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1.
为了满足惯导系统对机械抖动激光陀螺快速跟踪方面的应用需求,基于相关滤波技术实现了激光陀螺抖动误差信号的剥除.首先从理论上对基于相关滤波去除抖动的思想进行了详细的分析,提出了基于相关滤波进行抖动剥除的开环模型,为了提高系统的稳定性,在开环模型的基础上提出了闭环模型.其次介绍了基于相关滤波闭环模型实现抖动剥除的软硬件设计,最后用所研制的系统对某一型号的激光陀螺进行了测试,通过对采样信号和误差信号的观测,系统工作稳定,在5 kHz的采样条件下,陀螺剥除后的剩余脉冲控制在±1内.  相似文献
2.
A correlation filter for reliable recognition of a target embedded into a cluttered background blurred by relative motion between a camera and an input scene is derived. With a help of computer simulations the performance of the proposed filter in terms of discrimination capability and location errors is analyzed. The article is published in the original. Vitaly Kober obtained his MS degree in Applied Mathematics from the Air-Space University of Samara (Russia) in 1984, his PhD degree in 1992, and Doctor of Sciences degree in 2004 in Image Processing from the Institute of Information Transmission Problems, Russian Academy of Sciences. Now he is a titular researcher at CICESE, México. His research interests include signal and image processing, pattern recognition. Iosif A. Ovseevich graduated from the Moscow Electrotechnical Institute of Telecommunications. Received Candidate’s degree in 1953 and Doctor’s degree in information theory in 1972. At present he is Emeritus Professor at the Institute of Information Transmission Problems of the Russian Academy of Sciences. His research interests include information theory, signal processing, and expert systems. He is a Member of IEEE, Popov Radio Society.  相似文献
3.
This paper presents a new approach to the computer aided diagnosis (CAD) of diabetic retinopathy (DR)—a common and severe complication of long-term diabetes which damages the retina and cause blindness. Since microaneurysms are regarded as the first signs of DR, there has been extensive research on effective detection and localization of these abnormalities in retinal images. In contrast to existing algorithms, a new approach based on multi-scale correlation filtering (MSCF) and dynamic thresholding is developed. This consists of two levels, microaneurysm candidate detection (coarse level) and true microaneurysm classification (fine level). The approach was evaluated based on two public datasets—ROC (retinopathy on-line challenge, http://roc.healthcare.uiowa.edu) and DIARETDB1 (standard diabetic retinopathy database, http://www.it.lut.fi/project/imageret/diaretdb1). We conclude our method to be effective and efficient.  相似文献
4.
研究一种新型相关模式识别技术——线性SVM相关滤波器的性能及其应用前景,构建一个两类物体识别模型,利用计算机合成线性SVM相关滤波器,分别考察其对抗物体平面内旋转、平面外旋转以及噪声干扰的能力,并与其它三种相关滤波器进行比较。实验结果表明,该滤波器具有最佳的抗平面内旋转能力、优秀的抗平面外旋转和抗噪声干扰能力,在真实环境下的平面内旋转图像识别和中小形变范围内三维物体识别领域具有良好的应用前景。  相似文献
5.
针对总变分(TV)模型对图像的细节不敏感以及去噪的同时易造成边缘模糊的缺陷,提出了一种图像去噪的新算法。根据图像经过小波分解以后,细节主要集中在高频部分,而取相邻尺度的小波系数进行相关计算,可以提高边缘的定位精度。利用小波高频系数的相关计算来控制TV模型的扩散,在去噪的同时保护了边缘细节。仿真实验采用三种典型的离散方法,结果显示该算法处理的去噪图像视觉效果有所改善,且信噪比也有很大提高。  相似文献
6.
魏坤  刘密歌 《计算机工程》2013,(11):163-168
针对二次相关滤波器(QCF)与核空间特征相结合在红外目标检测中的应用,提出KSSQSDF核直接映射法与MPKPCA-SSQSDF核特征提取融合法。前者对低维空间下的QCF直接进行高维映射,使其转化为核空间下的非线性相关滤波器;后者采用核空间进行特征提取,对提取后的特征向量使用低维空间的相关滤波器,用于红外目标检测。通过实验分析2种算法间的相互联系,在目标检测结果及计算复杂性等方面的差异,结果表明,2种算法的检测精度大致相同,均明显优于低维空间的QCF检测,但MPKPCA—SSQSDr核特征提取融合法不受QCr种类限制,检测时间短,具有广泛性,在某种程度上可以代替KSSQSDF核直接映射法。  相似文献
7.
In this paper, we propose an effective feature extraction algorithm, called Multi-Subregion based Correlation Filter Bank (MS-CFB), for robust face recognition. MS-CFB combines the benefits of global-based and local-based feature extraction algorithms, where multiple correlation filters corresponding to different face subregions are jointly designed to optimize the overall correlation outputs. Furthermore, we reduce the computational complexity of MS-CFB by designing the correlation filter bank in the spatial domain and improve its generalization capability by capitalizing on the unconstrained form during the filter bank design process. MS-CFB not only takes the differences among face subregions into account, but also effectively exploits the discriminative information in face subregions. Experimental results on various public face databases demonstrate that the proposed algorithm provides a better feature representation for classification and achieves higher recognition rates compared with several state-of-the-art algorithms.  相似文献
8.
为解决变光照下人脸识别的识别率低问题,提出一种最佳相关滤波和2DPCA相融合的光照人脸识别方法。通过采用特定类2DPCA重构人脸图像,生成一对相关滤波器;测试人脸图像通过相关性滤器将投影到二维子空间中,并根据预先设定的峰旁瓣比阈值进行人脸识别;最后采用PIE和YaleB人脸库进行仿真实验。相比其他人脸识别方法,该方法获得了更高的人脸识别率,鲁棒性更强。  相似文献
9.
人眼定位是人脸识别和认证中一个关键步骤,本文提出一种基于自适应聚类相关滤波组的人眼定位方法,将人眼定位表示成一个优化问题,并定义一个多滤波器的损失函数。多个滤波器采用自适应聚类方法训练来构造,得到的多个滤波器组成相关滤波器组。滤波器组包含多个模板,对人脸的差异具有良好的区分性,从而能够有效地定位变化较大时的人眼位置。与基于分类器的人眼定位方法以及传统的基于单一相关滤波器的方法相比,实验表明本文方法在检测准确率和定位精度上有显著提升。  相似文献
10.
提出一种基于时空信息的相关滤波实时目标跟踪算法,以解决纹理改变、光照变化、旋转变形甚至遮挡情况下目标跟踪效率问题.此算法考虑到目标定位过程中,目标与其周围信息存在空域上的相关性,来构建目标空域滤波模型,并且该算法引入时间变量来在线更新得到时空域滤波模型,利用相邻帧信息相似性来降低遮挡对跟踪的影响.通过实验对比,验证了当目标受到非理想因素干扰时,所提算法具有健壮的鲁棒性和良好实时性.  相似文献
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