Title :
Head tracking using video analytics
Author :
X. Wang;Y. H. Hu;R. G. Radwin;J. D. Lee
Author_Institution :
Dept of Electrical and Computer Engineering, University of Wisconsin - Madison, Madison, WI 53706
Abstract :
A robust, efficient video analytic tool is presented for detection and estimation of driver´s head position and orientation in the SHRP 2 NDS dataset. It is shown that by exploiting the temporal correlations between successive frames in a video, challenging conditions such as lighting variations, and lower resolutions, may be mitigated effectively. The Viola-Jones frontal face detector provides initial results. Then, statistical inference methods for spurious faces elimination and missing driver´s head detection are developed. Preliminary results show marked performance enhancement due to the proposed method.
Keywords :
"Face","Vehicles","Magnetic heads","Face detection","Detectors","Algorithm design and analysis"
Conference_Titel :
Signal and Information Processing (GlobalSIP), 2015 IEEE Global Conference on
DOI :
10.1109/GlobalSIP.2015.7418162