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
Link To Document :
بازگشت