DocumentCode :
3562029
Title :
A proposed FPGA architecture for real-time object tracking using commodity sensors
Author :
Wong, Simon ; Collins, J.
Author_Institution :
Sch. of Eng., AUT Univ., Auckland, New Zealand
fYear :
2012
Firstpage :
156
Lastpage :
161
Abstract :
In this paper, we propose an FPGA implementation of an object tracker inspired by the CAMSHIFT Algorithm that can be applied to VGA resolution images. We focus on architectural issues in designing such a system when constrained by the capabilities of commodity hardware and discuss a variety of area and speed tradeoffs relevant to low cost systems, with a particular focus on throughput and parallelism. We argue that while a system oriented towards vector processing offers a significant reduction in processing time, limitations in the acquisition rate of the sensor prevent us from realizing absolute time-savings. Thus, we consider the optimization in a different light - that processing time reductions afford room for additional processing and necessitate a focus on small area designs. The system targets the Altera Cyclone IV EP4CE115F29C7 FPGA found on the DE2-115 development board, with a Terasic D5M Digital Camera, and is pipelined to achieve a nominal maximum pixel clock rate of 100MHz.
Keywords :
field programmable gate arrays; image resolution; image sensors; object tracking; optimisation; vector processor systems; video cameras; Altera Cyclone IV EP4CE115F29C7 FPGA architecture; CAMSHIFT algorithm; Terasic D5M digital camera; VGA image resolution; commodity sensor; frequency 100 MHz; optimization; processing time reduction; real-time object tracking; sensor rate acquisition; vector processing; Adders; Computer architecture; Histograms; Image color analysis; Registers; Sensors; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Machine Vision in Practice (M2VIP), 2012 19th International Conference
Print_ISBN :
978-1-4673-1643-9
Type :
conf
Filename :
6484582
Link To Document :
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