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多目标跟踪的Matlab仿真程序。用于数据处理和数据关联。-multi-target tracking Matlab simulation program. For the data processing and data association.
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多假设跟踪算法(MHT)是一种在数据关联发生冲突时,形成多种假设以延迟做决定的逻辑。与PDA合并多种假设的做法不同,MHT算法把多个假设继续传递,让后续的观测数据解决这种不确定性。举个例子,PDA对所有假设以对应的概率进行加权平均,然后再对航迹进行更新。因此,如果有10个假设,PDA会将这10个假设有效的合并只留下一个假设。而另一方面,MHT却是保持这10个假设的子集并延迟决定,这样可以利用之后的观测数据解决当前扫描帧的不确定性问题。 -Multiple Hypothesis Tracking
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用最邻近数据关联算法实现目标跟踪,对研究目标跟踪领域的朋友有用-With the nearest neighbor data association algorithm for target tracking
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A new approach toward target representation and localization, the central component in visual tracking
of non-rigid objects, is proposed. The feature histogram based target representations are regularized
by spatial masking with an isotropic kern
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一种用于多目标跟踪的改进PDA算法,北京理工大学学报上面的文章,、概率数据
关联滤波(p robab ility data associat ion f ilter, PDA )-A multi-target tracking algorithm improvements PDA, Beijing Institute of Technology Journal of the above articles, probabilistic data association filter (p ro
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提出一种新的目标表示和定位方法,该方法是非刚体跟踪的核心技术.利用均质空间掩膜规范基于特征直方图的目标表示,该掩膜引入了适合于梯度优化的空间平滑相似函数,所以可以将目标定位问题转换为局部极大值求解问题.我们利用从Bhattacharyya系数倒出的规则作为相似度量,利用mean shift procedure完成优化求解.在给出的测试用例中, 本文方法成功解决了相机移动,阴影,以及其他的图象噪声干扰.文章对运动滤波和数据关联技术的集成也进行了讨论.-A new objective and pos
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A new approach toward target representation and localization, the central component in visual tracking of nonrigid objects,
is proposed. The feature histogram-based target representations are regularized by spatial masking with an isotropic kernel.
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An Interacting Multipattern Probabilistic Data
Association (IMP-PDA) Algorithm for Target
Tracking
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A multi-target tracking toolbox based on the MTT Library of the InstantVision ISE with expanded functionality and tools for off-line design, analysis and testing. The toolbox contains the implementation of distance calculation methods (e.g. city-bloc
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PMHT是一个优秀的跟踪算法,具有灵活性和易修正的特点。-The probabilistic multihypothesis tracker (PMHT) is a
target tracking algorithm of considerable theoretical elegance.
In practice, its performance turns out to be at best similar
to that of the probabilistic data as
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(交互式多模型算法)目标跟踪程序,java语言编写,包含了kalman滤波。这种方法的特点是在各模型之间“转换”,自动调节滤波带宽,和适合机动目标的跟踪。可以直接调用,附有示例代码-A multi-target tracking toolbox based on the MTT Library of the InstantVision ISE with expanded functionality and tools for off-line design, analysis and testi
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两篇与目标跟踪的数据关联有关的论文,仅供参考-two papers on object tracking and data association
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数据关联是多目标跟踪的一项关键技术。JPDA是大家公认的多目标跟踪中性能较好的数据关联算法,它
认为量测和目标是一一对应的关联关系,但在许多实际情况中,量测和目标是多一多对应的关系。针对上述情况,该文提
出了广义概率数据关联算法(Generalized Probability Data Association,GPDA)。文中从理论上对这两种算法的性能进行了
详细分析,并利用Monte Carlo技术对其性能进行了仿真比较。-Data association is one of th
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天波超视距雷达数据关联跟踪算法Horizon Radar Tracking Data Association-Horizon Radar Tracking Data Association
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本书为卡耐基梅隆大学教授Robert T. Collins在中美学术交流会上专门为中国学生做的关于目标跟踪方面的讲座,内容涵盖了template matching, mean-shift, data association等。同时结合了他们实验室的项目经验,讲解内容深入浅出,全力推荐!-Book for the Carnegie Mellon University Robert T. Collins in the United States specifically for academic e
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Part I Introduction to Multisensor Data Fusion
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Multisensor Data Fusion
David L. Hall and James Llinas
1.1 Introduction
1.2 Multisensor Advantages
1.3 Military Applications
1.4 Nonmilitary Applications
1.5 Three Processing Architectu
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Implementation of the Murty algorithm to obtain the best K assignments. Includes the implementation of the Jonker-Volgenant algorithm.
Usual applications are multiple target tracking algorithms, Joint Probabilistic Data Association (JPDA), Mult
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仅供参考,采用数据关联算法实现单个匀速运动目标的点迹与航迹的关联;PDAF方法第三种实现;-For reference only, using a single data association algorithm uniform motion targets associated trace and track the point PDAF third method to achieve
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提出了一种新的概率数据互联和粒子滤波相结合的新算法,并应用于杂波环境下的无源声纳系统中,该算法也可以很容易的应用于多目标情形。-There proposed a new method of data association called highest probability data association (HPDA) combined with
particle filtering and applied to passive sonar tracking in clutter.The
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Over-the-horizon radar (OTHR) exploits skywave propagation
of high-frequency signals to detect and track targets,
which are different from the conventional radar. It
has received wide attention because of its wide area surveillance,
long detectio
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