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1.
Linear and nonlinear filters, including morphological operators, play a significant role in the processing of remote sensing imagery. In particular, smoothing filters have been extensively used for noise removal and image restoration. In applications where linear and shift-invariant filters can be effectively employed, filtering is computationally efficient if implemented in transform domains. Nevertheless, in remote sensing applications, it is essential that smoothing filters be capable of handling missing and erroneous data without loss of information. In such cases, filtering requires the involvement of logical operations in order to determine which pixels should be used for processing, and thus takes the form of a nonlinear operator. Hence, transform-based methods cannot be used. Still, in applications where large volumes of data need to be processed, it is greatly desired that fast filtering algorithms are used. This letter introduces a computationally efficient spatial-domain-based implementation which is partially separable and steerable. The technique is general, and its efficiency has been demonstrated on weather radar data. It is shown that the proposed filtering approach is significantly faster compared to a recently introduced separable filter implementation.   相似文献   

2.
一种改进的SAR图像斑点噪声滤波方法   总被引:16,自引:1,他引:16  
在过去的 2 0多年中 ,提出了许多去除SAR图像斑点噪声的方法。这些方法的主要目的是去除斑点噪声而不破坏图像的空间分辨率和边缘信息。理论和实践表明去除图像的斑点噪声和保持图像边缘信息是无法同时完成的。现有大部分滤波器是在去除噪声和保持边缘之间进行折衷。在Han等人方法的基础上提出了一种在去除噪声和保持边缘方面最优的滤波器。它在去除噪声同时能够有效保持边缘信息  相似文献   

3.
SAR图像斑点噪声抑制方法与应用研究   总被引:8,自引:4,他引:4  
黄世奇  刘代志 《测绘学报》2006,35(3):245-250
通过详细分析SAR图像的判读和应用斑点噪声的算法,得出:多视处理能有效地平滑噪声,但降低空间分辨率;基于空间域滤波算法能有效地平滑斑点噪声,但不同程度地损失边缘和细节信息;基于变换域的小波多尺度滤波可以较好地保持边缘信息,然而其滤波效果不理想。在此基础上提出利用小波分析技术把两种或两种以上的单个滤波方法进行融合,在有效去除斑点噪声时能够较好地保持边缘、细节和纹理信息。最后初步讨论在实际应用中应根据不同情况和要求选择相应的滤波方法。  相似文献   

4.
小波变换由于其良好的时频分离特性以及接近人类视觉系统的多分辨分析,在SAR图像的去噪和复原中得到了很好的应用,但是经典小波变换不具备平移不变性,且得到的高频分量的方向非常有限。复数小波变换是一种具有近似平移不变性、更多方向选择性且能够完全重构的双数正交小波变换,在图像去噪方面表现出更强的性能。建立了复数小波变换分解与重构的过程,并对分解后的实部和虚部图像的高频部分分别进行局部非线性软阈值法滤波。实验结果显示,复数小波变换较小波变换不仅滤除了更多的噪声,而且得到的图像边缘更加平滑。  相似文献   

5.
干涉雷达复图像配准与干涉纹图的增强   总被引:16,自引:0,他引:16  
杨清友  王超 《遥感学报》1999,3(2):122-127
干涉雷达复图像之间的精确匹配技术是提高雷达干涉测量精度的关键之一。首先讨论了干涉雷达复图像配准过程中所要考虑的问题,然后给出了一个切实可行的配准方法,并把该方法应用于新疆喀拉卡什SIR-C/X-SARL波段干涉数据处理。干涉雷达复图像配准之后可以生成干涉纹图,为了消除干涉纹图中的噪声,尝试了中值波波和方向平滑两种方法。  相似文献   

6.
在线性多通道最优求和滤波算法的基础上,提出一种基于特征保持的线性多通道最优求和滤波算法。该方法结合图像局域方差系数和具有恒虚警概率的比值结构检测,对滤波窗口内图像的纹理结构进行检测和判断,有区别地进行滤波去噪。该算法在去除斑点噪声的同时,可减少边缘、线及点目标等纹理信息的损失。  相似文献   

7.
Closed form solutions for transforming 3D Cartesian to geodetic coordinates reduce the problem to finding the real solutions of the fourth degree latitude equation or variations of it. By using symbolic tools (Sturm–Habicht coefficients and subresultants mainly) we study the methods (and polynomials) proposed by Vermeille and Borkowski to solve this problem. For Vermeille approach, the region where it cannot be applied is completely characterized. For those points it is shown how to transform 3D Cartesian to geodetic coordinates and a new method for solving Vermeille equation for those cases not yet covered is introduced. Concerning Borkowski’s approach, the symbolic analysis produces a complete characterization of the singular cases (i.e. where multiple roots appear).  相似文献   

