首页 > 最新文献

Sixth Multidimensional Signal Processing Workshop,最新文献

英文 中文
A fast edge detection chip for robot vision systems 用于机器人视觉系统的快速边缘检测芯片
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97027
C.Y. Lee, F. Catthoor, H. de Man
Summary form only given. A fast edge detector architecture and IC, based on a new edge follower algorithm, have been designed. The chip offers real-time processing with a limited amount of hardware due to the optimization of the critical path in the architecture. In this way, a complete frame (512*512) can be processed in about 400000 clock cycles, and a clock rate of up to 10 MHz has been achieved in a 3- mu m double-metal CMOS technology. This chip offers online information such as edge location and orientation, which can be used for feature extraction and pattern recognition in the robot vision system. A novel architectural model, the multiplexed cooperating datapath architecture, has been adopted to obtain an efficient design with a minimal set of functional building blocks. The methodology is especially suited for recursive types of algorithms such as the edge follower. High throughput is achieved by optimizing the memory storage and by eliminating the communication bottlenecks with dedicated buses.<>
只提供摘要形式。基于一种新的边缘跟随算法,设计了一种快速边缘检测体系结构和集成电路。由于优化了架构中的关键路径,该芯片在有限的硬件条件下提供实时处理。这样,一个完整的帧(512*512)可以在大约400,000个时钟周期内处理,并且在3 μ m双金属CMOS技术中实现了高达10mhz的时钟速率。该芯片提供边缘位置和方向等在线信息,可用于机器人视觉系统的特征提取和模式识别。采用了一种新颖的架构模型——多路协同数据路径架构,以最小的功能构建块集实现高效的设计。该方法特别适合于递归类型的算法,如边缘跟随器。高吞吐量是通过优化内存存储和消除专用总线的通信瓶颈来实现的。
{"title":"A fast edge detection chip for robot vision systems","authors":"C.Y. Lee, F. Catthoor, H. de Man","doi":"10.1109/MDSP.1989.97027","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97027","url":null,"abstract":"Summary form only given. A fast edge detector architecture and IC, based on a new edge follower algorithm, have been designed. The chip offers real-time processing with a limited amount of hardware due to the optimization of the critical path in the architecture. In this way, a complete frame (512*512) can be processed in about 400000 clock cycles, and a clock rate of up to 10 MHz has been achieved in a 3- mu m double-metal CMOS technology. This chip offers online information such as edge location and orientation, which can be used for feature extraction and pattern recognition in the robot vision system. A novel architectural model, the multiplexed cooperating datapath architecture, has been adopted to obtain an efficient design with a minimal set of functional building blocks. The methodology is especially suited for recursive types of algorithms such as the edge follower. High throughput is achieved by optimizing the memory storage and by eliminating the communication bottlenecks with dedicated buses.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"59 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116314270","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Compact functions and the Frazier-Jawerth transform 紧化函数与fraier - jawerth变换
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97063
D. Fuhrmann, A. Kumar, J. R. Cox
Summary form only given. The Frazier-Jawerth transform (FJT), originally the phi-transform, is similar to the wavelet transform and is distinguished by the fact that the analyzing functions form an overcomplete basis for he signal space and may be nonorthogonal. This added flexibility makes possible the definition of optimal analyzing functions, which are the focus of this study. For continuous-time and infinite discrete-time signals, the optimally localized functions are the prolate spheroidal wave functions and their discrete versions. For finite discrete-time signals and images, generalizations of these functions that are applicable for use in the FJT have been identified by the authors.<>
只提供摘要形式。弗雷泽- jawerth变换(FJT),最初是phi变换,与小波变换类似,其特点是分析函数形成信号空间的过完备基,并且可以是非正交的。这种增加的灵活性使得定义最优分析函数成为可能,这是本研究的重点。对于连续时间和无限离散时间信号,最优定域函数是长球面波函数及其离散版本。对于有限的离散时间信号和图像,作者已经确定了适用于FJT的这些函数的推广。
