A landmark-free framework for the detection and description of shape differences in embryos.
A landmark-free framework for the detection and description of shape differences in embryos.
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用于检测和描述胚胎形状差异的无地标框架。
DOI:
10.1109/iembs.2011.6091276
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发表时间:
2011
期刊:
影响因子:
--
通讯作者:
Cox,LL
中科院分区:
文献类型:
--
作者:
Rolfe,SM;Shapiro,LG;Cox,TC;Maga,AM;Cox,LL
This paper introduces a new method to quantify and characterize shape changes during early facial development without the use of landmarks. Landmarks are traditionally used in morphometric analysis, but very few can be identified reliably across all stages of embryonic development. This method uses deformable registration to produce a dense vector field describing the point correspondences between two images. Low and mid-level features are extracted from the deformable vector field to find regions of organized differences that are biologically relevant. These methods are shown to detect regions of difference when evaluated on chick embryo images warped with small magnitude deformations in regions critical to midfacial development.