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Fast algorithm for constructing neighbor-joining phylogenetic trees 被引量:3
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作者 陈宁涛 王能超 施保昌 《Journal of Southeast University(English Edition)》 EI CAS 2006年第2期176-179,共4页
To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computat... To improve the performance of Saitou and Nei's algorithm (SN) and Studier and Keppler's improved algorithm (SK) for constructing neighbor-joining phylogenetic trees and reduce the time complexity of the computation, a fast algorithm is proposed. The proposed algorithm includes three techniques. First, a linear array A[N] is introduced to store the sum of every row of the distance matrix (the same as SK), which can eliminate many repeated computations. Secondly, the value of A [i] is computed only once at the beginning of the algorithm, and is updated by three elements in the iteration. Thirdly, a very compact formula for the sum of all the branch lengths of operational taxonomic units (OTUs) i and j is designed, and the correctness of the formula is proved. The experimental results show that the proposed algorithm is from tens to hundreds times faster than SN and roughly two times faster than SK when N increases, constructing a tree with 2 000 OTUs in 3 min on a current desktop computer. To earn the time with the cost of the space and reduce the computations in the innermost loop are the basic solutions for algorithms with many loops. 展开更多
关键词 phylogenetic tree neighbor-joining method fast algorithm progressive multiple alignment
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基于自适应阈值的型钢精确角点FAST检测算法
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作者 包家汉 孙德尚 +1 位作者 黄建中 胡政 《上海交通大学学报》 北大核心 2025年第5期691-702,共12页
基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策... 基于机器视觉的在线型钢平直度检测中,对型钢图像关键角点快速、准确地提取是实现精确检测的关键技术问题.针对加速分割检验特征提取(FAST)算法需要人工设定角点筛选阈值和角点提取存在大量伪角点的问题,提出一种自适应阈值生成及校正策略,能够在自动获取初始阈值的基础上,根据角点数是否达到初始角点集要求对阈值实时校正直至达到适当值,以减少关键角点遗漏.在采用FAST提取角点的基础上,利用最小核心值相似区域(SUSAN)算法剔除伪角点,以保证关键角点提取的有效性.试验证明,这种基于自适应阈值的FAST角点检测算法(FAST-A),在检测环境和对象特性发生变化时,仍然可以准确、快速地检测到型钢关键角点,在为型钢平直度检测实时提供精确角点的基础上,提高角点提取的自适应性. 展开更多
关键词 型钢 角点检测 加速分割检验特征提取算法 最小核心值相似区域算法 自适应阈值
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Improvement and performance of parallel multilevel fast multipole algorithm 被引量:16
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作者 Zhanhe Liu Peilin Huang +1 位作者 Zhe Wu Xu Gao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第1期164-169,共6页
The method of establishing data structures plays an important role in the efficiency of parallel multilevel fast multipole algorithm(PMLFMA).Considering the main complements of multilevel fast multipole algorithm(M... The method of establishing data structures plays an important role in the efficiency of parallel multilevel fast multipole algorithm(PMLFMA).Considering the main complements of multilevel fast multipole algorithm(MLFMA) memory,a new parallelization strategy and a modified data octree construction scheme are proposed to further reduce communication in order to improve parallel efficiency.For far interaction,a new scheme called dynamic memory allocation is developed.To analyze the workload balancing performance of a parallel implementation,the original concept of workload balancing factor is introduced and verified by numerical examples.Numerical results show that the above measures improve the parallel efficiency and are suitable for the analysis of electrical large-scale scattering objects. 展开更多
关键词 multilevel fast multipole algorithm(MLFMA) electromagnetic scattering PARALLELIZATION radar cross section(RCS).
