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Splitting and Merging Based Multi-model Fitting for Point Cloud Segmentation 被引量:6
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作者 Liangpei ZHANG Yun ZHANG +2 位作者 Zhenzhong CHEN Peipei XIAO Bin LUO 《Journal of Geodesy and Geoinformation Science》 2019年第2期78-89,共12页
This paper deals with the massive point cloud segmentation processing technology on the basis of machine vision, which is the second essential factor for the intelligent data processing of three dimensional conformati... This paper deals with the massive point cloud segmentation processing technology on the basis of machine vision, which is the second essential factor for the intelligent data processing of three dimensional conformation in digital photogrammetry. In this paper, multi-model fitting method is used to segment the point cloud according to the spatial distribution and spatial geometric structure of point clouds by fitting the point cloud into different geometric primitives models. Because point cloud usually possesses large amount of 3D points, which are uneven distributed over various complex structures, this paper proposes a point cloud segmentation method based on multi-model fitting. Firstly, the pre-segmentation of point cloud is conducted by using the clustering method based on density distribution. And then the follow fitting and segmentation are carried out by using the multi-model fitting method based on split and merging. For the plane and the arc surface, this paper uses different fitting methods, and finally realizing the indoor dense point cloud segmentation. The experimental results show that this method can achieve the automatic segmentation of the point cloud without setting the number of models in advance. Compared with the existing point cloud segmentation methods, this method has obvious advantages in segmentation effect and time cost, and can achieve higher segmentation accuracy. After processed by method proposed in this paper, the point cloud even with large-scale and complex structures can often be segmented into 3D geometric elements with finer and accurate model parameters, which can give rise to an accurate 3D conformation. 展开更多
关键词 machine VISION 3D CONFORMATION point cloud segmentation splitting and merging MULTI-model FITTING
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MERGING AND SPLITTING SECOND-ORDER SELF-SIMILAR PROCESSES (TRAFFICS) 被引量:2
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作者 施建俊 诸鸿文 《Journal of Shanghai Jiaotong university(Science)》 EI 2000年第2期33-37,共5页
Recent traffic measurements in corporate LANs, Variable Bit Rate (VBR) video sources, ISDN control channels, and other communication systems, have indicated traffic behavior of self similar nature, which has implicati... Recent traffic measurements in corporate LANs, Variable Bit Rate (VBR) video sources, ISDN control channels, and other communication systems, have indicated traffic behavior of self similar nature, which has implications for design, control and analysis of high speed networks. Merging and splitting are two basic networking operations. This paper gave the necessary and sufficient conditions for that merging of second order self similar traffic streams also results in a second order self similar stream. It shows that splitting traffic streams of the second order self similar stream are still self similar streams by the independent splitting operation. 展开更多
关键词 SELF similar TRAFFIC merging TRAFFIC splitting TRAFFIC Document code:A
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Dynamic splitting and merging of an atom cloud on an atom chip
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作者 柯敏 颜波 +1 位作者 程峰 王育竹 《Chinese Physics B》 SCIE EI CAS CSCD 2009年第11期4823-4828,共6页
Chip-based atom interferometers bring together the advantages of atom chips and Bose-Einstein condensates. Their central prerequisite is that a condensate can be coherently split into two halves with a determined rela... Chip-based atom interferometers bring together the advantages of atom chips and Bose-Einstein condensates. Their central prerequisite is that a condensate can be coherently split into two halves with a determined relative phase. This paper demonstrates the dynamical splitting and merging of an atom cloud with two U-wires on an atom chip. Symmetrical and asymmetrical splittings are realized by applying a bias field with different directions and magnitudes. The trajectories of the splitting are consistent with theoretical calculations. The atom chip is a good candidate for constructing an atom interferometer. 展开更多
关键词 atom chip dynamic splitting and merging chip-based atom interferometers
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Application of A New Anchor Cable Mounting Rod in the Lower Soft Coal Seam of Splitting and Merging Coal
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作者 XIONG Lijun ZHA Wenhua 《Journal of Landscape Research》 2017年第6期25-28,共4页