8.
This paper reports on the smoothing/filtering analysis of a digital surface model (DSM) derived from LiDAR altimetry for part of the River Coquet, Northumberland, UK using loess regression and the 2D discrete wavelet transform (DWT) implemented in the S-PLUS and R statistical packages. The chosen method of analysis employs a simple method to generate ‘noise’ which is then added to a smooth sample of LiDAR data; loess regression and wavelet methods are then used to smooth/filter this data and compare with the original ‘smooth’ sample in terms of RMSE. Various combinations of functions and parameters were chosen for both methods. Although wavelet analysis was effective in filtering the noise from the data, loess regression employing a quadratic parametric function produced the lowest RMSE and was the most effective.  相似文献   

9.
A Novel Technique for Noise Reduction in InSAR Images   总被引:3,自引:0,他引:3  
This letter proposes a new technique for noise reduction applied to synthetic aperture radar interferometry. This technique involves a nonlinear filter that separates the interferogram into two components: one containing the smooth (low frequency) part and the other containing the detail (high frequency) part. The smooth part is obtained using a combination of a median filter and a smoothing filter. The detail component is obtained by subtracting the smooth component from the original signal. This detail component is filtered to remove noise and then added to the smooth component to generate the final output. Both simulated and real data are used to evaluate the performance of the proposed technique under different conditions. The experimental results show that the proposed technique outperforms most commonly used interferometric phase filters  相似文献   

10.
随着互联网的发展,以百度地图为代表的互联网地图被广泛应用到地理信息管理系统中。为了将以外业GPS测量为主的矢量数据应用到这类系统中,需要进行由WGS-84经纬度到百度平面坐标的转换。目前,借助百度官方提供的坐标转换API可以实现这种形式的坐标在线转换,然而这些矢量数据往往是以地图服务的形式发布在内网环境中,无法实现在线转换,故亟待引入一种离线转换算法。本文正是基于这种需求,提出了一种依托控制点库的WGS-84经纬度向百度平面坐标的离线转换方法,并对这种方法进行了精度评价。结果表明,该算法的转换精度可达米级,误差的主要来源为建立控制点库时在线调用百度坐标转换API产生的误差。  相似文献   

11.
Multipath is one of the main error sources in high-precision global positioning system (GPS) dynamic deformation monitoring, as it is difficult to be mitigated by differencing between observations. In addition, since a specific frequency threshold value between multipath and deformation signals may not exist, multipath is usually inseparable from the low-frequency vibration signal using conventional frequency-domain filter methods. However, the multipath repeats in two sidereal days when the surroundings of a GPS antenna remain unchanged. This characteristic can be exploited to model and thus mitigate multipath effectively in dynamic deformation monitoring. Unfortunately, a major issue is that the degree of repeatability decreases as the interval between first day and subsequent days increases. To overcome this problem, we develop a new sidereal filtering referred to as reference EMD-ICA (EMD-ICA-R), where empirical mode decomposition (EMD) and independent component analysis (ICA) are jointly used to model multipath and renew the reference multipath. For the successful implementation of the EMD-ICA-R, an a priori denoised multipath signal is needed as a reference. We further propose to use the principal component analysis (PCA) method to extract more accurate reference multipath signal and form a combined PCA-EMD-ICA-R approach. Simulation experiments with a motion simulation platform were conducted, and the testing results indicate that the proposed methods can mitigate the multipath by around 67 % when a reliable reference multipath signal is extracted from a static situation. Furthermore, simulation experiments with different deformation signals added into the coordinate time series of three consecutive days show that the two proposed methods are also effective in a dynamic situation. Since wavelet filtering is used to denoise the reference multipath signals in the new approaches, simulation experiments with several wavelet filters are tested, and the results indicate that the PCA-EMD-ICA-R approach can work well with various wavelet filters.  相似文献   

12.
地籍测量中,单一系统无法满足定位要求,组合定位技术应运而生.其中,捷联惯性导航系统(SINS)和GPS组合定位应用最为广泛.在卫星信号受到干扰失效区域,系统进入纯SINS解算,定位误差会逐渐累积,无法满足定位精度要求.针对此问题,提出一种长短期记忆(LSTM)神经网络辅助的组合定位算法.根据LSTM神经网络能够有效运用...  相似文献   

13.
14.
In this paper, we propose an adaptive filtering technique for Synthetic Aperture Radar (SAR) images. A new windowing technique is introduced where the total window is divided into five equal sized overlapping sub-windows. The pixel to be filtered is a part of each of these sub-windows. A weighted mean of all sub-windows is computed for the pixel under consideration. The weights are accounted from a measure of heterogeneity calculated for each sub-windows. The filter is able to adapt automatically and adjust the speckle suppression strength based on local statistics. This allows the filter to preserve edges while strongly suppressing speckle over homogeneous areas. The proposed filter was compared with some well known SAR filtering techniques in terms of speckle suppression and edge preservation ability. Several experiments were performed on datasets acquired from both air-borne and space-borne SAR platforms. Some well known indices were used for quantitative comparison with other filters. Among the filters compared, the proposed filter shows good speckle suppression ability while still exhibiting reasonable edge preservation ability.  相似文献   

