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Three-layer Fast Image Matching Algorithm Research Based on Evolutionary Algorithm

机译:基于进化算法的三层快速图像匹配算法研究

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A three-layer fast image matching algorithm based on Evolutionary Algorithm is proposed. It has some new features: 1A strategy from coarse matching to fine matching is adopted. Large numbers of non-matching points will be firstly eliminated by performing coarse matching with circular and cross templates, then a whole template is applied to confirming the final position to reduce the calculation workload; 2) two mutation strategies are proposed: low probability mutation strategy for the early mutation; and high probability strategy for the late mutation to enhance the diversity of population. The experimental results demonstrate that the performance in this paper outperforms that of other evolutionary algorithms in terms of the quality of the final solution, its stability is better and its computational cost is lower than the cost required by the correlation method and the circular method.
机译:提出了一种基于进化算法的三层快速图像匹配算法。它具有一些新功能:采用了从粗匹配粗匹配的1A策略。首先通过用圆形和跨模板进行粗匹配来首先消除大量的非匹配点,然后应用整个模板来确认最终位置以减少计算工作量; 2)提出了两个突变策略:早期突变的低概率突变策略;和晚期突变的高概率策略,以提高人口多样性。实验结果表明,本文的性能优于最终解决方案的质量方面的其他进化算法的性能,其稳定性更好,其计算成本低于相关方法和圆形方法所需的成本。

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