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: 16.07 EUR
Availability: InStock

Автор: Michael A Tanner

Език:

Корици: С меки корици

Издател: Biblioscholar

Наличност: Външен склад

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

Информация за книгата

Автор

Michael A Tanner

Език

Английски език

Корици

Книга - С меки корици

Издадена

2012

страници

EAN

9781249401001

ISBN

9781249401001

Enbook ID

08133911

Издател

Biblioscholar

Теглоt

163

Размери

189 x 246 x 4

Пълно описание

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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Пълно описание

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