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Pre-marking methods for 3D object recognition 三维物体识别的预标记方法
R. Safaee-Rad, B. Benhabib, Kenneth C. Smith, Z. Zhou
Two premarking methods are proposed for a new 3D object recognition system under development at the University of Toronto. In this system, an object is modeled using only a small number of 2D distinct perspective views (standard views) predefined wit the help of markers placed on the object. During the recognition process, a standard view is acquired by first determining its surface normal (standard-view axis), and then aligning the camera's optical axis with it. Standard-view axes are obtained by analyzing the images of the markers. A morphological skeleton transform (MST) is used for the extraction of required marker features. This work presents the analytical solution for the two proposed premarking schemes, based on circular markers, that can be used in acquiring standard views of objects. Specific issues addressed include: the determination of the perspective distortion and its relative importance, the determination of the transformation parameters required for camera alignment, and the use of a class of MST, pseudo-Euclidean skeletons, for feature extraction.<>
针对多伦多大学正在开发的一种新的三维物体识别系统,提出了两种预标记方法。在该系统中,对象仅使用少量2D不同透视图(标准视图)进行建模,这些视图是通过放置在对象上的标记预先定义的。在识别过程中,首先确定其表面法线(标准视点轴),然后将相机的光轴与其对齐,从而获得标准视图。通过分析标记点的图像,得到标准视图轴。形态学骨架变换(MST)用于提取所需的标记特征。这项工作提出了两种基于圆形标记的预标记方案的分析解决方案,可用于获取对象的标准视图。解决的具体问题包括:确定透视失真及其相对重要性,确定相机对准所需的转换参数,以及使用一类MST,伪欧几里得骨架进行特征提取
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引用次数: 13
Parallel reasoning in recursive causal networks 递归因果网络中的并行推理
W. Wen
Reasoning under uncertainty is one of the most important challenges in expert systems and some other branches of AI. Computational efficiency is a primary problem in implementing any practical system. In order to improve computational efficiency, several methods have been proposed to exploit the parallelism inherent in reasoning under uncertainty. However, some of these models can be used only in the case of singly connected networks, and one allows only one direction of reasoning. A parallel reasoning method based on the minimum cross entropy principle and the concept of recursive causal models is proposed to avoid the disadvantages of the methods.<>
不确定性下的推理是专家系统和其他人工智能分支中最重要的挑战之一。计算效率是实现任何实际系统的首要问题。为了提高计算效率,人们提出了几种方法来利用不确定推理中固有的并行性。然而,这些模型中的一些只能在单连接网络的情况下使用,并且只允许一个方向的推理。提出了一种基于最小交叉熵原理和递归因果模型概念的并行推理方法,以避免现有方法的缺点。
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引用次数: 0
Decision making in supervisory control of a flexible manufacturing system 柔性制造系统监控中的决策
Dean Alan Hettenbach, C. Mitchell, T. Govindaraj
An evaluation is made of the decision processes of humans in a flexible manufacturing system (FMS) environment. GT-FMS, a real-time simulator of an FMS, was implemented with data from an actual FMS installation. An experiment was conducted in which humans interacted with the control system of GT-FMS at an aggregate level. The humans described each of their control actions, and their decision processes were evaluated by mapping these descriptions onto a standard model of human decision-making. The experimental results support making humans an integral part of the FMS control process, since an intricate knowledge of the system state and system sensitivity were crucial to human decision-making in GT-FMS. Humans in this experiment used detailed system status information, rather than system performance history, as the basis of their control decisions and were inconsistent in defining their goals.<>
