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