Low-cost dedicated hardware IP modules for background subtraction in embedded vision systems

被引:1
|
作者
Calvo-Gallego, Elisa [1 ]
Brox, Piedad [1 ,2 ]
Sanchez-Solano, Santiago [1 ]
机构
[1] CSIC Univ Seville, Inst Microelect Sevilla IMSE CNM, Seville, Spain
[2] Univ Seville, Dept Elect & Electromagnetism, Seville, Spain
关键词
Embedded vision systems; Background subtraction; Hardware implementation;
D O I
10.1007/s11554-014-0455-5
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the design and implementation of dedicated hardware IP modules for background subtraction, which are suitable to be implemented in embedded vision systems and are efficient in terms of performance, resource consumption, and operational speed. To achieve this goal, a comprehensive experimental study of different algorithms has been carried out by evaluating a wide range of quality parameters. From the results of this analysis, five candidate algorithms were selected and implemented using a model-based design methodology supported by Matlab and Xilinx FPGA tools. Using only the internal block memory available in the FPGA, they provide adequate solutions for processing low-resolution images with CIF and QCIF formats.
引用
收藏
页码:681 / 695
页数:15
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