To obtain the deep displacement of the coal seam in the working face,multi-point displacements were installed in the coal seam, but the installation of multi-point displacement is differen tunder different geological ... To obtain the deep displacement of the coal seam in the working face,multi-point displacements were installed in the coal seam, but the installation of multi-point displacement is differen tunder different geological conditions. This paper is based on the splitting and merging of 7_1 coal and 7_2 coal in Huaibei Mining(Group) Co., Ltd., and analyzes properties of the roof andcoal in the 7_2 coal of the lower coal seam of bifurcation area, and calculates the damage depth of the floor in the process of 7_1 coal mining. The multi-point displacement meter installation is often challenged by hole collapse, stuck pole and broken installation rod in 7_2 coal of the soft coal seam of bifurcation area, as a result, the base points can't be installed in the specified location. In view of this, this paper adopts a new anchor cable mounting rod which can install the whole base points to the specified location without stuck pole or broken mounting stem. All the basic displacement data can be obtained, and the law of mine pressure appearance in stope and tunnel can be accurately controlled, which can be used to maintain the stability of roadway and the safety of stope. 展开更多
关键词 Deep displacement Multi-point displacement meter splitting and merging Lower coal seam New anchor cable mounting rod
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Application of neural network merging model in dam deformation analysis 被引量:5
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作者 张帆 胡伍生 《Journal of Southeast University(English Edition)》 EI CAS 2013年第4期441-444,共4页
In order to improve the prediction accuracy and test the generalization ability of the dam deformation analysis model, the back-propagation(BP) neural network model for dam deformation analysis is studied, and the m... In order to improve the prediction accuracy and test the generalization ability of the dam deformation analysis model, the back-propagation(BP) neural network model for dam deformation analysis is studied, and the merging model is built based on the neural network BP algorithm and the traditional statistical model. The three models mentioned above are calculated and analyzed according to the long-term deformation observation data in Chencun Dam. The analytical results show that the average prediction accuracies of the statistical model and the BP neural network model are ~ 0.477 and +- 0.390 mm, respectively, while the prediction accuracy of the merging model is ~0. 318 mm, which is improved by 33% and 18% compared to the other two models, respectively. And the merging model has a better generalization ability and broad applicability. 展开更多
关键词 dam deformation analysis neural network statistical model merging model
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Capacity model of on-rampmerging section of urban expressway 被引量:3
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作者 曲昭伟 曹宁博 +2 位作者 陈永恒 白乔文 孙磊 《Journal of Southeast University(English Edition)》 EI CAS 2016年第2期226-232,共7页
To establish the empirical capacity model of an on- ramp merging section, the Erlang distribution is first selected to define the time headway distribution, and then the gap acceptance theory is applied to develop the... To establish the empirical capacity model of an on- ramp merging section, the Erlang distribution is first selected to define the time headway distribution, and then the gap acceptance theory is applied to develop the basic capacity model of the on-ramp merging section. Since not all the time headways on the shoulder lane can be made full use of by on- ramp vehicles, a modified capacity model is developed, which takes the usage probability of time headway into consideration. Then, a model of capacity discount coefficient ~: is developed. Finally, based on the modified capacity model and the model of capacity discount coefficient, an empirical merge capacity model which contains the shoulder lane volume, critical gap, and the distance from nose to merging point, is constructed. Results show that, compared with other models, the proposed model is more reasonable since it takes merging section geometry into consideration, and it is easy to apply. The merge capacity varies with the shoulder lane volume, the critical gap, the distance between the nose and the merging point, and the design velocity of the shoulder lane and ramp. 展开更多
关键词 merging section empirical capacity model urbanexpressway gap acceptance
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Dam deformation analysis based on BPNN merging models 被引量:2
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作者 Jingui Zou Kien-Trinh Thi Bui +1 位作者 Yangxuan Xiao Chinh Van Doan 《Geo-Spatial Information Science》 SCIE CSCD 2018年第2期149-157,共9页