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Fast algorithm for simulation of normal and oblique penetration into limestone targets 被引量:2
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作者 Xuguang CHEN Duo ZHANG +1 位作者 Shujian YAO Fangyun LU 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2017年第5期671-688,共18页
A fast algorithm is proposed to predict penetration trajectory in simulation of normal and oblique penetration of a rigid steel projectile into a limestone target. The algorithm is designed based on the idea of isolat... A fast algorithm is proposed to predict penetration trajectory in simulation of normal and oblique penetration of a rigid steel projectile into a limestone target. The algorithm is designed based on the idea of isolation between the projectile and the target. Corresponding factors of influence are considered, including analytical load model, cratering effect, free surface effect, and separation-reattachment phenomenon. Besides, a method of cavity ring is used to study the process of cavity expansion. Further, description of the projectile's three-dimensional gesture is coded for fast calculation, named PENE3D. A presented. As a result, the algorithm is series of cases with selected normal and oblique penetrations are simulated by the algorithm. The predictions agree with the results of tests, showing that the proposed algorithm is fast and effective in simulation of the penetration process and prediction of the penetration trajectory. 展开更多
关键词 fast algorithm isolation between projectile and target analytical loading model ogive-nosed projectile limestone target
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Fast recursive algorithm for two-dimensional Tsallis entropy thresholding method 被引量:2
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作者 Tang Yinggan Di Qiuyan Guan Xinping 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第3期619-624,共6页
Recently, a two-dimensional (2-D) Tsallis entropy thresholding method has been proposed as a new method for image segmentation. But the computation complexity of 2-D Tsallis entropy is very large and becomes an obst... Recently, a two-dimensional (2-D) Tsallis entropy thresholding method has been proposed as a new method for image segmentation. But the computation complexity of 2-D Tsallis entropy is very large and becomes an obstacle to real time image processing systems. A fast recursive algorithm for 2-D Tsallis entropy thresholding is proposed. The key variables involved in calculating 2-D Tsallis entropy are written in recursive form. Thus, many repeating calculations are avoided and the computation complexity reduces to O(L2) from O(L4). The effectiveness of the proposed algorithm is illustrated by experimental results. 展开更多
关键词 image segmentation THRESHOLDING Tsallis entropy fast recursive algorithm
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Fast Algorithm for Nonsubsampled Contourlet Transform 被引量:5
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作者 Chun-Man YAN Bao-Long GUO Meng YI 《自动化学报》 EI CSCD 北大核心 2014年第4期757-762,共6页
多尺度的几何分析(MGA ) 为图象处理作为有效策略被认出了。作为 MGA 的分离工具之一, nonsubsampled contourlet 变换(NSCT ) 广泛地被使用了图象降噪,图象熔化,图象改进,特征抽取等等。然而,处理表演由于它的高冗余性被限制,并... 多尺度的几何分析(MGA ) 为图象处理作为有效策略被认出了。作为 MGA 的分离工具之一, nonsubsampled contourlet 变换(NSCT ) 广泛地被使用了图象降噪,图象熔化,图象改进,特征抽取等等。然而,处理表演由于它的高冗余性被限制,并且导致集中的计算效率。因此,它的快算法在实践被需要。在这份报纸,我们采用一个优化方向性的过滤器银行(DFB ) 并且把它嵌进 NSCT 当使重建的表演的损失细微时,显著地加速计算速度。试验性的结果证明重建的图象质量能满足人的视觉系统。而且,改进 NSCT 有速度关于若干次比传统的的。图象降噪上的试验性的结果也验证建议方法的可行性和效率。 展开更多
关键词 CONTOURLET变换 快速算法 抽样 多尺度几何分析 图像处理 图像去噪 运算速度 图像融合
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General and efficient parallel approach of finite element-boundary integral-multilevel fast multipole algorithm 被引量:3
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作者 Pan Xiaomin Sheng Xinqing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第2期207-212,共6页
A general and efficient parallel approach is proposed for the first time to parallelize the hybrid finiteelement-boundary-integral-multi-level fast multipole algorithm (FE-BI-MLFMA). Among many algorithms of FE-BI-M... A general and efficient parallel approach is proposed for the first time to parallelize the hybrid finiteelement-boundary-integral-multi-level fast multipole algorithm (FE-BI-MLFMA). Among many algorithms of FE-BI-MLFMA, the decomposition algorithm (DA) is chosen as a basis for the parallelization of FE-BI-MLFMA because of its distinct numerical characteristics suitable for parallelization. On the basis of the DA, the parallelization of FE-BI-MLFMA is carried out by employing the parallelized multi-frontal method for the matrix from the finiteelement method and the parallelized MLFMA for the matrix from the boundary integral method respectively. The programming and numerical experiments of the proposed parallel approach are carried out in the high perfor- mance computing platform CEMS-Liuhui. Numerical experiments demonstrate that FE-BI-MLFMA is efficiently parallelized and its computational capacity is greatly improved without losing accuracy, efficiency, and generality. 展开更多
关键词 finite element-boundary integral-multilevel fast multipole algorithm parallelization.
