DocumentCode
1825182
Title
Hardware Acceleration of BLOB Detection for Image Processing
Author
Bochem, Alexander ; Herpers, Rainer ; Kent, Kenneth B.
Author_Institution
Fac. of Comput. Sci., Univ. of Appl. Sci. Bonn-Rhein-Sieg, St. Augustin, Germany
fYear
2010
fDate
18-25 July 2010
Firstpage
28
Lastpage
33
Abstract
This paper presents the implementation and evaluation of a computer vision task on a Field Programmable Gate Array (FPGA). As an experimental approach for an application-specific image-processing problem, it provides results about gained performance and precision compared with similar solutions on General Purpose Processor (GPP) architectures. The problem of detecting Binary Large OBjects (BLOBs) in a continuous video stream and computation of their center points has been addressed. Most existing solutions are realized on GPP platforms, where resolution of image material and sequential processing define the performance barrier. FPGA based approaches perform implemented algorithms as fast as hardware circuits and in addition offer parallelization abilities. The evaluation compares precision and performance gain against similar approaches on GPP platforms. The paper discusses different concepts for BLOB detection and shows the implementation of one common method for BLOB detection, including design problems and performance evaluation.
Keywords
computer vision; field programmable gate arrays; image resolution; microprocessor chips; object detection; video streaming; BLOB detection; FPGA; binary large object; computer vision; field programmable gate array; general purpose processor architecture; hardware acceleration; hardware circuit; image material processing; image sequential processing; Computer architecture; Field programmable gate arrays; Hardware; Image resolution; Materials; Pixel; Streaming media; Blob Detection; FPGA; Image Processing; Parallelization; SystemVerilog;
fLanguage
English
Publisher
ieee
Conference_Titel
Advances in Circuits, Electronics and Micro-Electronics (CENICS), 2010 Third International Conference on
Conference_Location
Venice
Print_ISBN
978-1-4244-7535-3
Type
conf
DOI
10.1109/CENICS.2010.12
Filename
5558171
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