Hydropower has made a significant contribution to the economic development of Vietnam,thus it is important to monitor the safety of hydropower dams for the good of the country and the people.In this paper,dam horizont... Hydropower has made a significant contribution to the economic development of Vietnam,thus it is important to monitor the safety of hydropower dams for the good of the country and the people.In this paper,dam horizontal displacement is analyzed and then forecasted using three methods:the multi-regression model,the seasonal integrated auto-regressive moving average(SARIMA)model and the back-propagation neural network(BPNN)merging models.The monitoring data of the Hoa Binh Dam in Vietnam,including horizontal displacement,time,reservoir water level,and air temperature,are used for the experiments.The results indicate that all of these three methods can approximately describe the trend of dam deformation despite their different forecast accuracies.Hence,their short-term forecasts can provide valuable references for the dam safety. 展开更多
关键词 Dam deformation analysis multi-regression model Back-propagation Neural Network(BPNN) Seasonal Integrated Auto-regressive Moving Average(SARIMA)model merging model
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Random dynamic analysis of vertical train–bridge systems under small probability by surrogate model and subset simulation with splitting 被引量:11
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作者 Huoyue Xiang Ping Tang +1 位作者 Yuan Zhang Yongle Li 《Railway Engineering Science》 2020年第3期305-315,共11页
The response of the train–bridge system has an obvious random behavior.A high traffic density and a long maintenance period of a track will result in a substantial increase in the number of trains running on a bridge... The response of the train–bridge system has an obvious random behavior.A high traffic density and a long maintenance period of a track will result in a substantial increase in the number of trains running on a bridge,and there is small likelihood that the maximum responses of the train and bridge happen in the total maintenance period of the track.Firstly,the coupling model of train–bridge systems is reviewed.Then,an ensemble method is presented,which can estimate the small probabilities of a dynamic system with stochastic excitations.The main idea of the ensemble method is to use the NARX(nonlinear autoregressive with exogenous input)model to replace the physical model and apply subset simulation with splitting to obtain the extreme distribution.Finally,the efficiency of the suggested method is compared with the direct Monte Carlo simulation method,and the probability exceedance of train responses under the vertical track irregularity is discussed.The results show that when the small probability of train responses under vertical track irregularity is estimated,the ensemble method can reduce both the calculation time of a single sample and the required number of samples. 展开更多
关键词 Train–bridge system Ensemble method Surrogate model Nonlinear autoregressive with exogenous input Subset simulation with splitting Small probability
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A New Splitting Active Contour Framework Based on Chan-Vese Piecewise Smooth Model 被引量:3
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作者 LI Can-Fei WANG Yao-Nan LIU Guo-Cai 《自动化学报》 EI CSCD 北大核心 2008年第6期659-664,共6页
根据 Chan-Vese 模型,为图象分割的一个新切开的活跃轮廓方法被介绍。主要想法追随者将在每次重复把一幅图象划分成二部分,它类似于房间切开的过程。然后,模型能在图象检测所有目标或细节。另外,它享受在图象处理任何特定的区域的... 根据 Chan-Vese 模型,为图象分割的一个新切开的活跃轮廓方法被介绍。主要想法追随者将在每次重复把一幅图象划分成二部分,它类似于房间切开的过程。然后,模型能在图象检测所有目标或细节。另外,它享受在图象处理任何特定的区域的优点,甚至不顺序的。而分割被限制到兴趣(ROI ) 而非整个图象的区域,这直接导致计算效率的改进。由于操作的地区性的限制,而且,我们的模型超过存在多相的 Chan-Vese 模型以到初始化的敏感。我们的模型的原则详细被描述,并且方法在水平集合框架下面被实现。合成、医药的图象的实验被执行,并且比较级结果到 Chan-Vese 模型和多相的 Chan-Vese 模型也被显示出。 展开更多
关键词 图象分割技术 图象处理 计算机技术 分段光滑模式
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Generalized Variational Merging of Multi-source Precipitation Data Based on the Non-Gaussian Model
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作者 Jin Shuanglong Wang Gen 《Meteorological and Environmental Research》 CAS 2017年第6期20-26,共7页
Different from other domestic and foreign research in which the optimum interpolation(OI) merging algorithm is commonly used,this paper constructs the non-Gaussian model for generalized variational precipitation data ... Different from other domestic and foreign research in which the optimum interpolation(OI) merging algorithm is commonly used,this paper constructs the non-Gaussian model for generalized variational precipitation data merging research based on the non-Gaussianity of precipitation data. For CMORPH data correction,the probability density function( PDF) matching method is adopted,during which the GAMMA function fitting is utilized,and the generalized variational merging based on non-Gaussian model is used to merge corrected CMORPH precipitation data and station ground observation precipitation data. Meanwhile,we carry out an experiment on CMORPH precipitation data correction and the merging of multisource precipitation data based on non-Gaussian model. By measuring the structural similarity between the merged field and the reference field,we get a merging method that can better retain useful " outliers" which represent weather phenomena. The experimental results accord with our expectations. 展开更多
