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Classification of hand bones for bone age assessment 用于骨龄评估的手骨分类
Ahmad T. Al-Taani, I. Ricketts, A. Cairns
This paper presents a new approach to classifying bones of the hand-wrist images into pediatric stages of maturity using point distribution models (PDM). The method consists of two phases: the training phase and the classification phase. During training, examples of bones from each class are collected so that the allowable shape deformations for each class are learnt. A model representing each class is generated. These models are subsequently used to classify new examples of the bones. During classification all models are compared to the input image and the object is assigned to the class whose model is the closest match. Experimental results obtained using 120 images of the third distal and middle phalanxes showed the usefulness of the method for classifying these bones into their proper stages of maturity.
本文提出了一种基于点分布模型(PDM)的手足骨图像儿童发育阶段分类新方法。该方法包括两个阶段:训练阶段和分类阶段。在训练期间,从每个类的骨头的例子被收集,以便每个类的允许形状变形被学习。生成一个表示每个类的模型。这些模型随后被用于对新的骨骼样本进行分类。在分类过程中,将所有模型与输入图像进行比较,并将对象分配给模型最接近匹配的类。使用120张第三远端和中间指骨的图像获得的实验结果表明,该方法可以将这些骨骼分类到适当的成熟阶段。
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引用次数: 30
Vowel-non vowel decision using neural networks and rules 使用神经网络和规则进行元音-非元音决策
J. Sirigos, V. Darsinos, N. Fakotakis, G. Kokkinakis
This paper describes a speaker independent vowel/non-vowel classifier based on neural networks and several rules. RASTA-PLP analysis of the speech signal resulting to mel-cepstral coefficients and a formant tracking method are used in order to provide the feature vectors for the MLP. To train and test the system we used a part of the TIMIT database. The results indicate that the performance of this classifier for speaker independent vowel classification is approximately 98.5% so it can be favorably used for speaker recognition or speech labeling purposes.
本文提出了一种基于神经网络和若干规则的独立于说话人的元音/非元音分类器。为了提供MLP的特征向量,使用了语音信号的RASTA-PLP分析,得到了mel-倒谱系数和形成峰跟踪方法。为了训练和测试系统,我们使用了TIMIT数据库的一部分。结果表明,该分类器对说话人独立的元音分类性能约为98.5%,可以很好地用于说话人识别或语音标注。
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引用次数: 4
Recognition of isolated musical patterns in the context of Greek traditional music 在希腊传统音乐的背景下识别孤立的音乐模式
A. Pikrakis, S. Theodoridis, D. Kamarotos
Recognition of pre-defined musical patterns in the context of Greek Traditional Music is very useful to researchers in Musicology and Ethnomusicology. This paper presents an efficient method for recognizing isolated musical patterns played by Creek Traditional Clarinet, in a monophonic environment. The Discrete Time Wavelet Transform of the signal is calculated. The highest scales, along with the lowpass residue of the Wavelet Transform, are treated as signals and the spectrogram of each one of them is calculated. The spectrograms are in turn treated as 2-D images. A number of translation and scaling invariant moments are then computed for the resulting images. These moments are used as features, and turn out to cluster around certain points in the corresponding multidimensional feature space, for the various musical patterns. Tree-like structured classification procedure is then adopted for classification. A few clusters correspond to more than one musical pattern. In such case a Dynamic Time Warping procedure is employed to determine the specific pattern.
在希腊传统音乐的背景下识别预先定义的音乐模式对音乐学和民族音乐学的研究人员非常有用。本文提出了一种在单音环境中识别克里克传统单簧管演奏的孤立音乐模式的有效方法。计算了信号的离散时间小波变换。将最高尺度和小波变换的低通残差作为信号,计算每个信号的谱图。频谱图依次被处理为二维图像。然后计算得到的图像的若干平移和缩放不变矩。这些矩被用作特征,并在相应的多维特征空间中围绕某些点聚类,用于各种音乐模式。然后采用树状结构分类程序进行分类。一些集群对应不止一种音乐模式。在这种情况下,采用动态时间翘曲过程来确定特定的模式。
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引用次数: 17
Efficient algorithms and VLSI architectures for trigonometric functions in the logarithmic number system based on the subtraction function 基于减法函数的对数系统中三角函数的高效算法和VLSI架构
E. N. Malamas, Vassilis Paliouras, T. Stouraitis
In this paper, algorithms and architectures for the evaluation of trigonometric functions in the Logarithmic Number System (LNS) are described. A novel algorithm for the computation of the LNS cosine, based on the subtraction function, is presented and extended to compute all trigonometric functions. The proposed algorithms show a major advantage over other methods in terms of memory requirements (up to 94% improvement as opposed to direct polynomial approximation) and computational speed. A hardware implementation of an elementary LNS trigonometric processor with 12-bit accuracy is also presented, to illustrate the feasibility of extending the LNS processors to include trigonometric functions.
本文描述了对数系统(LNS)中三角函数求值的算法和体系结构。提出了一种基于减法函数的计算LNS余弦的新算法,并将其扩展到计算所有三角函数。所提出的算法在内存需求(与直接多项式近似相比,提高了94%)和计算速度方面比其他方法有很大的优势。本文还介绍了一个具有12位精度的初级LNS三角处理器的硬件实现,以说明扩展LNS处理器以包含三角函数的可行性。
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引用次数: 2
Modelling of third-order elementary canonical state models using cellular neural networks 基于细胞神经网络的三阶基本规范状态模型建模
Jifi Kaderka
The new third-order piecewise-linear systems-elementary canonical systems-that belongs to the C-class can be modelled by cellular neural networks. There is introduced the extended circuit of a cellular neural cell that fits in designing of the elementary canonical systems.
