论文标题

3D方向场变换

3D Orientation Field Transform

论文作者

Yeung, Wai-Tsun, Cai, Xiaohao, Liang, Zizhen, Kang, Byung-Ho

论文摘要

事实证明,二维(2D)取向场变换可有效地通过自上而下的处理来增强图像中的2D轮廓和曲线。但是,由于3D的极为复杂的方向与2D相比,它在三维(3D)图像中没有对应物。实际上和理论上,3D的需求和兴趣只能增加。在这项工作中,我们将概念模块化并将其推广到3D曲线。发现不同的模块化组合可以增强曲线到不同的扩展,并且对3D曲线的堆积具有不同的敏感性。原则上,提出的3D方向场变换自然可以解决任何维度。作为一种特殊情况,它也是2D图像的理想选择,与上一个2D方向场变换相比,拥有更简单的方法。该方法通过几个透射电子显微镜断层图(从2D曲线增强到更重要且有趣的3D)进行了证明。

The two-dimensional (2D) orientation field transform has been proved to be effective at enhancing 2D contours and curves in images by means of top-down processing. It, however, has no counterpart in three-dimensional (3D) images due to the extremely complicated orientation in 3D compared to 2D. Practically and theoretically, the demand and interest in 3D can only be increasing. In this work, we modularise the concept and generalise it to 3D curves. Different modular combinations are found to enhance curves to different extents and with different sensitivity to the packing of the 3D curves. In principle, the proposed 3D orientation field transform can naturally tackle any dimensions. As a special case, it is also ideal for 2D images, owning simpler methodology compared to the previous 2D orientation field transform. The proposed method is demonstrated with several transmission electron microscopy tomograms ranging from 2D curve enhancement to, the more important and interesting, 3D ones.

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