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A novel fast classification filtering algorithm for LiDAR point clouds based on small grid density clustering 被引量:5
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作者 Xingsheng Deng Guo Tang Qingyang Wang 《Geodesy and Geodynamics》 CSCD 2022年第1期38-49,共12页
Clustering filtering is usually a practical method for light detection and ranging(LiDAR)point clouds filtering according to their characteristic attributes.However,the amount of point cloud data is extremely large in... Clustering filtering is usually a practical method for light detection and ranging(LiDAR)point clouds filtering according to their characteristic attributes.However,the amount of point cloud data is extremely large in practice,making it impossible to cluster point clouds data directly,and the filtering error is also too large.Moreover,many existing filtering algorithms have poor classification results in discontinuous terrain.This article proposes a new fast classification filtering algorithm based on density clustering,which can solve the problem of point clouds classification in discontinuous terrain.Based on the spatial density of LiDAR point clouds,also the features of the ground object point clouds and the terrain point clouds,the point clouds are clustered firstly by their elevations,and then the plane point clouds are selected.Thus the number of samples and feature dimensions of data are reduced.Using the DBSCAN clustering filtering method,the original point clouds are finally divided into noise point clouds,ground object point clouds,and terrain point clouds.The experiment uses 15 sets of data samples provided by the International Society for Photogrammetry and Remote Sensing(ISPRS),and the results of the proposed algorithm are compared with the other eight classical filtering algorithms.Quantitative and qualitative analysis shows that the proposed algorithm has good applicability in urban areas and rural areas,and is significantly better than other classic filtering algorithms in discontinuous terrain,with a total error of about 10%.The results show that the proposed method is feasible and can be used in different terrains. 展开更多
关键词 Small grid density clustering DBSCAN fast classification filtering algorithm
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A novel adjustable multiple cross-hexagonal search algorithm for fast block motion estimation 被引量:2
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作者 XIE Chun-lai CHEUNG Chun-ho LIU Wei-zhong 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2007年第8期1304-1310,共7页
In this paper,we propose a novel adjustable multiple cross-hexagonal search(AMCHS) algorithm for fast block motion estimation. It employs adjustable multiple cross search patterns(AMCSP) in the first step and then use... In this paper,we propose a novel adjustable multiple cross-hexagonal search(AMCHS) algorithm for fast block motion estimation. It employs adjustable multiple cross search patterns(AMCSP) in the first step and then uses half-way-skip and half-way-stop technique to determine whether to employ two hexagonal search patterns(HSPs) subsequently. The AMCSP can be used to find small motion vectors efficiently while the HSPs can be used to find large ones accurately to ensure prediction quality. Simulation results showed that our proposed AMCHS achieves faster search speed,and provides better distortion performance than other popular fast search algorithms,such as CDS and CDHS. 展开更多
关键词 Motion estimation fast search algorithm Adjustable search patterns Threshold strategy Hexagonal search pattern
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An adaptive reanalysis method for genetic algorithm with application to fast truss optimization 被引量:3
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作者 Tao Xu Wenjie Zuo +2 位作者 Tianshuang Xu Guangcai Song Ruichuan Li 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2010年第2期225-234,共10页
Although the genetic algorithm (GA) for structural optimization is very robust, it is very computationally intensive and hence slower than optimality criteria and mathematical programming methods. To speed up the de... Although the genetic algorithm (GA) for structural optimization is very robust, it is very computationally intensive and hence slower than optimality criteria and mathematical programming methods. To speed up the design process, the authors present an adaptive reanalysis method for GA and its applications in the optimal design of trusses. This reanalysis technique is primarily derived from the Kirsch's combined approximations method. An iteration scheme is adopted to adaptively determine the number of basis vectors at every generation. In order to illustrate this method, three classical examples of optimal truss design are used to validate the proposed reanalysis-based design procedure. The presented numerical results demonstrate that the adaptive reanalysis technique affects very slightly the accuracy of the optimal solutions and does accelerate the design process, especially for large-scale structures. 展开更多