新的三阶分段线性系统——基本规范系统——属于c类,可以用细胞神经网络来建模。介绍了适用于基本规范系统设计的细胞神经细胞扩展电路。
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引用次数: 2
An L/sub 2/ based method for the design of one dimensional FIR digital filters 基于L/sub /的一维FIR数字滤波器设计方法
E. Psarakis, G. Moustakides
FIR filters obtained with the classical L/sub 2/ method have performance that is very sensitive to the form of the ideal response selected for the transition region. In this paper we propose a means for selecting the unknown part of a complex ideal response optimally. By selecting a proper L/sub 2/ criterion and using variational techniques we succeed in minimizing the criterion with respect to the ideal response and thus obtain its corresponding optimum form. The complete solution to the problem can be obtained by solving a simple system of linear equations suggesting a reduced complexity for the proposed method. Using the optimum form of the ideal response we also propose a new suboptimal method for the design of weighted FIR filters. Design examples are presented to illustrate the performance of the proposed method.
用经典的L/sub 2/方法得到的FIR滤波器的性能对过渡区选择的理想响应形式非常敏感。本文提出了一种最优选择复杂理想响应的未知部分的方法。通过选择合适的L/sub 2/准则并采用变分技术,我们成功地使准则相对于理想响应最小化,从而得到其相应的最优形式。问题的完全解可以通过求解一个简单的线性方程组得到,这表明所提出的方法降低了复杂性。利用理想响应的最优形式,提出了加权FIR滤波器的次优设计方法。设计实例说明了所提方法的性能。
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引用次数: 0
New approach of fast ICT and MICT algorithms development 快速ICT和MICT算法开发的新方法
A. Marcek, J. Kotuliakova, G. Rozinaj
New approach of fast ICT (Integer Cosine Transform) and MICT (Modified ICT) algorithms development is described in the paper. Both-ICT and MICT-transforms are the integer approximations of DCT. As the properties of ICT and MICT are close to those of DCT and their transform kernel is based on integers their computational complexity is less than in the case of DCT. Based on this DCT can be replaced by ICT and MICT, for example in transform coding of images (JPEG, MPEG, ITU-T H.261, etc.).
本文介绍了快速整数余弦变换(ICT)和改进ICT (MICT)算法开发的新方法。ict和mit变换都是DCT的整数近似。由于ICT和MICT的性质接近DCT,并且它们的变换核是基于整数的,因此它们的计算复杂度比DCT小。在此基础上,DCT可以被ICT和MICT替代,例如用于图像的转换编码(JPEG、MPEG、ITU-T H.261等)。
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引用次数: 2
Shape recognition using a novel fractal technique 基于新型分形技术的形状识别
G. Neil, K. M. Curtis, M. Craven
Fractal transformations are an exciting new scale invariant shape recognition technique developed by the authors. They have been successfully used for spatially invariant shape recognition using a cumbersome rotational invariance algorithm. Within this paper a new rotational invariance algorithm is presented which makes the recognition process inherently rotationally invariant. A full discussion of fractal recognition is given and previous results discussed. The new algorithm is detailed and applied to a difficult recognition problem. The results of this application show that the new algorithm is successful in achieving the desired effect.
分形变换是作者提出的一种令人振奋的新型尺度不变形状识别技术。它们已经成功地用于使用繁琐的旋转不变性算法的空间不变形状识别。本文提出了一种新的旋转不变性算法,使识别过程具有固有的旋转不变性。本文对分形识别进行了详细的讨论,并对前人的研究成果进行了讨论。详细介绍了该算法,并将其应用于一个复杂的识别问题。应用结果表明,新算法成功地达到了预期的效果。
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引用次数: 6
Design considerations and implementation of very low frequency continuous-time CMOS monolithic filters 甚低频连续时间CMOS单片滤波器的设计考虑与实现
Y. Papananos, T. Georgantas, Y. Tsividis
The design of low frequency continuous-time filters is considered. Problems encountered at such frequencies are discussed, along with possible solutions. Two case histories, reporting experimentally verified designs are presented to show that good quality low-frequency filters can be reliably designed in CMOS technology.
考虑了低频连续时间滤波器的设计。讨论了在这种频率下遇到的问题,以及可能的解决方案。两个案例历史,报告实验验证的设计表明,高质量的低频滤波器可以可靠地设计在CMOS技术。
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引用次数: 23
Synthesis approach to multi-level regular representation for combinational circuits 组合电路多级正则表示的综合方法
M. Chrzanowska-Jeske, Chungping Guo
In this paper we present a new approach to the synthesis of regular two-dimensional, multilevel logic arrays. We address a new restricted factorization method to synthesis a combinational function as a two-dimensional multi-level array. This is an integrated logic and layout synthesis method which can be used for full custom design such as module generation or for locally-connected fine-grain FPGAs. We defined a new multi-bus architecture, and developed an algorithm to solve the synthesis problem. The benchmark results show encouraging improvements over previous approaches.
本文提出了一种合成规则二维多电平逻辑阵列的新方法。提出了一种新的限制因子分解方法,将组合函数合成为二维多级数组。这是一种集成逻辑和布局综合方法,可用于完全定制设计,如模块生成或本地连接的细粒度fpga。我们定义了一种新的多总线体系结构,并开发了一种算法来解决综合问题。基准测试结果显示,与以前的方法相比,有了令人鼓舞的改进。
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引用次数: 0
期刊
Proceedings of Third International Conference on Electronics, Circuits, and Systems
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