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Real-time structured light coding for adaptive patterns

机译:用于自适应模式的实时结构化光编码

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Coded structured light is a technique that allows the 3D reconstruction of poorly or non-textured scene areas. With the codes uniquely associated with visual primitives of the projected pattern, the correspondence problem is quickly solved by means of local information only, with robustness against disturbances like high surface curvatures, partial occlusions, out-of-field of view or out-of-focus. Real-time 3D reconstruction with one shot is possible with pseudo-random arrays, where the encoding is done in a single pattern using spatial neighbourhood. To correct more mismatched visual primitives and to get patterns globally more robust, a higher Hamming distance between all the used codewords should be suited. Recent works in the structured light field have shown a growing interest for adaptive patterns. These can account for geometrical or spectral specificities of the scene to provide better features matching and reconstructions. Up till today, such patterns cannot benefit from the robustness offered by spatial neighbourhood coding with a minimal Hamming distance constraint, because the existing algorithms for such a class of coding are designed with an offline coding only. In this article, we show that due to two new contributions, a mixed exploration/exploitation search behaviour and a O(n~2) to ~O(n) complexity reduction using the epipolar constraint, the real-time coding of patterns having similar properties than those coded offline can be achieved. This allows to design a complete closed-loop processing pipeline for adaptive patterns.
机译:编码结构化光是一种允许对不良或无纹理场景区域进行3D重建的技术。使用与投影图案的视觉图元唯一关联的代码,仅通过本地信息即可快速解决对应问题,并且对诸如高表面曲率,部分遮挡,视野外或视野外等干扰具有鲁棒性焦点。伪随机数组可以实现一次拍摄的实时3D重建,其中使用空间邻域以单个模式进行编码。为了校正更多不匹配的视觉图元并使全局模式更鲁棒,应该在所有使用的码字之间使用更大的汉明距离。结构光领域的最新工作显示出对自适应模式的兴趣日益浓厚。这些可以说明场景的几何或光谱特征,以提供更好的特征匹配和重建。直到今天,这样的模式仍不能从具有最小汉明距离约束的空间邻域编码所提供的鲁棒性中受益,因为用于此类编码的现有算法仅设计为具有离线编码。在本文中,我们表明由于两个新的贡献,即混合探索/探索搜索行为以及使用对极约束将O(n〜2)降低到〜O(n)的复杂度,模式的实时编码具有相似的可以实现比脱机编码的那些属性。这允许设计用于自适应模式的完整的闭环处理管线。

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