Title :
3D head pose estimation in monocular video sequences by sequential camera self-calibration
Author :
Marras, Ioannis ; Nikolaidis, Nikos ; Pitas, Ioannis
Author_Institution :
Inf. & Telematics Inst., Centre for Res. & Technol. Hellas, Thermi-Thessaloniki, Greece
Abstract :
This paper presents a novel approach for estimating 3D head pose in single-view video sequences acquired by an uncalibrated camera. Following the initialization by a face detector, a tracking technique localizes the faces in each frame in the video sequence. Head pose estimation is performed by using a structure from motion and self-calibration technique in a sequential way. The proposed method was applied to the IDIAP database that contains head pose ground truth data. The obtained results demonstrate that the method can estimate the head pose with satisfying accuracy.
Keywords :
calibration; cameras; image motion analysis; image sequences; pose estimation; video signal processing; 3D head pose estimation; IDIAP database; face detector; monocular video sequences; motion technique; sequential camera self-calibration; uncalibrated camera; Cameras; Face detection; Facial features; Head; Informatics; Joining processes; Mouth; Nose; Telematics; Video sequences;
Conference_Titel :
Multimedia Signal Processing, 2009. MMSP '09. IEEE International Workshop on
Conference_Location :
Rio De Janeiro
Print_ISBN :
978-1-4244-4463-2
Electronic_ISBN :
978-1-4244-4464-9
DOI :
10.1109/MMSP.2009.5293570