High-performance template tracking

被引:3
|
作者
Cabido, R. [1 ]
Montemayor, A. S. [1 ]
Pantrigo, J. J. [1 ]
Martinez-Zarzuela, M. [2 ]
Payne, B. R. [3 ]
机构
[1] Univ Rey Juan Carlos, Dept Ciencias Comp, Mostoles 28933, Spain
[2] Univ Valladolid, Dept Teoria Senal Comunicac & Ingn Telemat, E-47011 Valladolid, Spain
[3] N Georgia Coll & State Univ, Dept Math & Comp Sci, Dahlonega, GA 30597 USA
关键词
Visual tracking; Template tracking; Multiview tracking; Face tracking; Real time; Particle filters; GPGPU; High-performance; MEAN SHIFT;
D O I
10.1016/j.jvcir.2011.10.005
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Tracking systems are important in computer vision, with applications in video surveillance, human computer interfaces (HCI), etc. Consumer graphics processing units (GPUs) have experienced an extraordinary evolution in both computing performance and programmability, leading to a greater use of the GPU for non-rendering applications, such as image processing and computer vision tasks. In this work we show an effective particle filtering implementation for real-time template tracking based on the use of a graphics card as a streaming architecture in a translation-rotation-scale model. (C) 2011 Elsevier Inc. All rights reserved.
引用
收藏
页码:271 / 286
页数:16
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