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首页> 外文期刊>Telecommunications and Radio Engineering >A NOVEL IMAGE INTEREST POINTS DETECTOR BASED ON HARRIS METHOD USING ATOMIC FUNCTIONS
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A NOVEL IMAGE INTEREST POINTS DETECTOR BASED ON HARRIS METHOD USING ATOMIC FUNCTIONS

机译:基于Harris方法的原子函数新型图像兴趣点检测器

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摘要

Most computer vision applications base their operation on the interest point detection. Therefore accurate interest point detection is essential for them. The detected interest points must be invariant to rotation, zoom, blur, illumination, changes of viewpoints, etc. This paper presents a novel image interest point detector, called Harris Atomic detector, which is based on the conventional Harris detector, but the Gaussian Function used in was replaced by an Atomic Function (AF) to improve the detection accuracy. In order to know which Atomic Function provides better results under different imaging conditions, a performance evaluation was done using several AFs. The main criterion used for the comparison was the invariance, in position and number, among the interest points detected in the first and the subsequent frames of a known image sequence. Evaluation results show that, although in general any atomic function improves the performance of conventional Harris detector, the up(x) AF provides best performance, with an improvement of about 10% on the interest point detection accuracy under rotation, blur, zoom and view point changes.
机译:大多数计算机视觉应用程序的操作都基于兴趣点检测。因此,准确的兴趣点检测对其至关重要。所检测到的兴趣点必须是旋转,缩放,模糊,照明,视点变化等不变的。本文提出了一种新颖的图像兴趣点检测器,称为Harris原子检测器,它基于常规的Harris检测器,但具有高斯函数原子功能(AF)代替了以前使用的,以提高检测精度。为了知道在不同的成像条件下哪个原子功能可以提供更好的结果,使用了几种自动对焦进行了性能评估。用于比较的主要标准是在已知图像序列的第一帧和后续帧中检测到的兴趣点之间的位置和数量不变。评估结果表明,尽管通常任何原子功能都可以提高传统哈里斯探测器的性能,但up(x)AF可以提供最佳性能,在旋转,模糊,变焦和观察下,兴趣点检测精度可提高约10%点变化。

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