A Composite Model Based on Shape for Fast Image Matching

Gang Xu, Wenxian Yang
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引用次数: 2

Abstract

A new improved partial Hausdorff distance is presented as the accurate measurement of the degree of shape similarity between the template and images, according to this distance, a fast strategy is proposed to measure the similarity roughly. A new genetic algorithm based on fuzzy logic, which can adaptively regulate the probabilities of crossover and mutation, is used to search the optimum shape matching quickly. The composite model composed of these algorithms can finish the shape matching from coarse to fine. The experimental results show that the model is capable of the shape matching with better quality and higher speed compared with other similar matching algorithms and can be used in real-time image matching.
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基于形状的图像快速匹配复合模型
提出了一种新的改进的部分Hausdorff距离作为模板与图像形状相似度的精确度量,并根据该距离提出了一种快速粗略度量相似度的策略。采用一种基于模糊逻辑的自适应调节交叉和变异概率的遗传算法,快速搜索出最优形状匹配。由这些算法组成的复合模型可以完成由粗到细的形状匹配。实验结果表明,与同类匹配算法相比,该模型具有更好的形状匹配质量和更快的匹配速度,可用于实时图像匹配。
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