对柔性制造系统(FMS)环境中人的决策过程进行了评价。GT-FMS是FMS的实时模拟器,使用实际FMS安装的数据实现。进行了人类与GT-FMS控制系统在总体水平上相互作用的实验。人类描述了他们的每一个控制动作,并通过将这些描述映射到人类决策的标准模型来评估他们的决策过程。实验结果支持将人作为FMS控制过程的组成部分,因为在GT-FMS中,对系统状态和系统敏感性的复杂知识对人的决策至关重要。在这个实验中,人类使用详细的系统状态信息,而不是系统性能历史,作为他们控制决策的基础,并且在定义他们的目标时是不一致的。
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引用次数: 9
Preshape Jacobians for minimum momentum grasping 最小动量抓取的预成形雅可比矩阵
A. Erkmen, H. Stephanou
Dexterous grasps for multifingered robot hands are planned. A real-time, joint space finger path planning algorithm is derived for the enclosure phase of grasping motion. The algorithm minimizes the impact momentum of the hand. It uses a preshape Jacobian matrix to map task-level hand preshape requirements into kinematic constraints. A master-slave scheme avoids inter-finger collisions and reduces the dimensionality of the planning problem.<>
设计了多指机械手的灵巧抓取。提出了一种实时的关节空间手指路径规划算法。该算法将手的冲击动量最小化。它使用预形状雅可比矩阵将任务级手部预形状需求映射到运动学约束中。主从方案避免了手指间的碰撞,降低了规划问题的维数
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引用次数: 3
Signal processing in neuron network: a radically different view 神经元网络中的信号处理:一个完全不同的观点
H. Sakai, K. Naka
The neuron network in the inner catfish retina was studied by injecting current from the one neuron and recording resulting responses into a nearby neuron. Current injected into an amacrine or a ganglion cell always produced a response from neighboring amacrine or ganglion cells chosen randomly. Bidirectional communications were found to exist for neurons of similar response patterns, e.g. on-cell pair, off-cell pair, or on-off cell pairs. These communications are mutually excitatory, fast, and likely linear. Single transmission between neurons of different response patterns was also shown to exist.<>
通过从一个神经元注入电流并将产生的反应记录到附近的神经元,研究了鲶鱼视网膜内部的神经元网络。电流注入一个无突细胞或神经节细胞总是产生邻近的无突细胞或神经节细胞随机选择的反应。双向通信被发现存在于类似的反应模式的神经元,如细胞对,细胞对,或开关细胞对。这些交流是相互兴奋的,快速的,很可能是线性的。不同反应模式的神经元之间也存在单一传递。
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引用次数: 0
A modified reduced update Kalman filter for images degraded by non-Gaussian additive noise 一种用于非高斯加性噪声退化图像的改进的简化卡尔曼滤波
Wen-Roii Wu, A. Kundu
The authors consider the problem of filtering images corrupted by non-Gaussian noise using the Kalman filter. Specifically, they have used the reduced updated Kalman filter (RUKF) for the sake of computational savings. They modified the original RUKF to accommodate the non-Gaussian noise using an efficient scheme proposed by them previously (1989). It is shown that the modification is simple and the results are satisfactory.<>
本文研究了用卡尔曼滤波器对非高斯噪声图像进行滤波的问题。具体来说,为了节省计算量,他们使用了简化的更新卡尔曼滤波器(RUKF)。他们修改了原来的RUKF,以适应非高斯噪声,使用他们之前(1989)提出的有效方案。结果表明,修正方法简单,效果令人满意。
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引用次数: 2
Straight homogeneous generalized cylinders: analysis of reflectance properties and a necessary condition for class membership 直齐次广义圆柱体:反射特性分析及类隶属的必要条件
A. Gross, T. Boult
Consideration is given to two membership tests for straight homogeneous generalized cylinders to determine if an object in the image is a member of the shape class. It is shown that contour information alone is insufficient to recover a straight homogeneous generalized cylinder uniquely. It is then shown that the sign and magnitude of the Gaussian curvature at a point vary among members of a contour-equivalent class. Next, a method of ruling straight homogeneous generalized cylinder images is developed. This ruling of the surface serves two functions. First, the ruling algorithm provides a heuristic test of whether or not the image is consistent with that of a straight homogeneous generalized cylinder. Secondly, the ruling makes explicit certain parameters of the underlying straight homogeneous generalized cylinder that the authors use in their second membership test. The second membership test is an intensity-based method which assumes that the surface has geodesics and that the albedo is constant. The method compares intensity values at corresponding meridian points along cross-sectional geodesics.<>
