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A system for real-time 2-D feature detection based on field programmable gate arrays

Benedetti, A. and Perona, P. (2000) A system for real-time 2-D feature detection based on field programmable gate arrays. Integrated Computer-Aided Engineering, 7 (3). pp. 181-191. ISSN 1069-2509. https://resolver.caltech.edu/CaltechAUTHORS:20140730-101721000

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Abstract

We have designed and implemented a system for real-time detection of 2-D image features on a reconfigurable computer based on Field Programmable Gate Arrays (FPGA's). We envision this device as the front-end of a system able to track image features in real-time vision applications like autonomous vehicle navigation and "structure from motion". The algorithm employed to select good features is inspired by the method of Tomasi and Kanade. Compared to the original method, the algorithm that we have devised does not require any floating point or transcendental operations, and maps efficiently into a highly pipelined architecture, well suited to be implemented in FPGA technology. We have implemented the algorithm on a low-cost reconfigurable computer equipped with video decoder and encoder interfaces. Reliable operation has been observed on an image stream generated by a standard NTSC commercial video camera at 30 Hz on different scenes and under different light conditions. This result compares favorably to the implementation of the same algorithm on a system based on the TI C80 DSP, able to process at most 5 frames/second.


Item Type:Article
Related URLs:
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http://iospress.metapress.com/content/kurwnuy3k90ey2v0/?p=fd456e5532254480bc3496089e5d0b88&pi=0PublisherArticle
ORCID:
AuthorORCID
Perona, P.0000-0002-7583-5809
Additional Information:©2000, IOS Press.
Issue or Number:3
Record Number:CaltechAUTHORS:20140730-101721000
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20140730-101721000
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:47627
Collection:CaltechAUTHORS
Deposited By: Caroline Murphy
Deposited On:06 Aug 2014 22:34
Last Modified:03 Oct 2019 06:55

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