Ellipse detection method based on chord tangent distance

An ellipse detection and tangent technology, which is applied in the fields of image processing and computer vision, can solve the problems of limited application, large limitations of use, poor interpretability, etc., and achieve the effects of reducing the amount of calculation, improving practicability, and reducing errors

Pending Publication Date: 2019-10-25
SOUTH CHINA UNIV OF TECH
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Problems solved by technology

[0003] In practical applications, various interference factors will bring challenges to ellipse detection and affect its performance, for example, a given point can only cover part of the ellipse arc segment, slender ellipse, noise and outlier points, etc.
Early ellipse detection methods voted on all possible ellipse parameters to determine the final ellipse parameters. This type of method has good robustness to interference factors such as a given point covering only part of the arc segment, noise and outliers. However, this method is too sensitive to the discretization of the parameter space; another type of ellipse detection method is based

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  • Ellipse detection method based on chord tangent distance
  • Ellipse detection method based on chord tangent distance
  • Ellipse detection method based on chord tangent distance

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[0033] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0034] see Figure 1 to Figure 6 , the present invention provides a technical solution: an ellipse detection method based on chord tangent distance, comprising the following steps:

[0035] Step 1: Image edge pixel chain extraction:

[0036] (1) Convert the input image to the LAB color space, and use the Canny operator to perform edge extraction on the L color channel to obtain a binary edge image;

[0037] (2) Perform connected component marking and edge tr...

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Abstract

The invention discloses an ellipse detection method based on chord tangent distance. The method comprises the following steps: 1, image edge pixel chain extraction: converting an input image into an LAB color space, extracting an image edge on an L color channel, performing connected component marking and edge tracking operations, and obtaining an edge pixel chain from each connected component; 2,ellipse fitting: under a least square fitting framework, establishing an objective function by using a chord tangent distance as a fitting error metric, and iteratively solving ellipse parameters byusing a Gauss-Newton method. Due to the fact that the chord tangent distance is adopted, a simple closed-form solution is provided for calculating the corresponding point of one point on the given ellipse. The iterative solution does not need to be carried out like most of existing geometric distance fitting methods. The calculated amount is greatly reduced. Meanwhile, errors occurring in calculation are reduced, and the practicability of the method is improved.

Description

technical field [0001] The invention belongs to the technical fields of image processing and computer vision, and in particular relates to an ellipse detection method based on chord tangent distance. Background technique [0002] Detecting elliptical structures from images is a basic problem in the field of image analysis and computer vision. Many visual objects or structures in images can be reasonably approximated as ellipses, so that they can be expressed and described with a few parameters, which can be used for subsequent images. analysis or computer vision tasks. Therefore, ellipse detection technology has a wide range of applications in target recognition, 3D structure inference, machine vision and industrial automation, medical image analysis and other fields. [0003] In practical applications, various interference factors will bring challenges to ellipse detection and affect its performance. For example, a given point can only cover part of the ellipse arc segment...

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Application Information

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IPC IPC(8): G06T7/10G06T7/13
CPCG06T7/13G06T7/10Y02T10/40
Inventor 余晋刚区家荣肖立超刘智锋
Owner SOUTH CHINA UNIV OF TECH
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