Title :
Robust and video-frame rate tracking of planar motion by matched filtering on FPGA
Author :
Yamamoto, Shinya ; Hirai, Shinich
Author_Institution :
Glory Ltd., Hyogo, Japan
fDate :
26 April-1 May 2004
Abstract :
We describe the implementation of a vision algorithm based on matched filtering on an FPGA. Detection of a reference image in an input image must be performed in real-time and robustly against occlusion and change of illumination. Vision algorithm based on matched filtering can perform the detection robustly but requires much computation time since it includes 2D FFT/IFFT and polar transform. In this article, we implement the algorithm on an FPGA so that the detection is performed in real-time and robustly.
Keywords :
computer vision; fast Fourier transforms; field programmable gate arrays; image matching; matched filters; object detection; tracking; FPGA; fast Fourier transform; image detection; matched filtering; planar motion; polar transform; video-frame rate tracking; vision algorithm; Change detection algorithms; Computer vision; Correlation; Field programmable gate arrays; Filtering algorithms; Image matching; Lighting; Matched filters; Robustness; Tracking;
Conference_Titel :
Robotics and Automation, 2004. Proceedings. ICRA '04. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8232-3
DOI :
10.1109/ROBOT.2004.1302460