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Reflection Symmetry Detection Using Locally Affine Invariant Edge Correspondence

机译:基于局部仿射不变边缘对应的反射对称检测

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摘要

Reflection symmetry detection receives increasing attentions in recent years. The state-of-the-art algorithms mainly use the matching of intensity-based features (such as the SIFT) within a single image to find symmetry axes. This paper proposes a novel approach by establishing the correspondence of locally affine invariant edge-based features, which are superior to the intensity based in the aspects that it is insensitive to illumination variations, and applicable to textureless objects. The locally affine invariance is achieved by simple linear algebra for efficient and robust computations, making the algorithm suitable for detections under object distortions like perspective projection. Commonly used edge detectors and a voting process are, respectively, used before and after the edge description and matching steps to form a complete reflection detection pipeline. Experiments are performed using synthetic and real-world images with both multiple and single reflection symmetry axis. The test results are compared with existing algorithms to validate the proposed method.
机译:反射对称检测近年来受到越来越多的关注。最新的算法主要使用单个图像中基于强度的特征(例如SIFT)的匹配来找到对称轴。本文通过建立基于局部仿射不变边缘的特征的对应关系,提出了一种新颖的方法,该特征在强度方面对光照变化不敏感,并且适用于无纹理物体,因此优于强度。局部仿射不变性是通过简单的线性代数实现的,从而实现了高效且鲁棒的计算,这使得该算法适合于在物体变形(例如透视投影)下的检测。在边缘描述和匹配步骤之前和之后,分别使用常用的边缘检测器和表决过程,以形成完整的反射检测流水线。实验是使用具有多个和单个反射对称轴的合成图像和实际图像进行的。将测试结果与现有算法进行比较,以验证所提出的方法。

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