A real-time moving target tracking algorithm based on SIFT

机译：基于SIFT的实时运动目标跟踪算法

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摘要

Moving target tracking is an important research area in pattern recognition, image processing and computer vision. We proposed a novel moving target tracking algorithm based on SIFT in this paper. For the high running time and large computation amount of the traditional SIFT algorithm, we design a new keypoint descriptor, reduce the keypoint dimension, improved the keypoint extraction rate. It is proved by experiments that the new algorithm meet the real-time requirement and can tracking the occludent moving target well.

机译：运动目标跟踪是模式识别，图像处理和计算机视觉中的重要研究领域。本文提出了一种基于SIFT的运动目标跟踪算法。针对传统SIFT算法运行时间长，计算量大的问题，设计了一种新的关键点描述符，减小了关键点维数，提高了关键点提取率。实验证明，该新算法满足实时性要求，能够很好地跟踪目标移动目标。

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来源
《2017 International Conference on Security, Pattern Analysis, and Cybernetics》|2017年|569-572|共4页
会议地点 Shenzhen(CN)
作者
Hequn Qiang; Chunhua Qian; Baojiang Zhong;
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作者单位

Department of Computer Science, Suzhou Polytechnic Institute of Agriculture, Suzhou, China;

Department of Computer Science, Suzhou Polytechnic Institute of Agriculture, Suzhou, China;

Department of Computer Science, Soochow University, Suzhou, China;

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原文格式 PDF
正文语种 eng
中图分类
关键词
Target tracking; Standards; Cybernetics; Computer vision; Security; Pattern analysis; Computer science;

机译：目标跟踪;标准;计算机网络;计算机视觉;安全性;模式分析;计算机科学;;

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1. Detection and Real-Time Tracking of Moving Targets Using a Color Segmentation Algorithm Robust to Irregular Illumination Variation and a Line-Based Tracker [J] . Chi-Ho KIM, Bum-Jae YOU, Hagbae KIM IEICE Transactions on Communications . 2005,第6期

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2. A Real-Time High Performance Computation Architecture for Multiple Moving Target Tracking Based on Wide-Area Motion Imagery via Cloud and Graphic Processing Units [J] . Kui Liu, Sixiao Wei, Zhijiang Chen, Sensors . 2017,第2期

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3. Detection and Tracking of a Moving Target Using SAR Images with the Particle Filter-Based Track-Before-Detect Algorithm [J] . Han Gao, Jingwen Li Sensors . 2014,第6期

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4. A real-time moving target tracking algorithm based on SIFT [C] . Hequn Qiang, Chunhua Qian, Baojiang Zhong International Conference on Security, Pattern Analysis, and Cybernetics . 2017

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5. Image-based feature tracking algorithms for real-time clad height detection in laser cladding [D] . Iravani-Tabrizipour, Mehrdad 2007

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6. Detection and Tracking of a Moving Target Using SAR Images with the Particle Filter-Based Track-Before-Detect Algorithm [O] . Han Gao, *, Jingwen Li 2014

机译：基于粒子滤波的事前检测算法利用SAR图像对运动目标进行检测与跟踪
7. Detection and Tracking of a Moving Target Using SAR Images with the Particle Filter-Based Track-Before-Detect Algorithm [O] . Han Gao, Jingwen Li 2014

机译：基于粒子滤波的前跟踪检测算法的saR图像运动目标检测与跟踪

A real-time moving target tracking algorithm based on SIFT

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