DocumentCode :
1792131
Title :
A real-time small moving object detection system based on infrared image
Author :
Zhao Wang ; Haitao Song ; Han Xiao ; Wenhao He ; Jiaojiao Gu ; Kui Yuan
Author_Institution :
Inst. of Autom., Beijing, China
fYear :
2014
fDate :
3-6 Aug. 2014
Firstpage :
1149
Lastpage :
1154
Abstract :
In this paper a real-time small moving object detection system is realized based on infrared image. The system is composed of a display, a camera and an image acquisition and processing card developed by our research team. An FPGA chip and a DSP chip are embedded in the image card as the major calculation units, which make real-time computation possible. An efficient object detection algorithm is customized for this system, consisting of two stages: the extraction of suspicious objects based on the single frame and the detection of real objects based on the image sequences. The first stage comprises image smoothing and morphological operations which are carried out in the FPGA, while the second stage contains connected component analysis and movement analysis which are implemented in the DSP. In the latter stage, a ring pointer cache structure is designed in order to save memory and speed up the processing, and three integer parameters are used so as to index all the images and objects quickly. In addition, a fast matching algorithm is presented to string the candidate objects in adjacent frames for movement analysis. Finally, two experiments are conducted. Firstly, limited by experimental conditions, a low-quality video taken by a low cost infrared camera is used to test the effectiveness of the algorithm. Secondly, an artificial simulation scenario is built to test the accuracy and real-time performance of the embedded system.
Keywords :
CCD image sensors; digital signal processing chips; embedded systems; feature extraction; field programmable gate arrays; image matching; image sequences; infrared imaging; object detection; DSP chip; FPGA chip; candidate objects; component analysis; digital signal processor; embedded system; fast matching algorithm; field programmable gate array; image acquisition; image index; image morphology; image sequences; image smoothing; infrared camera display; infrared image processing card; low-quality video; movement analysis; object index; ring pointer cache structure; small moving object detection system; suspicious object extraction; Cameras; Digital signal processing; Embedded systems; Field programmable gate arrays; Object detection; Object recognition; Real-time systems; embedded system; infrared image; morphological operations; movement analysis; small moving object detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Mechatronics and Automation (ICMA), 2014 IEEE International Conference on
Conference_Location :
Tianjin
Print_ISBN :
978-1-4799-3978-7
Type :
conf
DOI :
10.1109/ICMA.2014.6885860
Filename :
6885860
Link To Document :
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