping; object recognition; robot vision; stereo image processing; catadioptric image formation; catadioptric vision; conformal geometric algebra; omnidirectional vision; projective invariants; robot object recognition; unit sphere; Algebra; Argon; Blades; Computer science; Equations; Geometry; Laboratories; Object recognition; Robot vision systems; Solid modeling; Catadioptric; Conformal Geometric Algebra; Invariants; Omnidirectional Vision;
Conference_Titel :
Intelligent Robots and Systems, 2005. (IROS 2005). 2005 IEEE/RSJ International Conference on
Print_ISBN :
0-7803-8912-3
DOI :
10.1109/IROS.2005.1545165