{"title":"Compact functions and the Frazier-Jawerth transform","authors":"D. Fuhrmann, A. Kumar, J. R. Cox","doi":"10.1109/MDSP.1989.97063","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97063","url":null,"abstract":"Summary form only given. The Frazier-Jawerth transform (FJT), originally the phi-transform, is similar to the wavelet transform and is distinguished by the fact that the analyzing functions form an overcomplete basis for he signal space and may be nonorthogonal. This added flexibility makes possible the definition of optimal analyzing functions, which are the focus of this study. For continuous-time and infinite discrete-time signals, the optimally localized functions are the prolate spheroidal wave functions and their discrete versions. For finite discrete-time signals and images, generalizations of these functions that are applicable for use in the FJT have been identified by the authors.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"172 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121034439","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Motion parameter estimation-from spatial-temporal matching 基于时空匹配的运动参数估计
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.96988
C. Chang, S. Chatterjee
Summary form only given. The problems of determining the location of the epipoles of two displaced image planes when they are displaced due either to the motion of an object along the time axis or to the displacement of stereo cameras along the space axes have been investigated. It has been assumed that a rigid object moves with respect to still stereo camera systems.<>
只提供摘要形式。本文研究了由于物体沿时间轴运动或立体摄像机沿空间轴移动而引起的两个位移像平面的极点位置的确定问题。我们假设一个刚体物体相对于静止立体相机系统运动。
{"title":"Motion parameter estimation-from spatial-temporal matching","authors":"C. Chang, S. Chatterjee","doi":"10.1109/MDSP.1989.96988","DOIUrl":"https://doi.org/10.1109/MDSP.1989.96988","url":null,"abstract":"Summary form only given. The problems of determining the location of the epipoles of two displaced image planes when they are displaced due either to the motion of an object along the time axis or to the displacement of stereo cameras along the space axes have been investigated. It has been assumed that a rigid object moves with respect to still stereo camera systems.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"101 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121590014","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A new approach to the design of perfect reconstruction two-dimensional mirror image filter bank using an auxiliary channel 提出了一种利用辅助信道设计完美重构二维镜像滤波器组的新方法
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97141
O. Johnsen, H. Babic, S. Mitra, O. Shentov
Summary form only given. A novel approach to the design of perfect-reconstruction 2D mirror image filter banks, using auxiliary channel(s), is proposed. It is assumed that the filters are separable and identical in both directions. It has been shown that the structure can provide perfect reconstruction.<>
只提供摘要形式。提出了一种利用辅助通道设计完美重构二维镜像滤波器组的新方法。假设滤波器在两个方向上是可分离且相同的。研究表明,该结构可以提供完美的重建。
{"title":"A new approach to the design of perfect reconstruction two-dimensional mirror image filter bank using an auxiliary channel","authors":"O. Johnsen, H. Babic, S. Mitra, O. Shentov","doi":"10.1109/MDSP.1989.97141","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97141","url":null,"abstract":"Summary form only given. A novel approach to the design of perfect-reconstruction 2D mirror image filter banks, using auxiliary channel(s), is proposed. It is assumed that the filters are separable and identical in both directions. It has been shown that the structure can provide perfect reconstruction.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121904832","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Radar detection of co-operative targets using dual polarized radar-a multidimensional, multichannel detection problem 基于双极化雷达的协同目标雷达探测——一个多维、多通道的探测问题
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97010
A. Macikunas, S. Haykin
Summary form only given, as follows. In certain circumstances, it is not possible to improve radar detection performance using conventional radar techniques, i.e. increased power, shorter pulse length, coherence, etc. If the radar polarization characteristics of the target are sufficiently different from those of the surrounding clutter environment, it is possible to improve detection through the use of polarization-domain processing. The polarization state (PS) can be viewed as adding new dimensions to the conventional 1-D echo amplitude normally used for detection. The application of a multidimensional, multichannel distance metric in the amplitude and polarization domains to detect cooperative retroreflectors with distinctive radar polarization characteristics in man-made and natural clutter environments is described. The results are based on real data collected using a partially coherent X-band weather radar system.<>
