Real-time tracking of image regions with changes in geometry and illumination
CVPR '96 Proceedings of the 1996 Conference on Computer Vision and Pattern Recognition (CVPR '96)
IEEE Transactions on Pattern Analysis and Machine Intelligence
Object Tracking with Dynamic Template Update and Occlusion Detec
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 01
ACM Computing Surveys (CSUR)
Infrared Target Tracking with AM-FM Consistency Checks
SSIAI '08 Proceedings of the 2008 IEEE Southwest Symposium on Image Analysis and Interpretation
Bayesian methods for multiaspect target tracking in image sequences
IEEE Transactions on Signal Processing
A tutorial on particle filters for online nonlinear/non-GaussianBayesian tracking
IEEE Transactions on Signal Processing
Multidimensional quasi-eigenfunction approximations and multicomponent AM-FM models
IEEE Transactions on Image Processing
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We introduce a new SIR particle filter that performs tracking in a joint feature space where pixel domain data are fused with measurements obtained from an 18-channel modulation domain image mAfter the first frame, the track processor must run autonomously without further a priori information. Compared to traditional pixel domain trackers, our results demonstrate that this new dual domain approach provides inherently improved tracking accuracy and facilitates powerful new consistency checks capable of detecting when a template update is needed due to nonstationary target signature evolution.