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An efficient unsupervised method for obtaining polygonal approximations of closed digital planar curves

机译:一种获得封闭的数字平面曲线的多边形近似的有效无监督方法

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摘要

The contour of a shape is a powerful feature that enables its description and subsequent recognition. However, the direct use of a contour introduces redundancy. Many algorithms have been proposed for simplification of a contour while its most outstanding features are maintained. However, several inconveniences can be found in these methods, mainly the need for user interaction to set proper values for the parameters and, in some cases, for each specific contour. The proposed algorithm obtains polygonal approximations of contours and does not have parameters that must be adjusted, which provides the best balance between fidelity and efficiency, and has a modest algorithmic complexity. The method is based on an analysis of the convexity/concavity tree of the contour, and an efficient split/merge strategy is used. The experiments conducted show that the proposed method overcomes the state-of-the-art, using both synthetic data and a broad dataset of real contours. (C) 2016 Elsevier Inc. All rights reserved.
机译:形状的轮廓是一个强大的功能,可以对其进行描述和随后的识别。但是,直接使用轮廓会带来冗余。已经提出了许多算法来简化轮廓,同时保持其最突出的特征。但是,在这些方法中会发现一些不便之处,主要是需要用户交互以设置参数的适当值,在某些情况下还需要为每个特定轮廓设置适当的值。所提出的算法获得轮廓的多边形近似,并且不具有必须调整的参数,这在保真度和效率之间提供了最佳的平衡,并且具有适度的算法复杂度。该方法基于对轮廓的凸/凹树的分析,并使用了有效的分割/合并策略。进行的实验表明,该方法克服了现有技术的不足,同时使用了合成数据和广泛的真实轮廓数据集。 (C)2016 Elsevier Inc.保留所有权利。

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