Title :
Foreground detection in video streams in an FPGA without external memory
Author :
Danek, Martin ; Bartosinski, Roman ; Hochberger, Christian
Author_Institution :
Daiteq s.r.o., Prague, Czech Republic
Abstract :
The paper describes a foreground detection algorithm for video streams and its implementation in an IP core that fits in a small FPGA without any off-chip memory. The algorithm uses down-scaling of the resolution of a processed image while minimizing loss of information through selecting a suitable pixel aggregation. The quality of the algorithm is compared to the MoG algorithm for standard image datasets. Implementation and performance results are shown for its implementation in Spartan-6 and Zynq devices. The algorithm performs quite well while using only minimum of FPGA resources.
Keywords :
field programmable gate arrays; object detection; video streaming; FPGA; IP core; Spartan-6 device; Zynq device; foreground detection algorithm; image processing; information loss minimisation; pixel aggregation selection; video stream; Cameras; Computational modeling; Field programmable gate arrays; Image processing; Memory management; Road transportation; Streaming media;
Conference_Titel :
Design and Architectures for Signal and Image Processing (DASIP), 2014 Conference on
DOI :
10.1109/DASIP.2014.7115638