Alignment of 2D objects for shape interpretation

O. Mzoughi, Itheri Yahiaoui, N. Boujemaa
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Abstract

Humans usually describe objects along a certain direction, called intuitive direction, in other words place them in a way that they are commonly seen in their surroundings. In computer vision, the intuitive alignment may be very useful for object interpretation and semantic classification. For example, it may facilitate the extraction of characteristic points such as the base and apex of plant leaves, the eyes and tail of fishes and so on, which enrich greatly the representation of their shapes. While it still an open challenge to automatically align objects along their intuitive orientation, this paper examines opportunities to determine it for objects that have a somewhat symmetric shapes. Inspired by an idea related to 3D alignment, our approach is based on two types of symmetry: reflectional symmetry and local translational symmetry. Experimental results carried on the MPEG-7 dataset show that our method detects an alignment that corresponds to the users' intuition for most objects that have an approximately or partially symmetric shapes.
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用于形状解释的二维物体对齐
人类通常沿着一定的方向描述物体,这被称为直觉方向,换句话说,就是把它们放在它们在周围环境中常见的位置。在计算机视觉中,直观对齐对于对象解释和语义分类是非常有用的。例如,它可以方便地提取植物叶片的基部和顶端、鱼的眼睛和尾巴等特征点,极大地丰富了它们的形状表征。虽然沿着直观方向自动对齐对象仍然是一个开放的挑战,但本文研究了为具有某种对称形状的对象确定它的机会。受3D对齐的启发,我们的方法基于两种类型的对称:反射对称和局部平移对称。在MPEG-7数据集上进行的实验结果表明,对于大多数具有近似或部分对称形状的对象,我们的方法检测到与用户直觉相对应的对齐。
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