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Multi-Material Interface Extraction and Its Topological Relationship Expression for 3-D Image Data

delete2021-01-01
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PRE
AI
张缓缓 封面图
张缓缓 (Huanhuan Zhang) *
L
Lei Wang
Y
Yinghui Wang *
N
Ningna Wang
X
Xiaojuan Ning
K
Ke Lv
DOI:10.1109/TIM.2021.3111987delete
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摘要

摘要

En 中文
The interface extraction and its topological relationship is a critical step toward the visualization, recognition, and feature retrieval of multi-material objects. The existing methods pay attention only to the interface visualization and extraction, while ignoring the representation of the interface topological relationship. In this article, we proposed a multi-material interface extraction and its topological relationship expression method for 3-D image data. First, we extend the 2-D Canny detector to 3-D for extracting the interface points of 3-D image data. Second, we introduce an efficient clustering method to cluster interface points for obtaining the sub-interfaces. Third, the neighboring relationship of each sub-interface is calculated and the directed skeleton tree with global topological feature is constructed. Finally, we propose a matrix representation to explicitly express the topological relationship of interfaces. Experimental results demonstrate that our method can efficiently extract interfaces for a variety of synthetic and raw scanned 3-D image data, even in the presence of noisy.
Keyword:
3-D image data
interface extraction
interface-point detection
multi-material

期刊

IEEE Transactions on Instrumentation and Measurement 封面图
IEEE Transactions on Instrumentation and Measurement
IF:
5.9
论文数:
2.0W
被引数:
5.8W

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University of Texas Dallas
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5.6K
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university of texas system
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18.5W
论文数: 15.6W
被引数: 210
C
chinese academy of sciences
学者数:
56.7W
论文数: 45.0W
被引数: 704
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