关键词 CMORPH GAMMA function PDF CORRECTIONS NON-GAUSSIAN model Generalized VARIATIONAL merging
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Joint Flow Splitting,Sorting and Selecting for CQF Scheduling in TSN
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作者 Ma Tao Zhou Feifei +2 位作者 Guan Ti Jiang Qinru Yu Yang 《China Communications》 2025年第4期268-280,共13页
The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Ti... The progress of modern industry has given rise to great requirements for network transmission latency and reliability in domains such as smart grid and intelligent driving.To address these challenges,the concept of Time-sensitive networking(TSN)is proposed by IEEE 802.1TSN working group.In order to achieve low latency,Cyclic queuing and forwarding(CQF)mechanism is introduced to schedule Timetriggered(TT)flows.In this paper,we construct a TSN model based on CQF and formulate the flow scheduling problem as an optimization problem aimed at maximizing the success rate of flow scheduling.The problem is tackled by a novel algorithm that makes full use of the characteristics and the relationship between the flows.Firstly,by K-means algorithm,the flows are initially partitioned into subsets based on their correlations.Subsequently,the flows within each subset are sorted by a new special criteria extracted from multiple features of flow.Finally,a flow offset selecting method based on load balance is used for resource mapping,so as to complete the process of flow scheduling.Experimental results demonstrate that the proposed algorithm exhibits significant advantages in terms of scheduling success rate and time efficiency. 展开更多
关键词 cyclic queuing and forwarding model joint flow splitting sorting and selecting timesensitive networking
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Pion Cloud Effects on △-N Mass Splitting from Quark Models
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作者 DONG Yu-Bing FENG Qing-Guo 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第8期189-194,共6页
Pion cloud effects on △-N mass splitting are studied based on quark models. Pseudo-scalar pion-quarkcoupling is discussed in the relativistic and nonrelativistic frameworks. We separately calculate the pion cloud eff... Pion cloud effects on △-N mass splitting are studied based on quark models. Pseudo-scalar pion-quarkcoupling is discussed in the relativistic and nonrelativistic frameworks. We separately calculate the pion cloud effects bythe one-pion exchange potential and by another method which is consistent with the baryon chiral perturbation theory.Remark able discrepancy in the mass splitting between the two methods is shown. 展开更多
关键词 QUARK models coupling constants PION cloud △-N MASS splitting
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The ‘t Hooft Coupling and Baryon Mass Splitting in the Large-N_c Quark Model
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作者 贾多杰 张甲申 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第11期26-30,共5页
We study the 't Hooft coupling gt and the mass splitting of the ground-state baryons in terms of the large Noinspired quark model, by which the Hartree wavefunctions of light quarks are obtained. By fitting the spect... We study the 't Hooft coupling gt and the mass splitting of the ground-state baryons in terms of the large Noinspired quark model, by which the Hartree wavefunctions of light quarks are obtained. By fitting the spectra of decuplet and octet baryons, we obtain the 't Hooft coupling gt to be around 1.57. We generalize the scenario to the case of heavy baryons, such as Ac, gt values which does not deviate much from 1.57, as well as to the case of mesons with 9t far from that for baryons. The consequence is discussed. 展开更多
关键词 QCD The t Hooft Coupling and Baryon Mass splitting in the Large-N_c Quark model
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Splitting of Gaussian Models via Adapted BML Method Pertaining to Cry-Based Diagnostic System
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作者 Hesam Farsaie Alaie Chakib Tadj 《Engineering(科研)》 2013年第10期277-283,共7页
