Title :
Face pose estimation using distance transform and normalized cross-correlation
Author :
Shafi, Muhammad ; Iqbal, Faisal ; Ali, Imad
Author_Institution :
Dept. of Comput. Software Eng., U.E.T., Mardan, Pakistan
Abstract :
Face pose estimation plays a vital role in human-computer interaction, automatic human behavior analysis, pose-independent face recognition, gaze estimation, virtual reality applications etc. A novel face pose estimation method using distance transform and normalized cross-correlation, is presented in this paper. The use of distance transform has two main advantages: first, unlike intensity image, distance transform is relatively invariant to intensity and illumination of image. Secondly, unlike edge-map the distance transform has a smoother distribution. The distance transform property of being invariant to intensity makes the proposed method suitable for different skin colors. Since distance transform is relatively invariant to illumination, the proposed method is also suitable for different illumination conditions. Further advantages are that the proposed method is relatively invariant to facial hairs and whether the subject is wearing glasses. The proposed method has been tested using the CAS-PEAL pose database with very good results.
Keywords :
behavioural sciences computing; face recognition; human computer interaction; image colour analysis; pose estimation; virtual reality; visual databases; CAS-PEAL pose database; automatic human behavior analysis; distance transform; face pose estimation method; gaze estimation; human computer interaction; illumination condition; intensity image; normalized cross correlation; pose independent face recognition; skin color; smoother distribution; virtual reality; wearing glass; Databases; Estimation; Face; Image edge detection; Lighting; Mouth; Transforms; Distance Transform; Face Pose Estimation; Normalized Cross-Correlation; Template Matching;
Conference_Titel :
Signal and Image Processing Applications (ICSIPA), 2011 IEEE International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-1-4577-0243-3
DOI :
10.1109/ICSIPA.2011.6144086