仅给出摘要形式,如下。在某些情况下,不可能使用传统的雷达技术来提高雷达探测性能,即增加功率、缩短脉冲长度、相干性等。如果目标的雷达极化特性与周围杂波环境有足够的差异,则可以通过极化域处理来提高检测效果。偏振态(PS)可以看作是为通常用于探测的传统一维回波幅度增加了新的维度。描述了在人为杂波和自然杂波环境中,利用幅度域和极化域的多维多通道距离度量来检测具有不同雷达极化特性的合作后向反射器。结果基于使用部分相干x波段天气雷达系统收集的真实数据。
{"title":"Radar detection of co-operative targets using dual polarized radar-a multidimensional, multichannel detection problem","authors":"A. Macikunas, S. Haykin","doi":"10.1109/MDSP.1989.97010","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97010","url":null,"abstract":"Summary form only given, as follows. In certain circumstances, it is not possible to improve radar detection performance using conventional radar techniques, i.e. increased power, shorter pulse length, coherence, etc. If the radar polarization characteristics of the target are sufficiently different from those of the surrounding clutter environment, it is possible to improve detection through the use of polarization-domain processing. The polarization state (PS) can be viewed as adding new dimensions to the conventional 1-D echo amplitude normally used for detection. The application of a multidimensional, multichannel distance metric in the amplitude and polarization domains to detect cooperative retroreflectors with distinctive radar polarization characteristics in man-made and natural clutter environments is described. The results are based on real data collected using a partially coherent X-band weather radar system.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126181366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Visual measurement of metal cutting tool wear 金属切削刀具磨损的目视测量
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97029
D. Capson, C. Wust
Summary form only given, as follows. A machine vision system has been designed and constructed for automatic visual measurement of wear patterns on metal cutting tools used for machine shop lathes. Applications of the system include (1) adaptive control of the tool cutting path based on the tool wear to ensure high-precision machining and (2) prediction of tool breakage determined from wear patterns and cutting force measurements. Phase-stepping interferometry is used to project sinusoidal patterns onto the reflective surfaces of the cutting tool. Using multiple phase shifts of the patterns, three-dimensional information about the edge of the tool can be extracted from video images. The spatial resolution of the system is on the order of 2 to 5 mu m. A description of the system together with experimental results will be given.<>
仅给出摘要形式,如下。设计并构建了一种机器视觉系统,用于对机加工车间车床上使用的金属刀具的磨损模式进行自动视觉测量。该系统的应用包括:(1)基于刀具磨损的刀具切削路径自适应控制,以确保高精度加工;(2)根据磨损模式和切削力测量来预测刀具断裂。相位步进干涉法用于将正弦图案投射到刀具的反射表面上。利用图案的多次相移,可以从视频图像中提取刀具边缘的三维信息。该系统的空间分辨率为2 ~ 5 μ m。本文将对系统进行描述并给出实验结果。
{"title":"Visual measurement of metal cutting tool wear","authors":"D. Capson, C. Wust","doi":"10.1109/MDSP.1989.97029","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97029","url":null,"abstract":"Summary form only given, as follows. A machine vision system has been designed and constructed for automatic visual measurement of wear patterns on metal cutting tools used for machine shop lathes. Applications of the system include (1) adaptive control of the tool cutting path based on the tool wear to ensure high-precision machining and (2) prediction of tool breakage determined from wear patterns and cutting force measurements. Phase-stepping interferometry is used to project sinusoidal patterns onto the reflective surfaces of the cutting tool. Using multiple phase shifts of the patterns, three-dimensional information about the edge of the tool can be extracted from video images. The spatial resolution of the system is on the order of 2 to 5 mu m. A description of the system together with experimental results will be given.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125970019","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Maximum-likelihood wideband direction-of-arrival estimation 最大似然宽带到达方向估计
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97076
D. Fuhrmann, M. Miller
The specific problem that was addressed is one in which there is limited data in both the temporal and spatial dimensions, so that one cannot assume the use of ordinary Fourier transforms on the time domain outputs of each sensor. Rather, zero-mean Gaussian statistics were assumed, and the likelihood of the observed data was directly maximized with respect to the parameters which enter into the covariance matrix of the multivariate distribution. Two models were pursued. The first is a parametric model in which it is assumed that there are a fixed number of independent, wide-sense-stationary, plane-wave signals. The second model is one in which there is energy impinging upon the array from a spatial continuum. EM (expectation-maximization) algorithms appropriate for these two problems were derived.<>