考虑对直均质广义圆柱体进行两个隶属度测试,以确定图像中的对象是否为形状类的成员。结果表明,仅靠轮廓信息不足以唯一地恢复直线齐次广义圆柱体。然后证明了高斯曲率在一点上的符号和大小在等值类的成员之间是不同的。其次,提出了一种直线齐次广义圆柱图像的定形方法。这种曲面的规则有两个作用。首先,该规则算法提供了一个启发式测试,以确定图像是否与直线齐次广义圆柱体的图像一致。其次,该判定明确了作者在第二次隶属度检验中所使用的基础直齐次广义圆柱的某些参数。第二个隶属度测试是一种基于强度的方法,它假设表面有测地线并且反照率是恒定的。该方法比较沿截面测地线对应子午线点的强度值。
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引用次数: 3
Similarity and pathology in neural nets 神经网络中的相似性和病理学
H. Arsenault
Pathological behavior of some recently proposed neural net models is shown to depend on how the similarity is defined. The obvious binary interconnection schemes using weights of
最近提出的一些神经网络模型的病理行为取决于如何定义相似性。的二元互连方案
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引用次数: 1
Estimation of absolute spatial position of mobile systems by hybrid opto-electronic processor 基于光电混合处理器的移动系统绝对空间位置估计
Y. Fainman, Liqiang Feng, Y. Koren
A mobile system with a hybrid opto-electronic processor has been studied. The position estimation is based on analysis of landmarks being detected by a TV-camera attached to the mobile system. The difference between the known real shape of the landmark and its image provides the information necessary for determining the relative position of the mobile system to the landmark. The parameters of the landmark image are extracted at high speed using an optical processor that performs an optical Hough transform, while the coordinates of the mobile system are computed from these parameters in a digital coprocessor using fast and simple algorithms. Different sources of errors have been analyzed, and algorithms to improve the performance of the mobile system have been developed and evaluated by computer simulation.<>
研究了一种具有混合光电处理器的移动系统。位置估计是基于对连接在移动系统上的电视摄像机检测到的地标的分析。已知地标的真实形状与其图像之间的差异为确定移动系统与地标的相对位置提供了必要的信息。使用光学处理器进行光学霍夫变换,高速提取地标图像的参数,同时在数字协处理器中使用快速简单的算法从这些参数中计算移动系统的坐标。分析了不同的误差来源,并开发了提高移动系统性能的算法,并通过计算机仿真进行了评估。
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引用次数: 4
Structural classification of multi-input biological nonlinear systems 多输入生物非线性系统的结构分类
Hai-Wen Chen, L. D. Jacobson, J. Gaska, D. Pollen
Structural classification and parameter estimation results that are applicable to multi-input nonlinear biological systems are presented. To use these methods properly, it is necessary first to establish that the structure of the system under study belongs to one of the broad structural classes examined; such a priori constraints would generally be inferred from the known anatomical and physiochemical properties of the system. Using the methods presented, input-output measurements are used to restrict the structural classification of the system further and to estimate the parameters of the classified model. Ongoing efforts to identify the spatiotemporal nonlinear networks that underlie the extracellularly recorded (spike) responses of visual cortical neurons to photic stimulation are discussed.<>
给出了适用于多输入非线性生物系统的结构分类和参数估计结果。为了正确地使用这些方法,首先必须确定所研究的系统的结构属于所研究的广义结构类之一;这种先验的约束通常是从已知的系统的解剖和物理化学性质中推断出来的。利用所提出的方法,利用输入输出度量来进一步限制系统的结构分类,并估计分类模型的参数。正在进行的努力,以确定时空非线性网络的基础上的记录(spike)视觉皮质神经元的光刺激的细胞外反应的讨论。
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引用次数: 4
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Conference proceedings. IEEE International Conference on Systems, Man, and Cybernetics
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