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Outlier detection algorithm for satellite gravity gradiometry data using wavelet shrinkage de-noising 被引量:1
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作者 Wu Yunlong Li Hui +2 位作者 Zou Zhengbo Kang Kaixuan Muhammad Sadiq 《Geodesy and Geodynamics》 2012年第2期47-52,共6页
On the: basis of wavelet theory, we propose an outlier-detection algorithm for satellite gravity ometry by applying a wavelet-shrinkage-de-noising method to some simulation data with white noise and ers. The result S... On the: basis of wavelet theory, we propose an outlier-detection algorithm for satellite gravity ometry by applying a wavelet-shrinkage-de-noising method to some simulation data with white noise and ers. The result Shows that this novel algorithm has a 97% success rate in outlier identification and that be efficiently used for pre-processing real satellite gravity gradiometry data. 展开更多
关键词 satellite gravity gradiometry outlier detection wavelet shrinkage THRESHOLD Haar wavelet
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Alternating Minimization Method for Total Variation Based Wavelet Shrinkage Model 被引量:2
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作者 Tieyong Zeng Xiaolong Li Michael Ng 《Communications in Computational Physics》 SCIE 2010年第10期976-994,共19页
In this paper,we introduce a novel hybrid variational model which generalizes the classical total variation method and the wavelet shrinkage method.An alternating minimization direction algorithm is then employed.We a... In this paper,we introduce a novel hybrid variational model which generalizes the classical total variation method and the wavelet shrinkage method.An alternating minimization direction algorithm is then employed.We also prove that it converges strongly to the minimizer of the proposed hybrid model.Finally,some numerical examples illustrate clearly that the new model outperforms the standard total variation method and wavelet shrinkage method as it recovers better image details and avoids the Gibbs oscillations. 展开更多
关键词 Alternating minimization CONVERGENCE Gibbs oscillation wavelet shrinkage total variation
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Wavelet inverse scale space for image restoration 被引量:1
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作者 Binbin Hao Jianguang Zhu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第6期929-935,共7页
This paper proposes a model for image restoration by combining the wavelet shrinkage and inverse scale space (ISS) method. The ISS is applied to the wavelet representation to modify the retained wavelet coefficients... This paper proposes a model for image restoration by combining the wavelet shrinkage and inverse scale space (ISS) method. The ISS is applied to the wavelet representation to modify the retained wavelet coefficients, and the coefficients smaller than the threshold are set to zero. The curvature term of the ISS can remove the edge artifacts and preserve sharp edges. For the multiscale interpretation of the ISS and the multiscale property of the wavelet representation, small details are preserved. This paper illustrates that the wavelet ISS model can be deduced from the wavelet based on a total variation minimization problem. A stopping criterion is obtained from this minimization in the sense of the Bregman distance in the wavelet domain. Numerical examples show the improvement for the image denoising with the proposed method in the sense of the signal to noise ratio and with fewer details remained in the residue. 展开更多
关键词 wavelet shrinkage inverse scale space (ISS) curva-ture term total variation minimization image restoration.
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Image inpainting using complex 2-D dual-tree wavelet transform
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作者 YANG Jian-bin 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2011年第1期70-76,共7页
The dual-tree complex wavelet transform is a useful tool in signal and image process- ing. In this paper, we propose a dual-tree complex wavelet transform (CWT) based algorithm for image inpalnting problem. Our appr... The dual-tree complex wavelet transform is a useful tool in signal and image process- ing. In this paper, we propose a dual-tree complex wavelet transform (CWT) based algorithm for image inpalnting problem. Our approach is based on Cai, Chan, Shen and Shen's framelet-based algorithm. The complex wavelet transform outperforms the standard real wavelet transform in the sense of shift-invariance, directionality and anti-aliasing. Numerical results illustrate the good performance of our algorithm. 展开更多
关键词 Image inpainting dual-tree complex wavelet transform wavelet shrinkage method.
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一种基于机器视觉的平面加工机床控制系统的设计 被引量:2
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作者 潘盛湖 张小军 吕东 《工程设计学报》 CSCD 北大核心 2022年第6期784-792,共9页
针对服装、包装等加工行业中须将人工测量的纸质图纸或模型样件的尺寸信息录入计算机并转换成电子加工图纸而导致的加工周期长、生产效率低的问题,提出了一种基于机器视觉的平面加工机床控制系统,以实现对纸质图纸或模型样件的快速检测... 针对服装、包装等加工行业中须将人工测量的纸质图纸或模型样件的尺寸信息录入计算机并转换成电子加工图纸而导致的加工周期长、生产效率低的问题,提出了一种基于机器视觉的平面加工机床控制系统,以实现对纸质图纸或模型样件的快速检测。采用“ARM+DSP”方式搭建了主从式运动控制系统,设计了系统各部分功能模块。构建了“工控机+工业CCD (charge coupled device,电荷耦合器件)相机+光源控制”的视觉检测系统,结合FAWS (feature adaptive wavelet shrinkage,自适应特征的小波收缩)算法和麻雀搜索算法提出一种改进的FAWS算法进行图像降噪,并采用Canny算法进行图像边缘检测,实现图像轮廓的准确提取。设计了图像轮廓提取、轮廓数据转换为加工数据、数据通信等处理程序,实现了基于机器视觉的快速检测以及在系统加工过程中的人机交互。最后,对系统进行了实验测试,对实际加工效果进行了评价。结果表明,采用所研制的平面加工机床控制系统不仅能显著提高生产效率,而且能减小图像轮廓的误差。其性能稳定可靠,具有一定的工程实用价值。 展开更多
关键词 平面加工机床 视觉检测 图像处理 FAWS(feature adaptive wavelet shrinkage 自适应特征的小波收缩)算法 麻雀搜索算法 CANNY算法
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Implementation of GPR Signals De-Noising Based on DSP
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作者 CHEN Xiao-li TIAN Mao ZHOU Hui-lin 《Wuhan University Journal of Natural Sciences》 EI CAS 2005年第6期1005-1008,共4页
An important issue of ground-penetrating radar (GPR) signals analysis is de-noising thai is the guarantee of acquiring good detecting effect. The paper illustrates a successful application of digital single process... An important issue of ground-penetrating radar (GPR) signals analysis is de-noising thai is the guarantee of acquiring good detecting effect. The paper illustrates a successful application of digital single processor (DSP) based on wavelet shrinkage algorithm. In order to realize real-time GPP, signals analysis, some key issues are discussed such as the realization of fast wavelet transformation, the selection of CPU chip and the optimization of data movement. Experimenial results show that the DSP based application not only basically meets the real-time requirement of GPP, signals analysis, but also assures the quality of the GPR signals analysis. 展开更多
关键词 wavelet shrinkage de-noising GPR digital signal processor real time soft thresholding SNR
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