关键词 Truss structure Adaptive reanalysis ·Genetic algorithm ·fast optimization
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Fast interactive segmentation algorithm of image sequences based on relative fuzzy connectedness 被引量:1
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作者 Tian Chunna Gao Xinbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第4期750-755,共6页
A fast interactive segmentation algorithm of image-sequences based on relative fuzzy connectedness is presented. In comparison with the original algorithm, the proposed one, with the same accuracy, accelerates the seg... A fast interactive segmentation algorithm of image-sequences based on relative fuzzy connectedness is presented. In comparison with the original algorithm, the proposed one, with the same accuracy, accelerates the segmentation speed by three times for single image. Meanwhile, this fast segmentation algorithm is extended from single object to multiple objects and from single-image to image-sequences. Thus the segmentation of multiple objects from complex hackground and batch segmentation of image-sequences can be achieved. In addition, a post-processing scheme is incorporated in this algorithm, which extracts smooth edge with one-pixel-width for each segmented object. The experimental results illustrate that the proposed algorithm can obtain the object regions of interest from medical image or image-sequences as well as man-made images quickly and reliably with only a little interaction. 展开更多
关键词 fuzzy connectedness interactive image segmentation image-sequences segmentation multiple objects segmentation fast algorithm.
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Fast direction of arrival algorithm based on vector-sensor arrays using wideband sources 被引量:1
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作者 孙国仓 惠俊英 陈阳 《Journal of Marine Science and Application》 2008年第3期195-199,共5页
An acoustic vector sensor(AVS)can capture more information than a conventional acoustic pressure sensor(APS).As a result,more output channels are required when multiple AVS are formed into arrays,making processing the... An acoustic vector sensor(AVS)can capture more information than a conventional acoustic pressure sensor(APS).As a result,more output channels are required when multiple AVS are formed into arrays,making processing the data stream computationally intense.This paper proposes a new algorithm based on the propagator method for wideband coherent sources that eliminates eigen-decomposition in order to reduce the computational burden.Data from simulations and lake trials showed that the new algorithm is valid:it resolves coherent sources,breaks left/right ambiguity,and allows inter element spacing to exceed a half-wavelength. 展开更多
关键词 acoustic vector sensor propagator method coherent processing fast algorithm
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Fast period estimation of X-ray pulsar signals using an improved fast folding algorithm 被引量:1
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作者 Minzhang SONG Yidi WANG +4 位作者 Wei ZHENG Liansheng LI Yusong WANG Xiaowei HU Yulong WU 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第10期309-316,共8页
An accurate period is important to recover the pulse profile from a recorded photon event series of an X-ray pulsar and to estimate the pulse time of arrival,which is the measurement of X-ray pulsar navigation.Epoch f... An accurate period is important to recover the pulse profile from a recorded photon event series of an X-ray pulsar and to estimate the pulse time of arrival,which is the measurement of X-ray pulsar navigation.Epoch folding is a classical period estimation method in the time domain;however,its computational complexity grows as the number of trail periods increases.In order to reduce the computational complexity,this paper improves the fast folding algorithm through segment correlation and amplitude accumulation,which is based on the post-order traversal of a binary tree.Compared with epoch folding,the improved fast folding algorithm can achieve a similar accuracy at the cost of a lower computational burden.Compared with the original fast folding algorithm,the improved algorithm can be applied to detectors with a much smaller effective area.The performance of the method is investigated by simulation data and observation data from the Neutron star Interior Composition Explorer(NICER). 展开更多
