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

Name: Image Processing for Multiple-Target Tracking on a Graphics Processing Unit
Brand: Biblioscholar
SKU: 9781249401001
Price: 88.27 RON
Availability: InStock

Autor: Michael A Tanner

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Multiple-target tracking (MTT) systems have been implemented on many di erent platforms, however the...

Informații despre carte

Autor

Michael A Tanner

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2012

Pagini

EAN

9781249401001

ISBN

9781249401001

Enbook ID

08133911

Editura

Biblioscholar

Greutate

163

Dimensiuni

189 x 246 x 4

Descriere completă

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

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