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Shape Segmentation by Approximate Convexity Analysis

delete2014-12-29
delete121
PRE
AI
O
Oliver van Kaick *
Y
Yanir Kleiman
D
Daniel Cohen‐Or
DOI:10.1145/2611811delete
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摘要

摘要

En 中文
We present a shape segmentation method for complete and incomplete shapes. The key idea is to directly optimize the decomposition based on a characterization of the expected geometry of a part in a shape. Rather than setting the number of parts in advance, we search for the smallest number of parts that admit the geometric characterization of the parts. The segmentation is based on an intermediate-level analysis, where first the shape is decomposed into approximate convex components, which are then merged into consistent parts based on a nonlocal geometric signature. Our method is designed to handle incomplete shapes, represented by point clouds. We show segmentation results on shapes acquired by a range scanner, and an analysis of the robustness of our method to missing regions. Moreover, our method yields results that are comparable to state-of-the-art techniques evaluated on complete shapes.
Keyword:
Algorithms
Shape segmentation
incomplete shapes
point clouds
weakly convex decomposition
missing data
part characterization
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期刊

ACM Transactions on Graphics 封面图
ACM Transactions on Graphics
IF:
9.5
论文数:
4.7K
被引数:
3.6W

机构

T
Tel Aviv University
学者数:
3.7W
论文数: 3.0W
被引数: 3.6W
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