DocumentCode :
2986802
Title :
Robust and real-time automatic target recognition using partial hausdorff distance measure on reconfigurable hardware
Author :
Xu, Jinbo ; Dou, Yong
Author_Institution :
Dept. of Comput. Sci., Nat. Univ. of Defence Technol., Changsha
fYear :
2006
fDate :
Dec. 2006
Firstpage :
25
Lastpage :
32
Abstract :
This paper presents a high performance FPGA-based automatic target recognition system, which matches TV templates with an image efficiently. Theoretically, image matching algorithms based on partial Hausdorff distance (HD) are more tolerant of perturbations in the locations of pixel points than other algorithms, but they are too computationally expensive to be used in embedded systems. In order to solve this problem, we present a robust and real-time implementation of the image matching algorithm based on partial HD, taking advantage of the hardware resources offered by the FPGA chips. A parallel target recognition algorithm under constraints of limited embedded memory and limited memory bandwidth is proposed first. And then the system is organized as a coarse-grained pipeline containing three stages. Each stage is implemented in highly parallel fashion. The implementation of distance transform and template matching are described in detail. Experimental results show that our work outperforms related proposals. A speedup of almost 50 is achieved while compared with the software solution in PC (Pentium 4 2.8 GHz)
Keywords :
embedded systems; field programmable gate arrays; image matching; reconfigurable architectures; automatic target recognition; distance transform; embedded systems; field programmable gate arrays; image matching; partial Hausdorff distance; reconfigurable hardware; template matching; Embedded computing; Embedded system; Field programmable gate arrays; Hardware; High definition video; Image matching; Pixel; Robustness; TV; Target recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field Programmable Technology, 2006. FPT 2006. IEEE International Conference on
Conference_Location :
Bangkok
Print_ISBN :
0-7803-9729-0
Electronic_ISBN :
0-7803-9729-0
Type :
conf
DOI :
10.1109/FPT.2006.270387
Filename :
4042412
Link To Document :
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