Image Processing for Multiple-Target Tracking on a Graphics Processing Unit - Brossura

Tanner, Michael A.

 
9781249401001: Image Processing for Multiple-Target Tracking on a Graphics Processing Unit
Brossura
ISBN 10: 1249401003 ISBN 13: 9781249401001
Casa editrice: LIGHTNING SOURCE INC, 2012

Sinossi


Multiple-target tracking (MTT) systems have been implemented on many di erent platforms, however these solutions are often expensive and have long development times. Such MTT implementations require custom hardware yet o er very little flexibility with ever changing data sets and target tracking requirements. This research explores how to supplement and enhance MTT performance with an existing graphics processing unit (GPU) on a general computing platform. Typical computers are already equipped with powerful GPUs to support various games and multimedia applications. However, such GPUs are not currently being used in desktop MTT applications. Bottleneck MTT image processing functions (frame di erencing) were converted to execute on the GPU. On average, the GPU code executed 287% faster than the MATLAB implementation. Some individual functions actually executed 20 times faster than the baseline. These results indicate that the GPU is a viable source to signi cantly increase the performance of MTT with a low-cost hardware solution.

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Editore
LIGHTNING SOURCE INC
Data di pubblicazione
2012
Lingua
Inglese
ISBN 10 
1249401003
ISBN 13 
9781249401001
Rilegatura
Copertina flessibile
Numero di pagine
82
Contatto del produttore
non disponibile
Persona responsabile
non disponibile