Title :
FPGA based real-time object detection approach with validation of precision and performance
Author :
Bochem, Alexander ; Kent, Kenneth B. ; Herpers, Rainer
Author_Institution :
Fac. of Comput. Sci., Univ. of New Brunswsick, Fredericton, NB, Canada
Abstract :
This paper presents the implementation and evaluation of a computer vision problem on a Field Programmable Gate Array (FPGA). This work is based upon previous work where the feasibility of application specific image processing algorithms on a FPGA platform have been evaluated by experimental approaches. This work coveres the development of a BLOB detection system on an Altera Development and Education II (DE2) board with a Cyclone II FPGA in Verilog. It detects binary spatially extended objects in image material and computes their center points. Bounding Box and Center-of-Mass have been applied for estimating center points of the BLOBs. The results are transmitted via a serial interface to the PC for validation of their ground truth and further processing. The evaluation compares precision and performance gains dependent on the applied computation methods.
Keywords :
computer vision; field programmable gate arrays; hardware description languages; image recognition; object detection; performance evaluation; real-time systems; Altera DE2 board; BLOB detection system; Bounding Box; Center-of-Mass; Cyclone II FPGA; FPGA based real-time object detection; Verilog; application specific image processing algorithms; binary spatially extended objects; center points; computer vision problem; field programmable gate array; ground truth validation; performance validation; precision validation; serial interface; Cameras; Charge coupled devices; Field programmable gate arrays; Hardware; Image resolution; Materials; Pixel; BLOB Detection; Bounding Box; Center-of-Mass; FPGA; Image Processing; Verilog;
Conference_Titel :
Rapid System Prototyping (RSP), 2011 22nd IEEE International Symposium on
Conference_Location :
Karlsruhe
Print_ISBN :
978-1-4577-0658-5
Electronic_ISBN :
Pending
DOI :
10.1109/RSP.2011.5929969