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Published on: September 28, 2018
A monocentric centerline extraction method for ring-like blood vessels
Fengjun Zhao1, Feifei Sun1, Yuqing Hou1
1School of Information Sciences and Technology, Northwest University, Xi'an, Shaanxi, 710069, China.
Insights
This study introduces a new monocentric method for extracting blood vessel centerlines, improving accuracy on complex, ring-like structures. The method effectively eliminates multi-voxel width, enhancing vascular disease analysis.
Area of Science:
- Medical Imaging
- Computational Biology
- Biomedical Engineering
Background:
- Accurate blood vessel centerline extraction is crucial for analyzing vascular diseases.
- Existing methods struggle with complex structures like ring-like vessels and multi-voxel widths.
Purpose of the Study:
- To develop a novel monocentric centerline extraction method for ring-like blood vessels.
- To address limitations of previous methods, specifically failure on ring-like structures and multi-voxel width.
Main Methods:
- Generating multiple centerlines from randomly sprinkled seed points.
- Employing multi-centerline fusion and local maximum distance from boundary to repair and supplement centerlines.
- Utilizing monocentric processing to ensure a single-voxel width for the extracted vascular centerline.
Main Results:
- The proposed monocentric method demonstrated superior performance compared to Wan et al.'s method and topological thinning.
- Visual inspection and quantitative assessments confirmed the method's effectiveness on synthesized and real MR brain image data.
- The method successfully handled ring-like structures and eliminated multi-voxel width issues.
Conclusions:
- The proposed monocentric centerline extraction method is effective for complex, ring-like blood vessels.
- This advancement improves the accuracy and reliability of quantitative analysis in vascular disease research.
- The method offers a significant improvement over existing techniques for vascular centerline extraction.
Abstract:
Centerline is generally used to measure topological and morphological parameters of blood vessels, which is pivotal for the quantitative analysis of vascular diseases. However, previous centerline extraction methods have two drawbacks on complex blood vessels, represented as the failure on ring-like structures and the existing of multi-voxel width. In this paper, we propose a monocentric centerline extraction method for ring-like blood vessels, which consists of three components. First, multiple centerlines are generated from the seed points that are chosen by randomly sprinkling points on blood vessel data. Second, multi-centerline fusion is used to repair the notches of centerlines on ring-like vessels, and the local maximum of distance from oundary is employed to remedy the missing centerline points. Finally, monocentric processing is devised to keep the vascular centerline with single voxel width. We compared the proposed method with Wan et al.'s method and topological thinning on five groups of data including synthesized vascular datasets and MR brain images. The result showed the proposed method performed better than the two contrast methods both by visual inspection and by quantitative assessment, which demonstrated the performance of the proposed method on ring-like blood vessels as well as the elimination of multi-voxel width points.
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