In this paper, we propose an original framework for rep- resenting 2D and 3D face information using geodesic dis- tances. This aims to define a representation enabling 3D- 3D face recognition as well as the direct comparison be- tween 2D face images of a subject against its 3D face model. This representation is extracted by measuring geodesic dis- tances in 3D and 2D. In 3D, the geodesic distance between two points on a surface is computed as the length of the shortest path connecting the two points. In 2D, the geo- desic distance between two pixels is computed based on the differences of gray level intensities along the segment con- necting the two pixels. Experimental results are reported for 3D-3D and 2D-3D face recognition, in order to demon- strate the potential of the proposed solution.
Using Geodesic Distances for 2D-3D and 3D-3D Face Recognition / S. BERRETTI; A. DEL BIMBO; P. PALA; F.J. SILVA MATA. - STAMPA. - (2007), pp. 95-100. (Intervento presentato al convegno International Conference on Image Analysis and Processing - Workshops tenutosi a Modena, Italy nel September 13-14) [10.1109/ICIAPW.2007.44].
Using Geodesic Distances for 2D-3D and 3D-3D Face Recognition
BERRETTI, STEFANO;DEL BIMBO, ALBERTO;PALA, PIETRO;
2007
Abstract
In this paper, we propose an original framework for rep- resenting 2D and 3D face information using geodesic dis- tances. This aims to define a representation enabling 3D- 3D face recognition as well as the direct comparison be- tween 2D face images of a subject against its 3D face model. This representation is extracted by measuring geodesic dis- tances in 3D and 2D. In 3D, the geodesic distance between two points on a surface is computed as the length of the shortest path connecting the two points. In 2D, the geo- desic distance between two pixels is computed based on the differences of gray level intensities along the segment con- necting the two pixels. Experimental results are reported for 3D-3D and 2D-3D face recognition, in order to demon- strate the potential of the proposed solution.File | Dimensione | Formato | |
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