Title :
Robust Multi-View Multi-Camera Face Detection inside Smart Rooms Using Spatio-Temporal Dynamic Programming
Author :
Zhang, Zhenqiu ; Potamianos, Gerasimos ; Liu, Ming ; Huang, Thomas
Author_Institution :
Beckman Inst., Illinois Univ., Urbana, IL
Abstract :
Robust face detection presents a difficult problem in real interaction scenarios, that, in order to achieve, most often requires employing additional sources of information. In this paper, we consider two such sources: temporal information, available in the form of video sequences, and spatial information, available from multiple calibrated cameras with synchronous, overlapping fields of view of the 3D scene of interest. These two sources are exploited jointly, using a novel dynamic programming approach, for a lecture scenario inside appropriately equipped smart rooms, aiming at robust face detection of the lecturer within the available 2D camera views. Experimental results, reported on the CHIL project database, demonstrate that the proposed approach outperforms purely frame-based face detection
Keywords :
dynamic programming; face recognition; image sensors; image sequences; CHIL project database; multiple calibrated cameras; robust multiview multicamera face detection; smart rooms; spatial information; spatio-temporal dynamic programming; temporal information; video sequences; Cameras; Dynamic programming; Face detection; Humans; Information resources; Layout; Robustness; Support vector machine classification; Support vector machines; Video sequences;
Conference_Titel :
Automatic Face and Gesture Recognition, 2006. FGR 2006. 7th International Conference on
Conference_Location :
Southampton
Print_ISBN :
0-7695-2503-2
DOI :
10.1109/FGR.2006.98