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Centroid

About: Centroid is a research topic. Over the lifetime, 4110 publications have been published within this topic receiving 53637 citations. The topic is also known as: barycenter (geometry) & geometric center of a plane figure.


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Patent
29 Sep 1982
TL;DR: In this paper, a method and apparatus for determining the spatial coordinates of a workpiece including a precisely formed jig, a planar light source, an electronic imaging device adapted to view the intersection of the planar lights with the jig and the workpiece, a video digitizer for sampling and digitizing output signals from the imaging device and in particular reference pulse signals representative of said intersections, digital logic circuitry for algebraically summing video samples to determine the centroid or geometric mean of the reference pulses; and a computer for calculating calibration parameters based on knowledge of the form
Abstract: A method and apparatus for determining the spatial coordinates of a workpiece including: a precisely formed jig; a planar light source; an electronic imaging device adapted to view the intersection of the planar light with the jig and the workpiece; a video digitizer for sampling and digitizing output signals from the imaging device and in particular reference pulse signals representative of said intersections; digital logic circuitry for algebraically summing video samples to determine the centroid or geometric mean of the reference pulses; and a computer for calculating calibration parameters based on knowledge of the form of the jig and scans of the jig, and applying those calibration parameters to scans of the workpiece to calculate spatial coordinates of the workpiece. A method of determining the centroid of a sensed pulse signal including the steps of integrating the signal over a selected interval including the pulse by analog or digital means, integrating the result of the first integration in like manner and dividing result of the second integration by the result of the first integration.

84 citations

Journal ArticleDOI
TL;DR: By combining with analyses of the PCFCRD, several unclear mechanisms of the constant delay introduction are mathematically interpreted, especially quantitative influences on the chirp rate resolution and theoretical antinoise performance.
Abstract: This paper presents an extension of the integrated time-chirp rate analysis technique, known as the parameterized centroid frequency-chirp rate distribution (PCFCRD), for noisy multicomponent linear frequency modulated signals analysis The PCFCRD is based on a newly defined correlation function and its auto term accumulation is two-dimensionally coherent The principle, cross term characteristic, implementation, properties, parameter selection criterion, antinoise performance, and estimation accuracy are analyzed for the PCFCRD In this paper, comparisons with the coherently integrated cubic phase function, maximum likelihood method, and Lv's distribution are performed With mathematic analyses and numerical simulations, we demonstrate that the PCFCRD outperforms these three representative counterparts Further, by combining with analyses of the PCFCRD, several unclear mechanisms of the constant delay introduction are mathematically interpreted, especially quantitative influences on the chirp rate resolution and theoretical antinoise performance

83 citations

Journal ArticleDOI
TL;DR: A new parallel clustering algorithm based on the k-means algorithm that significantly reduces the exponential growth of computations and splits a dataset into batches while preserving the characteristics of the initial dataset and increasing the clustering speed.

83 citations

Journal ArticleDOI
TL;DR: A method based on minimum-entropy analysis is proposed to extract the set of parameters of a line segment detection is both accurate and robust in the presence of quantization error, background noise, or pixel disturbances.
Abstract: The Hough transform is a popular technique used in the field of image processing and computer vision. With a Hough transform technique, not only the normal angle and distance of a line but also the line-segment’s length and midpoint (centroid) can be extracted by analysing the voting distribution around a peak in the Hough space. In this paper, a method based on minimum-entropy analysis is proposed to extract the set of parameters of a line segment. In each column around a peak in Hough space, the voting values specify probabilistic distributions. The corresponding entropies and statistical means are computed. The line-segment’s normal angle and length are simultaneously computed by fitting a quadratic polynomial curve to the voting entropies. The line-segment’s midpoint and normal distance are computed by fitting and interpolating a linear curve to the voting means. The proposed method is tested on simulated images for detection accuracy by providing comparative results. Experimental results on real-world images verify the method as well. The proposed method for line-segment detection is both accurate and robust in the presence of quantization error, background noise, or pixel disturbances.

82 citations

Journal ArticleDOI
TL;DR: The problem of estimating the centroid of an incoherently imaged point with a CCD array is analyzed and an exact analysis is presented that uses the actual short-exposure function at the CCD instead of the traditional Gaussian approximation.
Abstract: The problem of estimating the centroid of an incoherently imaged point with a CCD array is analyzed. An exact analysis is presented that uses the actual short-exposure function at the CCD instead of the traditional Gaussian approximation. The analysis shows that, for Poisson noise, the centroid variance depends on the CCD size and that truncation effects play a significant part in determining the optimum CCD size. The effects of this on a wave-front reconstruction formed by a Shack–Hartmann sensor are described.

82 citations


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Performance
Metrics
No. of papers in the topic in previous years
YearPapers
2023492
20221,001
2021184
2020202
2019269
2018271