Title :
Semantic face matching
Author :
Hsu, Rein-Lien ; Jain, Anil K.
Author_Institution :
Dept. of Comput. Sci. & Eng., Michigan State Univ., USA
Abstract :
The need for efficient methods for archiving and retrieving personal digital photo collections arises due to a significant increase in the number of digital images and videos that people have to manage. We propose a semantic face matching approach for managing consumer photographs based on semantic face attributes. These attributes are organized as a semantic face graph (derived from a 3D generic face model) containing facial components such as eyes and mouth in the spatial domain. We align the semantic facial components in the semantic face graph with the extracted facial features in a given image. Aligned facial components are transformed to a feature space spanned by Fourier descriptors of facial components for face matching. The semantic face graph allows face matching based on selected facial components. Our experimental results demonstrate that the proposed semantic representation of the face is useful for face matching and visualization (e.g., generating facial caricatures).
Keywords :
Fourier analysis; face recognition; feature extraction; image matching; image retrieval; 3D generic face model; Fourier descriptors; aligned facial components; consumer photographs; extracted facial features; eyes; face visualization; facial caricatures; feature space; mouth; personal digital photo archiving; personal digital photo retrieval; semantic face attributes; semantic face graph; semantic face matching; semantic face recognition; semantic representation; spatial domain; videos; Ear; Eyebrows; Eyes; Face detection; Facial animation; Facial features; Hair; Image retrieval; Mouth; Videos;
Conference_Titel :
Multimedia and Expo, 2002. ICME '02. Proceedings. 2002 IEEE International Conference on
Print_ISBN :
0-7803-7304-9
DOI :
10.1109/ICME.2002.1035533