15.
Accurate estimates of the velocity and acceleration of a platform are often needed in high dynamic positioning, airborne gravimetry, and geophysics. In turn, differentiation of GPS signals is a crucial process for obtaining these estimates. It is important in the measurement domain where, for example, the phase measurements are used along with their instantaneous derivative (Doppler) to estimate position and velocity. It is also important in postprocessing, where acceleration is usually estimated by differentiating estimates of position and velocity. Various methods of differentiating a signal can have very different effects on the resulting derivative, and their suitability varies from situation to situation. These comments set the stage for the investigations in this article. The objective is twofold: (1) to carry out a comprehensive study of possible differentiation methods, characterizing each in the frequency domain; and (2) to use real data to demonstrate each of these methods in both of the measurement and position domains, in conditions of variable, high, or unknown dynamics. Examples are given using real GPS data in both the measurement domain and in the position and velocity domain. The appropriate differentiator is used in several cases of varying dynamics to derive a Doppler signal from carrier phase measurements (rather than using the raw Doppler generated by the receiver). In the statistic case, it is seen that the accuracy of velocity estimates can be improved from 4.0 mm/s to 0.7 mm/s by using the correct filter. In conditions of medium dynamics experienced in an airborne gravity survey, it is demonstrated that accelerations as the 2–4 mGal level (1 mGal = 0.00001 m/s2) can be obtained at the required filtering periods. Finally, a precision motion table is used to show that when using the correct filter, velocity estimates under high dynamics can be improved by an order of magnitude to 27.0 mm/s. ? 1999 John Wiley & Sons, Inc.  相似文献   

16.
刘建波  马勇  武易天  陈甫 《遥感学报》2016,20(5):1038-1049
针对遥感图像的"时空矛盾",评述了当前解决这一问题最主要的方法即遥感时空信息融合的方法,包括基于变化模型的融合、基于重建模型的融合以及基于学习模型的融合。通过分析各个模型的研究现状,指出了每种模型方法的优劣,特别重点介绍了影响较大的自适应时空融合方法的理论以及对其的改进算法。同时本文总结了当前时空融合模型在长时间序列模拟以及大区域数据集生成等方面的实际应用的效果,以及分析了影响时空融合结果的主要因素。最后基于这些问题和影响因素提出了今后时空融合模型发展的目标和方向。  相似文献   

17.
高分辨率SAR影像斑点噪声滤除方法的研究   总被引:9,自引:6,他引:3  
SAR影像中一般都存在着斑点噪声,它严重干扰了地物信息的提取与SAR影像的应用,影响了地物的判读,因此,抑制SAR影像斑点噪声对SAR影像的应用有着重要意义。本文首先分析了斑点噪声的产生机理及数学模型,然后介绍了滤除斑点噪声的方法,重点介绍了几种局域统计自适应滤波,总结了SAR斑点噪声滤除的两种数学模型作为构造SAR斑点噪声滤除方法的基础,然后针对几种典型的滤波算法进行了对比试验,最后提出了一套对这些滤波斑点噪声滤除效果的定量化评价指标,并运用到试验中,指导SAR影像斑点噪声的滤除以及滤波算法的构造。  相似文献   

18.
多模型卡尔曼滤波在地磁场航海测量中的应用   总被引:1,自引:0,他引:1  
由于卡尔曼滤波对模型精度有很强的依赖性,因此实际的地磁场测量系统中,宜采用多模型自适应卡尔曼滤波,以提高状态估计的准确度。针对并行子滤波器间的数据融合问题,提出了"距离"意义下的数据融合新算法,应用结果表明算法具有实用性。探讨了通过检验并行子滤波器状态估计一致性的模型误差识别方法,并将其应用于监测地磁场测量系统中船舶磁化参数的变化。  相似文献   

19.
基于光谱信息的遥感图像空间域自适应滤波   总被引:5,自引:0,他引:5  
遥感图像往往由于内外因素的干扰含有各种噪声 ,为提高图像质量人们对其进行滤波。常规的滤波方式完全基于图像空间域 ,在消除异常点使图像平滑的同时使边界变得不清楚从而使图像模糊 ;或者正相反 ,在边缘信息得到增强时也放大了图像噪声而使图像变得粗糙。该文的自适应滤波方法充分利用多光谱和高光谱遥感图像的光谱维信息 ,滤波时不仅要使均匀的地块得到平滑 ,而且要使地块间的边缘、局部的异常点、线仍然得到保存、在光滑的同时尽量保持原有的数值特征  相似文献   

20.
针对传统基于空间插值和时间序列上的插值补全形变缺失数据的方法在空间点位分布稀疏、观测值连续缺失以及含有粗差的情况下插补效果不佳的问题,提出了一种基于抗差Kriged Kalman Filter的形变缺失数据插补方法。该方法是一种时空插值的算法,在空间点位分布稀疏时考虑时间上的相关性,在时间上出现连续缺失时考虑其他点位对插补点的影响,以提高插补缺失数据的精度。又将抗差估计融合到Kriged Kalman Filter中以抵抗形变数据中粗差对插补精度的影响。利用模拟数据及天津GPS地面沉降数据进行了实验分析。结果表明:由于该法考虑了监测点的时空相关性以及具有抗差性能,使得插补结果在空间点位稀疏、连续缺失或具有粗差的情况下都具有较高的插补精度。  相似文献   

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