Title :
Single view head pose estimation
Author :
Martins, Pedro ; Batista, Jorge
Author_Institution :
Dep. of Electr. Eng. Comput., Univ. of Coimbra, Coimbra
Abstract :
This work addresses the problem of human head pose estimation from single view images. 3D rigid head pose is estimated combining Active Appearance Models(AAM) with Pose from Orthography and Scaling with ITerations(POSIT). AAM shape landmarks are tracked over time and used in POSIT for pose estimation. A statistical anthropometric 3D model is used as reference. Several experiences were performed comparing our approach with a planar ground truth. It was achieved average standard deviations about 2 degrees in orientation and 1 centimeter in distance.
Keywords :
pose estimation; statistical analysis; target tracking; active appearance models; human head; pose from orthography and scaling with iterations; single view head pose estimation; statistical anthropometric 3D model; Active appearance model; Biological system modeling; Computer applications; Computer interfaces; Humans; Magnetic heads; Principal component analysis; Robots; Shape control; Vectors; Active Appearance Models; Anthropometric; Model; POSIT;
Conference_Titel :
Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-1765-0
Electronic_ISBN :
1522-4880
DOI :
10.1109/ICIP.2008.4712089