我们要解决的具体问题是,在时间和空间维度上的数据都是有限的,因此我们不能假设在每个传感器的时域输出上使用普通的傅里叶变换。相反,假设零均值高斯统计量,并且观测数据的似然性直接与进入多元分布的协方差矩阵的参数相最大化。采用了两种模式。第一种是参数模型,其中假设存在固定数量的独立的、广义平稳的平面波信号。第二种模型是有能量从空间连续体冲击到阵列上。导出了适用于这两个问题的EM(期望最大化)算法。
{"title":"Maximum-likelihood wideband direction-of-arrival estimation","authors":"D. Fuhrmann, M. Miller","doi":"10.1109/MDSP.1989.97076","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97076","url":null,"abstract":"The specific problem that was addressed is one in which there is limited data in both the temporal and spatial dimensions, so that one cannot assume the use of ordinary Fourier transforms on the time domain outputs of each sensor. Rather, zero-mean Gaussian statistics were assumed, and the likelihood of the observed data was directly maximized with respect to the parameters which enter into the covariance matrix of the multivariate distribution. Two models were pursued. The first is a parametric model in which it is assumed that there are a fixed number of independent, wide-sense-stationary, plane-wave signals. The second model is one in which there is energy impinging upon the array from a spatial continuum. EM (expectation-maximization) algorithms appropriate for these two problems were derived.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"67 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122524838","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the resolution capacity of wideband sensor arrays 宽带传感器阵列的分辨能力研究
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97073
Y. Bresler, A.J. Ficker
Summary form only given. The superresolution estimation of bearings of wideband sources using fewer sensors than sources was addressed. The fundamental limits on the maximum number of wideband sources uniquely resolvable by a passive sensor array, called the resolution capacity of the array, were studied. The source signals are assumed to be uncorrelated zero-mean, second-order stationary, and ergodic wideband random processes occupying a common bandwidth. The array is assumed to be uniform and linear, and L>>1 Nyquist-rate samples of its output are assumed to be collected into a snapshot supervector. N>>1 such snapshots are assumed to be available.<>
只提供摘要形式。研究了用比源少的传感器进行宽带源方位超分辨估计的问题。研究了无源传感器阵列唯一可分辨的宽带源的最大数目的基本限制,即阵列的分辨能力。源信号被假设为不相关的零均值,二阶平稳,遍历宽带随机过程占用一个共同的带宽。假设阵列是均匀线性的,假设其输出的L>>1奈奎斯特率样本被采集到一个快照超向量中。假设有N>>1个这样的快照可用。>
{"title":"On the resolution capacity of wideband sensor arrays","authors":"Y. Bresler, A.J. Ficker","doi":"10.1109/MDSP.1989.97073","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97073","url":null,"abstract":"Summary form only given. The superresolution estimation of bearings of wideband sources using fewer sensors than sources was addressed. The fundamental limits on the maximum number of wideband sources uniquely resolvable by a passive sensor array, called the resolution capacity of the array, were studied. The source signals are assumed to be uncorrelated zero-mean, second-order stationary, and ergodic wideband random processes occupying a common bandwidth. The array is assumed to be uniform and linear, and L>>1 Nyquist-rate samples of its output are assumed to be collected into a snapshot supervector. N>>1 such snapshots are assumed to be available.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130560943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
Edge detection using spectral estimation techniques 利用光谱估计技术进行边缘检测
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97006
A. Tewfik, F. Assaad, Mohamed Deriche
Summary form only given. It has been shown that the problem of detecting edges in a digital image is equivalent to the problem of estimating the wave number vectors of complex exponentials in the spatial frequency domain. This observation has been used to show that most of the known non-model-based edge detection algorithms can be interpreted as variations of the periodogram method of spectral estimation. The above observation has also been used to derive three edge detection algorithms. The first algorithm is based on the fact that complex exponentials are the homogeneous solution of a difference equation with proper initial conditions. It derives estimates of the edge locations by performing a singular-value decomposition of a Hankel matrix formed from the fast Fourier transform of the underlying image. The second and third approaches use the maximum-likelihood spectral estimation method and various maximum-entropy spectral estimation technique on the fast Fourier transform of the underlying image to estimate the edge locations. The main advantage of the three approaches is that they do not involve the use of a smoothing filter or gradient operations.<>
