DocumentCode :
1897451
Title :
A FPGA design for high speed feature extraction from a compressed measurement stream
Author :
Richmond, Dustin ; Kastner, Ryan ; Irturk, Ali ; McGarry, John
Author_Institution :
Comput. Sci. & Eng, Univ. of California, San Diego, La Jolla, CA, USA
fYear :
2013
fDate :
2-4 Sept. 2013
Firstpage :
1
Lastpage :
8
Abstract :
A common type of triangulation-based active 3D scanner outputs sets of surface coordinates, called profiles, by extracting the salient features of 2D images formed from an object illuminated by a narrow plane of light. Because a conventional 2D image must be digitized and processed for each profile, current systems do not always provide adequate speed and resolution to meet application demands. To address this challenge, a special purpose image sensor is being developed. Using Compressive Sensing, this sensor will be able to digitize compressed measurements of highly structured images, such as those formed in active 3D scanning, at a rate that would represent the conventional equivalent of 50G pixels/second. It is a significant challenge to process such a high-speed data stream at rates approaching realtime. Therefore, we present a single-chip FPGA design for the extraction of surface profiles from a compressed image stream originating from a 1024 by 768 pixel array at a rate of 14K images per second.
Keywords :
compressed sensing; feature extraction; field programmable gate arrays; image coding; image sensors; logic design; 2D images; compressed image stream; compressed measurement stream; compressive sensing; digital image processing; high speed feature extraction; high-speed data stream; image sensor; single-chip FPGA design; structured images; surface coordinates; surface profiles extraction; triangulation-based active 3D scanner; Arrays; Cameras; Field programmable gate arrays; Image coding; Image sensors; Lighting; Vectors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Field Programmable Logic and Applications (FPL), 2013 23rd International Conference on
Conference_Location :
Porto
Type :
conf
DOI :
10.1109/FPL.2013.6645527
Filename :
6645527
Link To Document :
بازگشت