关键词 Epoch folding fast folding algorithm Pulsar spin period Phase estimation X-ray pulsar
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基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量 被引量:1
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作者 蔡引娣 孙梓盟 +3 位作者 李世雄 牛超 葛太坤 高鑫巍 《光学精密工程》 北大核心 2025年第3期466-475,共10页
为了实现非标复杂构件折叠翼几何尺寸的高精度、高效率测量,提出一种基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量方法,解决了传统人工测量方法存在的测量精度低、重复性差及效率低等问题。通过在传统CannyFAST算法中引入Douglas-... 为了实现非标复杂构件折叠翼几何尺寸的高精度、高效率测量,提出一种基于改进Canny-FAST算法的折叠翼几何尺寸自动化测量方法,解决了传统人工测量方法存在的测量精度低、重复性差及效率低等问题。通过在传统CannyFAST算法中引入Douglas-Peucker算法的方式以简化折叠翼轮廓特征,解决了传统Canny-FAST算法在提取特征复杂轮廓角点时提取精度低、稳定性不好等问题,提高了折叠翼几何尺寸的测量精度。基于提出方法研制了折叠翼几何尺寸自动化测量系统,通过建立该系统中测量模块和运动模块的自动交互通讯,实现折叠翼几何尺寸高精度、高稳定性和高效率的自动化测量。经实验表明,自研的折叠翼几何尺寸自动化测量系统长度测量精度优于65μm,角度测量精度优于0.049°,满足折叠翼几何尺寸测量精度要求。 展开更多
关键词 折叠翼 图像拼接 自动化 Canny-fast算法 DOUGLAS-PEUCKER算法
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A fast algorithm for multivariate Hermite interpolation
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作者 LEI Na TENG Yuan REN Yu-xue 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2014年第4期438-454,共17页
Multivariate Hermite interpolation is widely applied in many fields, such as finite element construction, inverse engineering, CAD etc.. For arbitrarily given Hermite interpolation conditions, the typical method is to... Multivariate Hermite interpolation is widely applied in many fields, such as finite element construction, inverse engineering, CAD etc.. For arbitrarily given Hermite interpolation conditions, the typical method is to compute the vanishing ideal I (the set of polynomials satisfying all the homogeneous interpolation conditions are zero) and then use a complete residue system modulo I as the interpolation basis. Thus the interpolation problem can be converted into solving a linear equation system. A generic algorithm was presented in [18], which is a generalization of BM algorithm [22] and the complexity is O(τ^3) where r represents the number of the interpolation conditions. In this paper we derive a method to obtain the residue system directly from the relative position of the points and the corresponding derivative conditions (presented by lower sets) and then use fast GEPP to solve the linear system with O((τ + 3)τ^2) operations, where τ is the displacement-rank of the coefficient matrix. In the best case τ = 1 and in the worst case τ = [τ/n], where n is the number of variables. 展开更多
关键词 vanishing ideal multivariate Hermite interpolation displacement structure fast GEPP algorithm.
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FAST DFT ALGORITHM WITH (N-1) / 2 MULTIPLICATIONS
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作者 Zhang YanzhongMinistry of Aero-Space Industry 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 1990年第2期131-139,共9页
A fast algorithm is proposed for recursively computing the DFTs of prime length. Only (N-1) / 2 real multiplications are required to compute all N frequency components in terms of permuting the input data. The multipl... A fast algorithm is proposed for recursively computing the DFTs of prime length. Only (N-1) / 2 real multiplications are required to compute all N frequency components in terms of permuting the input data. The multiplication in recursive computation is replaced by shifting. Complexity of the algorithm is studied. A factor η is introduced and presented. When the ratio of multiplier's period Tm to adder's period Ta is greater than the factor η (i.e.Tm / Ta >η), the new algorithm is faster than FFT. The necessary condition and error of the algorithm are studied. The signal-to-noise ratio for different length N is presented. A high accuracy scheme is proposed for improving the SNR about 20 -30dB. 展开更多
关键词 DFT fast DFT algorithm WITH MULTIPLICATIONS N-1 real length than ZHANG IIR high
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A Fast Algorithm for Matching Remote Scene Images
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作者 LIU Jin YAN Li 《Geo-Spatial Information Science》 2008年第3期197-200,共4页
