文件名称:Matching-Algorithm
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要:图像匹配是计算机视觉中许多领域的基础,特征提取则是图像匹配的基础,其中不变量特征是一
个重要的理论。SIFt是最有效的尺度、旋转、亮度不变量局部特征之一,但算法复杂、计算时间长。分析
了SIFt的计算时间分配,通过计算关键点的邻域梯度直方图时动态修改采样步长,大大提高了SWr的
计算速度。分析了基于SIFt特征的图像匹配算法,提出了双向匹配算法,提高了图像匹配的准确率。实
验结果表明所提出的方法是有效的-Scale invariant feature transform(SIb-T)is one of the most efective local feature of scale,rotation and illumi—
nation invariant,but its algorithm is complicated and computation time is long.The computation time distribution is ana-
lyzed,and the computation speed is greatly improved by dynamically modifying sampling step when computing the gradi—
ent histogram of the region around the key point location.SIFr-based image matching algorithm is analyzed,and a bidi—
rectional matching algorithm is propesed to improve the accuracy of ima ge ma tching.The experimental results show that
the prope sed algorithms are efective.
个重要的理论。SIFt是最有效的尺度、旋转、亮度不变量局部特征之一,但算法复杂、计算时间长。分析
了SIFt的计算时间分配,通过计算关键点的邻域梯度直方图时动态修改采样步长,大大提高了SWr的
计算速度。分析了基于SIFt特征的图像匹配算法,提出了双向匹配算法,提高了图像匹配的准确率。实
验结果表明所提出的方法是有效的-Scale invariant feature transform(SIb-T)is one of the most efective local feature of scale,rotation and illumi—
nation invariant,but its algorithm is complicated and computation time is long.The computation time distribution is ana-
lyzed,and the computation speed is greatly improved by dynamically modifying sampling step when computing the gradi—
ent histogram of the region around the key point location.SIFr-based image matching algorithm is analyzed,and a bidi—
rectional matching algorithm is propesed to improve the accuracy of ima ge ma tching.The experimental results show that
the prope sed algorithms are efective.
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Matching Algorithm.pdf