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

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

Paperback (17 Sep 2012)

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Publisher's Synopsis


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.

Book information

ISBN: 9781249401001
Publisher: Creative Media Partners, LLC
Imprint: Biblioscholar
Pub date:
Language: English
Number of pages: 82
Weight: 163g
Height: 246mm
Width: 189mm
Spine width: 4mm