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MORPHOLOGICAL AND GEOMETRIC EDGE FILTERS FOR EDGE ENHANCEMENT IN DEPTH IMAGES

机译:形态和几何边缘过滤器,用于深度图像中的边缘增强

摘要

A mechanism is described for facilitating three-dimensional (3D) depth imaging systems, and morphological and geometric filters for edge enhancement in depth images at computing devices according to one embodiment. A method of embodiments, as described herein, includes detecting an input digital image of an object, the digital image comprising data pixels contaminated by noise and confidence values corresponding to the data pixels, and computing a morphological filter by matching the confidence pixels in the input digital image with a set of matching templates, and using a set of masking templates to determine the data pixels and confidence pixels in the filtered image. The method further include computing an edge filter by performing computation of distances between the data pixels along a plurality of directions to determine an edge direction, and determining the data pixels and and the confidence pixels in a filtered image based on the edge direction. The method may further include applying at least one of the morphological filter and the edge filter to filter the digital image.
机译:根据一个实施例,描述了一种用于促进三维(3D)深度成像系统以及用于在计算设备处对深度图像中的边缘进行增强的形态学和几何滤波器的机制。如本文所述,实施例的方法包括:检测对象的输入数字图像,该数字图像包括被噪声和与数据像素相对应的置信度值污染的数据像素;以及通过匹配输入中的置信度像素来计算形态学滤波器。具有一组匹配模板的数字图像,并使用一组蒙版模板来确定已滤波图像中的数据像素和置信度像素。该方法还包括通过执行沿多个方向的数据像素之间的距离的计算以确定边缘方向来计算边缘滤波器,以及基于边缘方向来确定滤波图像中的数据像素和置信度像素。该方法可以进一步包括应用形态滤波器和边缘滤波器中的至少一个来滤波数字图像。

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