Method for measuring depth of front surface of lamina cribrosa based on active contour and energy constraint

An energy-constrained and active contour technology, applied in the field of image recognition, can solve problems such as low efficiency and weak robustness

Active Publication Date: 2018-02-02
CENT SOUTH UNIV
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[0017] The present invention provides a method for measuring the depth of the front surface of the sieve plate based on active cont

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  • Method for measuring depth of front surface of lamina cribrosa based on active contour and energy constraint
  • Method for measuring depth of front surface of lamina cribrosa based on active contour and energy constraint
  • Method for measuring depth of front surface of lamina cribrosa based on active contour and energy constraint

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[0048] The present invention will be further described below in conjunction with the accompanying drawings.

[0049] The present invention proposes a method for measuring the depth of the front surface of the sieve plate based on active contours and energy constraints, which includes four steps: first, the clustering diagram of the k-means algorithm is used as the initial contour of the C-V active contour model, and then the termination of the lower boundary of the contour is taken point, which is the BMO point, and then extract the smallest rectangle in the image that contains the area below the BMO reference projection line as the region of interest segmented on the front surface of the sieve plate, and extract candidate points for each column of the region of interest in the image according to the energy function. Candidate points that meet the constraint conditions are deleted, and the entire surface is segmented by a curve fitting method, and finally the depth of the front...

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Abstract

The invention discloses a method for measuring the depth of the front surface of lamina cribrosa based on active contour and energy constraint. A Bruch's membrane opening point determination approachbased on K-means clustering and active contour and a lamina cribrosa front surface segmentation approach based on energy constraint are adopted. First, the clustering map of K-means clustering is taken as the initial contour of a C-V active contour model, and a Bruch's membrane opening point in the contour is extracted. Then, a region of interest segmented from the front surface of lamina cribrosais obtained according to the position of the opening point, and the front surface of lamina cribrosa is segmented out through an energy constraint approach. Finally, the depth of the front surface oflamina cribrosa is measured according to the structure of the two steps. The result of the invention is better than that of the existing method, and is consistent with the manual calibration result of experts. The problem that it takes time and energy for experts to measure the depth of the front surface of lamina cribrosa through manual calibration in clinical diagnosis is solved. The method isof positive significance to the early screening and clinical diagnosis of glaucoma.

Description

technical field [0001] The invention belongs to the technical field of image recognition and relates to a method for measuring the depth of the front surface of a sieve plate based on active contours and energy constraints. Background technique [0002] Glaucoma is the second leading cause of blindness in the world. It destroys the axons of optic ganglion cells around the optic nerve head, resulting in loss of vision. Due to the irreversibility of glaucoma, early detection, early detection and early treatment of glaucoma can slow down the progress of the disease. However, because the pathogenesis of glaucoma has not been fully clarified, the research on the risk factors of glaucoma is still a hot issue at present. [0003] The lamina cribrosa is located in the sclera, where the axons of retinal ganglion cells exit the eye. Pressure gradient between the outside of the eye. The anatomy of the cribriform plate is as follows: approximately 12,000–15,000 retinal ganglion cell ...

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Application Information

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IPC IPC(8): G06T7/00G06T7/11G06T7/13G06T7/50
CPCG06T7/0012G06T7/11G06T7/13G06T7/50G06T2207/10101G06T2207/30041
Inventor 陈再良彭鹏沈海澜刘晴魏浩段宣初欧阳平波廖胜辉
Owner CENT SOUTH UNIV
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