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Cerebral cortex surface reconstruction method and readable storage medium

A technology for cerebral cortex and surface reconstruction, applied in the field of medical image processing, can solve problems such as incomplete surface reconstruction and topological defects, and achieve the effects of improving generalization performance, reducing a large number of calculations, and realizing rapid application

Active Publication Date: 2022-06-03
BEIJING GALAXY CIRCUMFERENCE TECH CO LTD +1
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AI Technical Summary

Problems solved by technology

[0003] Although the existing cerebral cortex surface reconstruction technology can reconstruct a relatively reliable cerebral cortex surface, in order to achieve a high accuracy of the reconstructed cerebral cortex surface, a large number of calculations are required, which makes its processing time up to several hours.
In addition, for some special cases (such as stroke patients or tumor patients, etc.), the surface reconstruction cannot be completed because the images obtained from the segmented images in the reconstruction process have a large number of topological defects

Method used

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  • Cerebral cortex surface reconstruction method and readable storage medium
  • Cerebral cortex surface reconstruction method and readable storage medium
  • Cerebral cortex surface reconstruction method and readable storage medium

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Embodiment Construction

[0021] The technical solutions of the present invention will be further described in detail below through examples and in conjunction with the accompanying drawings. In the specification, the same or similar reference numerals refer to the same or similar parts. The following description of the embodiments of the present invention with reference to the accompanying drawings is intended to explain the general inventive concept of the present invention, and should not be construed as a limitation of the present invention.

[0022] In recent years, due to the combined use of a number of traditional image processing algorithms in the existing cerebral cortex surface reconstruction technology, for example, a time-consuming image grayscale adjustment algorithm is used in multiple stages of the processing flow to ensure the same Uniformity and consistency of pixel values ​​within tissue. This makes the entire processing flow computationally heavy and takes a long time, usually up to...

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Abstract

The invention discloses a cerebral cortex surface reconstruction method and a readable storage medium, and belongs to the field of medical image processing. The cerebral cortex surface reconstruction method comprises the following steps: performing data preprocessing on a medical image to obtain a standardized image; inputting the standardized image into a segmentation model to segment a brain anatomical structure adjacent to gray matter so as to obtain a distinguished brain anatomical structure segmentation image; inputting the distinguished brain anatomical structure segmentation image and the standardized image into a surface level set prediction model to obtain a level set representation image of an interface between the brain anatomical structure and the grey matter; the level set representation image of the interface between the brain anatomy and the grey matter is input into a topological repair module and a polygonal mesh representation reconstruction module to obtain a polygonal mesh representation of the interface between the brain anatomy and the grey matter.

Description

technical field [0001] The invention relates to the field of medical image processing, in particular to a cerebral cortex surface reconstruction method and a readable storage medium. Background technique [0002] In recent years, since the reconstruction of the cerebral cortex surface based on magnetic resonance imaging (MRI) is helpful for the research of neuroscience and the clinical diagnosis of neurodegenerative diseases, the visualization and cortical analysis of the cerebral cortex can be completed using the reconstructed cerebral cortex surface. Morphometry can also enable cortical surface-based analysis methods in functional magnetic resonance imaging applications, such as brain functional network analysis methods, and so on. [0003] Although the existing cerebral cortex surface reconstruction technology can reconstruct a relatively reliable cerebral cortex surface, in order to achieve a high accuracy of the reconstructed cerebral cortex surface, a large amount of c...

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Application Information

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IPC IPC(8): G06T17/20G06V10/26G06V10/80G06N3/04
CPCG06T17/20G06N3/045G06F18/253
Inventor 王伟伟张维胡清宇
Owner BEIJING GALAXY CIRCUMFERENCE TECH CO LTD
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