An iterative algorithm to calculate mutual correlation using hierarchical key points and the search space mark principle is proposed. An effective algorithm is designed to improve the matching speed. By hi-erarchical ... An iterative algorithm to calculate mutual correlation using hierarchical key points and the search space mark principle is proposed. An effective algorithm is designed to improve the matching speed. By hi-erarchical key point algorithm and mutual correlation coefficients of the matching images, the important points can be iteratively calculated in the images hierarchically, and the correlation coefficient can be ob-tained with satisfactory precision. Massive spots in the parameter space which are impossible to match can be removed by the search space mark principle. Two approximate continuities in the correlation image matching process, the image gray level distribution continuity and the correlation coefficient value in the parameter space continuity, are considered in the method. The experiments show that the new algorithm can greatly enhance matching speed and achieve accurate matching results. 展开更多
关键词 image correlation matching fast algorithm iterative algorithm
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AN IMPROVED FAST BLIND DECONVOLUTION ALGORITHM BASED ON DECORRELATION AND BLOCK MATRIX
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作者 Yang Jun'an He Xuefan 《Journal of Electronics(China)》 2008年第5期577-582,共6页
In order to alleviate the shortcomings of most blind deconvolution algorithms,this paper proposes an improved fast algorithm for blind deconvolution based on decorrelation technique and broadband block matrix.Althougt... In order to alleviate the shortcomings of most blind deconvolution algorithms,this paper proposes an improved fast algorithm for blind deconvolution based on decorrelation technique and broadband block matrix.Althougth the original algorithm can overcome the shortcomings of current blind deconvolution algorithms,it has a constraint that the number of the source signals must be less than that of the channels.The improved algorithm deletes this constraint by using decorrelation technique.Besides,the improved algorithm raises the separation speed in terms of improving the computing methods of the output signal matrix.Simulation results demonstrate the validation and fast separation of the improved algorithm. 展开更多
关键词 Blind deconvolution fast algorithm DECORRELATION Block matrix
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A Fast Algorithm for Improving the Visual Distance in Fog
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作者 YANG Wei XIAO Zhi-tao +1 位作者 YU Jian YAN Zhi-jie 《Semiconductor Photonics and Technology》 CAS 2009年第4期241-246,共6页
Images captured outdoor usually degenerate because of the bad weather conditions,among which fog,one of the widespread phenomena,affects the video quality greatly.The physical features of fog make the video blurred an... Images captured outdoor usually degenerate because of the bad weather conditions,among which fog,one of the widespread phenomena,affects the video quality greatly.The physical features of fog make the video blurred and the visible distance shortened,seriously impairing the reliability of the video system.In order to satisfy the requirement of image processing in real-time,the normal distribution curve fitting technology is used to fit the histogram of the sky part and the region growing method is used to segment the region of sky.As for the non-sky part,a method of self-adaptive interpolation to equalize the histogram is adopted to enhance the contrast of the images.Experiment results show that the method works well and will not cause block effect. 展开更多
关键词 fog image INTERPOLATION region growing histogram equalization fast algorithm normaldistribution
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Comparison of fast discrete wavelet transform algorithms
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作者 孟书苹 《Journal of Chongqing University》 CAS 2005年第2期84-89,共6页
This paper presents an analysis on and experimental comparison of several typical fast algorithms for discrete wavelet transform (DWT) and their implementation in image compression, particularly the Mallat algorithm, ... This paper presents an analysis on and experimental comparison of several typical fast algorithms for discrete wavelet transform (DWT) and their implementation in image compression, particularly the Mallat algorithm, FFT-based algorithm, Short- length based algorithm and Lifting algorithm. The principles, structures and computational complexity of these algorithms are explored in details respectively. The results of the experiments for comparison are consistent to those simulated by MATLAB. It is found that there are limitations in the implementation of DWT. Some algorithms are workable only for special wavelet transform, lacking in generality. Above all, the speed of wavelet transform, as the governing element to the speed of image processing, is in fact the retarding factor for real-time image processing. 展开更多
关键词 discrete wavelet transforms (DWT) fast algorithms computational complexity
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