In this paper,we make use of the boosting method to introduce a new learning algorithm for Gaussian Mixture Models (GMMs) called adapted Boosted Mixture Learning (BML). The method possesses the ability to rectify the ... In this paper,we make use of the boosting method to introduce a new learning algorithm for Gaussian Mixture Models (GMMs) called adapted Boosted Mixture Learning (BML). The method possesses the ability to rectify the existing problems in other conventional techniques for estimating the GMM parameters, due in part to a new mixing-up strategy to increase the number of Gaussian components. The discriminative splitting idea is employed for Gaussian mixture densities followed by learning via the introduced method. Then, the GMM classifier was applied to distinguish between healthy infants and those that present a selected set of medical conditions. Each group includes both full-term and premature infants. Cry-pattern for each pathological condition is created by using the adapted BML method and 13-dimensional Mel-Frequency Cepstral Coefficients (MFCCs) feature vector. The test results demonstrate that the introduced method for training GMMs has a better performance than the traditional method based upon random splitting and EM-based re-estimation as a reference system in multi-pathological classification task. 展开更多
关键词 Adapted Boosted MIXTURE Learning GAUSSIAN MIXTURE model splitting of GAUSSIANS Expected-Maximization Algorithm CRY SIGNALS
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Elliptic Flow Splitting between Particles and their Antiparticles in Au+Au Collisions from a Multiphase Transport Model
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作者 徐振宇 刘剑利 +2 位作者 张盼盼 张景波 霍雷 《Chinese Physics Letters》 SCIE CAS CSCD 2017年第6期32-35,共4页
The elliptic flow v2, for π±, K±, p and p in Au+Au collisions at center-of-mass energies √sNN=7.7, 11.5, 14.5 and 19.6 GeV, is analyzed using a multiphase transport model. A significant difference in the ... The elliptic flow v2, for π±, K±, p and p in Au+Au collisions at center-of-mass energies √sNN=7.7, 11.5, 14.5 and 19.6 GeV, is analyzed using a multiphase transport model. A significant difference in the v2 values for p and p is observed, and the values of v2 splitting are larger compared with π+ and π-, K+ and K-. The difference increases with decreasing the center-of-mass energy. The effect of the quark coalescence mechanism in a multi-phase transport model to the value of elliptic difference △v2 between p and p- has been discussed. The simulation of Au+Au collisions at 14.5 GeV shows that the effect of hadron cascade to △v2 is not obvious, and a larger patton-scattering cross section can lead to a larger △v2. 展开更多
关键词 Elliptic Flow splitting between Particles and their Antiparticles in Au+Au Collisions from a Multiphase Transport model
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Application of Splitting (Cross Validation) Technique and Herzberg Equation in Feed Pellet Quality Prediction Models
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作者 Keysuke Muramatsu Alex Maiorka 《Journal of Agricultural Science and Technology(A)》 2024年第5期181-186,共6页
The present study had the objectives to apply the splitting technique in feed pellet quality prediction models and validate these models through Herzberg equation.The independent factors(input data)were the particle s... The present study had the objectives to apply the splitting technique in feed pellet quality prediction models and validate these models through Herzberg equation.The independent factors(input data)were the particle size(PS:coarse and medium),heat treatment(HT:expanded-pelleted and pelleted),fat addition levels(FA:15,25,35 and 45 g/kg of feed)and moisture addition levels(MA:0,7,14 and 21 g/kg of feed)which were combined in a full factorial design(2×2×4×4),resulting in 64 different treatments with eight replicates each.The intact pellets amount and pellet durability index(PDI)were considered as the model’s output data.In the splitting technique the whole data set,composed by 512 observations,were splitted in two data set:(1)model construction set(75%of the total data)and(2)model validation set(25%of the total data set,which were selected randomly from the original data set).Both equations,the one obtained by splitting method and the one obtained by whole data set,had good coefficient of determination and similar residues square means.It was concluded that splitting technique can be successfully applied to fit a prediction equation for feed pelleting process and that Herzberg equation consists in a useful tool to validate the coefficient of determination of those models. 展开更多
关键词 modelLING FEED splitting technique Herzberg equation PELLETS
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OPERATOR-SPLITTING GALERKIN METHOD FOR ONE KIND OF OIN REACTION MODEL FOR THE POLLUTION IN GROUNDWATER
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作者 Cui MingInstitute of Math.,Shandong Univ.,Jinan 250100. 《Applied Mathematics(A Journal of Chinese Universities)》 SCIE CSCD 2001年第3期297-303,共7页
The operator-splitting methods for the mathematic model of one kind of oin reactions for the problem of groundwater are considered.Optimal error estimates in L 2 and H 1 norm are obtained for the approximation solut... The operator-splitting methods for the mathematic model of one kind of oin reactions for the problem of groundwater are considered.Optimal error estimates in L 2 and H 1 norm are obtained for the approximation solution. 展开更多
关键词 Oin reaction model operator-splitting Galerkin method error estimate.
