Title :
Detecting Moving Object Using Background Subtraction Algorithm in FPGA
Author :
Gujrathi, Poonam ; Priya, R. Arokia ; Malathi, P.
Author_Institution :
Dept. of E&TC Eng., DYPCOE, Pune, India
Abstract :
Image and video processing applications tend to be real time constraints. Applications like visual surveillance, traffic monitoring, vehicle tracking, autonomous navigation, computer vision etc. has the basic requirement of identifying moving object in real time. Hardware based approaches are well suited for real time motion detection as they results in high performance and low cost. For rapid development of real time motion detection systems, we propose hardware architecture for motion detection based on the background subtraction algorithm, which is implemented in FPGAs. The steps involved in the process are: (a) a grey level background image is stored in an SRAM memory in FPGA, (b) color reduction is applied to both the background and current images, (c) Both filtered images are then subtracted using image subtraction (d) the gravity center of the object of resultant image is calculated and sent to a PC (via RS-232 interface) (e) Sobel edge detection algorithm is used to identify object´s edges. Identifying object´s edge could be extended by classifying objects based on their shapes.
Keywords :
edge detection; field programmable gate arrays; image motion analysis; object detection; FPGA; RS-232 interface; SRAM memory; Sobel edge detection algorithm; autonomous navigation; background subtraction algorithm; color reduction; computer vision; grey level background image; image processing application; image subtraction; moving object detection; object edges; object gravity center; real time motion detection; time constraints; traffic monitoring; vehicle tracking; video processing applications; visual surveillance; Field programmable gate arrays; Gravity; Hardware; Image edge detection; Motion detection; Object recognition; Real-time systems; Background Subtraction Algorithm; FPGA; Motion Detection; Segmentation; Sobel edge detection;
Conference_Titel :
Advances in Computing and Communications (ICACC), 2014 Fourth International Conference on
Conference_Location :
Cochin
Print_ISBN :
978-1-4799-4364-7
DOI :
10.1109/ICACC.2014.34