DocumentCode :
3396218
Title :
Comparison of Image Processing Resource Allocation for Multi-Target Tracking of Dismounted Targets
Author :
Champion, Jon P. ; Vasquez, Juan R.
Author_Institution :
Distributed Inf. Syst. Branch, Air Force Res. Lab., Rome, NY
fYear :
2006
fDate :
10-13 July 2006
Firstpage :
1
Lastpage :
8
Abstract :
Dismounted targets can be tracked in urban environments with video sensors. Real-time systems are unable to process all of the imagery, demanding some method for prioritization of the processing resources. Furthermore, various segmentation algorithms exist within image processing, each algorithm possesses unique capabilities, and each algorithm has an associated computational cost. Additional complexity arises in the prioritization problem when targets become occluded (i.e., a building) and when the targets are intermixed with other dismounted entities. This added complexity leads to the question "which portions of the scene warrant both low cost and high cost processing?" The approach presented in this paper is to apply multi-target tracking techniques in conjunction with an integer programming optimization routine to determine optimal allocation of the video processing resources. This architecture results in feedback from the tracking routine to the image processing function which in turn enhances the ability of the tracker
Keywords :
image segmentation; integer programming; resource allocation; target tracking; video signal processing; dismounted targets; image processing; integer programming optimization routine; multitarget tracking; prioritization problem; resource allocation; segmentation algorithms; urban environments; video processing resources; video sensors; Computational efficiency; Costs; Feedback; Image processing; Image segmentation; Layout; Linear programming; Real time systems; Resource management; Target tracking; Tracking; image processing; integer programming; resource allocation; urban dismount;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion, 2006 9th International Conference on
Conference_Location :
Florence
Print_ISBN :
1-4244-0953-5
Electronic_ISBN :
0-9721844-6-5
Type :
conf
DOI :
10.1109/ICIF.2006.301703
Filename :
4085989
Link To Document :
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