Title :
Using the Fourier slice theorem for representation of object views and models with application to face recognition
Author :
Nandy, Dibyendu ; Ben-Arie, Jezekiel
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Illinois Univ., Chicago, IL, USA
Abstract :
A novel method unifying viewer and model centered approaches for representing structurally complex 3-D objects like human faces is presented. The unified 3-D frequency-domain representation (called volumetric/iconic spectral signatures-V/ISS) encapsulates both the spatial structure of the object and a continuum of the projection slice theorem is used to directly extract the frequency-domain image of an object as viewed from any direction. Each such Fourier-transformed view is a planar slice of the volumetric frequency representation. The V/ISS representation 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 are presented
Keywords :
data structures; discrete Fourier transforms; face recognition; frequency-domain analysis; image matching; image representation; parameter estimation; spectral analysis; DFT; Fourier slice theorem; Fourier-transformed view; V/ISS representation; face recognition; four dimensional Fourier space; frequency-domain image; human faces; matching algorithm; model centered approach; object views representation; planar slice; pose estimation; pose-invariant recognition; projection slice theorem; spatial structure; structurally complex 3D objects; unified 3D frequency-domain representation; viewer centered approach; volumetric frequency representation; volumetric/iconic spectral signatures; Data mining; Data structures; Discrete Fourier transforms; Face recognition; Frequency domain analysis; Humans; Image recognition; Light sources; Object recognition; Shape;
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
DOI :
10.1109/ICIP.1997.632108