Title :
A volumetric/iconic frequency domain representation for objects with application for pose invariant face recognition
Author :
Ben-Arie, Jezekiel ; Nandy, Dibyendu
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Illinois Univ., Chicago, IL, USA
fDate :
5/1/1998 12:00:00 AM
Abstract :
A novel method for representing 3D objects that unifies viewer and model centered object representations is presented. A unified 3D frequency-domain representation, called volumetric frequency representation (VFR), encapsulates both the spatial structure of the object and a continuum of its views in the same data structure. The frequency-domain image of an object viewed from any direction can be directly extracted employing an extension of the projection slice theorem, where each Fourier-transformed view is a planar slice of the volumetric frequency representation. The VFR is employed for pose-invariant recognition of complex objects, such as faces. The recognition and pose estimation is based on an efficient matching algorithm in a four-dimensional Fourier space. Experimental examples of pose estimation and recognition of faces in various poses are also presented
Keywords :
Fourier transforms; face recognition; frequency-domain analysis; image matching; image representation; stereo image processing; 3D object recognition; Fourier-transform; face recognition; frequency-domain; image matching; image representation; pose-invariant recognition; projection slice theorem; volumetric frequency representation; Data mining; Data structures; Face recognition; Frequency domain analysis; Frequency estimation; Geometry; Image recognition; Object recognition; Shape; Solids;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on