只提供摘要形式。研究表明,在数字图像中检测边缘的问题等价于在空间频域估计复指数波数向量的问题。这一观察结果表明,大多数已知的非基于模型的边缘检测算法可以解释为谱估计的周期图方法的变化。上述观察结果也被用于推导三种边缘检测算法。第一种算法是基于复指数是具有适当初始条件的差分方程的齐次解这一事实。它通过对底层图像的快速傅里叶变换形成的汉克尔矩阵进行奇异值分解来获得边缘位置的估计。第二和第三种方法分别利用最大似然谱估计方法和各种最大熵谱估计技术对底层图像进行快速傅里叶变换来估计边缘位置。这三种方法的主要优点是它们不涉及使用平滑滤波器或梯度操作。
{"title":"Edge detection using spectral estimation techniques","authors":"A. Tewfik, F. Assaad, Mohamed Deriche","doi":"10.1109/MDSP.1989.97006","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97006","url":null,"abstract":"Summary form only given. It has been shown that the problem of detecting edges in a digital image is equivalent to the problem of estimating the wave number vectors of complex exponentials in the spatial frequency domain. This observation has been used to show that most of the known non-model-based edge detection algorithms can be interpreted as variations of the periodogram method of spectral estimation. The above observation has also been used to derive three edge detection algorithms. The first algorithm is based on the fact that complex exponentials are the homogeneous solution of a difference equation with proper initial conditions. It derives estimates of the edge locations by performing a singular-value decomposition of a Hankel matrix formed from the fast Fourier transform of the underlying image. The second and third approaches use the maximum-likelihood spectral estimation method and various maximum-entropy spectral estimation technique on the fast Fourier transform of the underlying image to estimate the edge locations. The main advantage of the three approaches is that they do not involve the use of a smoothing filter or gradient operations.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131984854","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Maximum likelihood image identification and restoration based on the EM algorithm 基于EM算法的最大似然图像识别与恢复
Pub Date : 1989-09-06 DOI: 10.1109/MDSP.1989.97107
A. Katsaggelos
Summary form only given. Simultaneous iterative identification and restoration have been treated. The image and the noise have been modeled as multivariate Gaussian processes. Maximum-likelihood estimation has been used to estimate the parameters that characterize the Gaussian processes, where the estimation of the conditional mean of the image represents the restored image. Likelihood functions of observed images are highly nonlinear with respect to these parameters. Therefore, it is in general very difficult to maximize them directly. The expectation-maximization (EM) algorithm has been used to find these parameters.<>
只提供摘要形式。同时迭代识别和恢复进行了处理。图像和噪声被建模为多元高斯过程。最大似然估计已被用于估计表征高斯过程的参数,其中图像的条件均值的估计代表恢复的图像。观测图像的似然函数对这些参数是高度非线性的。因此,通常很难直接最大化它们。期望最大化(EM)算法被用来寻找这些参数。
{"title":"Maximum likelihood image identification and restoration based on the EM algorithm","authors":"A. Katsaggelos","doi":"10.1109/MDSP.1989.97107","DOIUrl":"https://doi.org/10.1109/MDSP.1989.97107","url":null,"abstract":"Summary form only given. Simultaneous iterative identification and restoration have been treated. The image and the noise have been modeled as multivariate Gaussian processes. Maximum-likelihood estimation has been used to estimate the parameters that characterize the Gaussian processes, where the estimation of the conditional mean of the image represents the restored image. Likelihood functions of observed images are highly nonlinear with respect to these parameters. Therefore, it is in general very difficult to maximize them directly. The expectation-maximization (EM) algorithm has been used to find these parameters.<<ETX>>","PeriodicalId":340681,"journal":{"name":"Sixth Multidimensional Signal Processing Workshop,","volume":"69 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"1989-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134182235","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
期刊
Sixth Multidimensional Signal Processing Workshop,
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1