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: 67.95 PLN
Availability: InStock

Autor: Michael A Tanner

Język:

Oprawa: Miękka

Wydawca: Biblioscholar

Dostępność: Dostępna u dostawcy

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

Informacje o książce

Autor

Michael A Tanner

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2012

strony

EAN

9781249401001

ISBN

9781249401001

Enbook ID

08133911

Wydawca

Biblioscholar

Waga

163

Wymiary

189 x 246 x 4

Pełny opis

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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