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一种改进的Split-Merge图像分割算法 被引量:4
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作者 谢钧 俞璐 吴乐南 《计算机应用》 CSCD 北大核心 2008年第7期1744-1746,共3页
图像分割的经典算法Split-Merge算法思路简洁、运算效率高,但存在边界定位不准确和过分割等问题。针对过分割问题提出了一种改进的Split-Merge算法,在合并过程中引入全局目标函数,并在目标函数中定义了长度项,使用贪心法完成合并过程。... 图像分割的经典算法Split-Merge算法思路简洁、运算效率高,但存在边界定位不准确和过分割等问题。针对过分割问题提出了一种改进的Split-Merge算法,在合并过程中引入全局目标函数,并在目标函数中定义了长度项,使用贪心法完成合并过程。长度项以及贪心法的使用促使相邻区域充分合并,有效地克服了过分割等问题,取得了较好的分割效果。 展开更多
关键词 图像分割 splitmerge算法 贪心法
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改进Split-Merge分割用于蝗虫图像 被引量:2
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作者 张煜东 吴乐南 +1 位作者 韦耿 吴含前 《计算机工程与应用》 CSCD 北大核心 2009年第14期34-38,共5页
为了更好地分割蝗虫图像,对传统Split-Merge算法做出改进:用PCNN来进行分裂,采用一种简化的Mumford-Shah模型进行合并。该方法的优点是:分裂阶段不仅无效分割数目减少,而且无方块效应,对边缘定位准确;合并阶段能够理想地将分裂后的区域... 为了更好地分割蝗虫图像,对传统Split-Merge算法做出改进:用PCNN来进行分裂,采用一种简化的Mumford-Shah模型进行合并。该方法的优点是:分裂阶段不仅无效分割数目减少,而且无方块效应,对边缘定位准确;合并阶段能够理想地将分裂后的区域合并为感兴趣的前景与不感兴趣的背景,误合并与欠合并大幅减小。实验对成虫与幼虫图像均进行分割。综合比较,该算法性能较优。 展开更多
关键词 图像分割 分裂合并法 脉冲耦合神经网络
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基于PCNN的改进Split-merge图像分割 被引量:2
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作者 张煜东 吴乐南 韦耿 《数据采集与处理》 CSCD 北大核心 2010年第3期353-357,共5页
为了更好地分割图像,对传统Split-merge算法作出改进:PCNN先进行分裂,用一种简化的Mumford-Shah模型进行合并,使得分裂阶段不仅无效分割减少,而且无方块效应,对边缘定位准确;合并阶段能够理想地将分裂后的区域合并为感兴趣的前景与不感... 为了更好地分割图像,对传统Split-merge算法作出改进:PCNN先进行分裂,用一种简化的Mumford-Shah模型进行合并,使得分裂阶段不仅无效分割减少,而且无方块效应,对边缘定位准确;合并阶段能够理想地将分裂后的区域合并为感兴趣的前景与不感兴趣的背景,误合并与欠合并大幅减小。对Papav,Monkey,Twoman图像的仿真表明,其分割结果和运行时间均优于AMS,MBMS算法。仿真结果证明,本文算法是一种适用于图像分割的有效算法。 展开更多
关键词 图像分割 分裂合并法 脉冲耦合神经网
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