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长春光学精密机械与物... [1]
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2022 [1]
2006 [1]
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A new two-layer nearest neighbor selection method for kNN classifier
期刊论文
KNOWLEDGE-BASED SYSTEMS, 2022, 卷号: 235, 页码: 14
作者:
Wang, Yikun
;
Pan, Zhibin
;
Dong, Jing
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浏览/下载:35/0
  |  
提交时间:2021/12/28
kNN classifier
Two-layer nearest neighbor rule
First-layer neighborhood
Second-layer neighborhood
Extended neighborhood
Research on tracking approach to low-flying weak small target near the sea (EI CONFERENCE)
会议论文
ICO20: Optical Information Processing, August 21, 2005 - August 26, 2005, Changchun, China
Zhang S.-Y.
;
Liu W.-N.
;
Xue X.-C.
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浏览/下载:24/0
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提交时间:2013/03/25
Automatic target detection is very difficult in complicate background of sea and sky because of the clutter caused by waves and clouds nearby the sea-level line. In this paper
in view of the low-flying target near the sea is always above the sea-level line
we can first locate the sea-level line
and neglect the image data beneath the sea-level line. Thus the noise under the sea-level line can be suppressed
and the executive time of target segmentation is also much reduced. A new method is proposed
which first uses neighborhood averaging method to suppress background and enhance targets so as to increase SNR
and then uses the multi-point multi-layer vertical Sobel operator combined with linear least squares fitting to locate the sea-level line
lastly uses the centroid tracking algorithm to detect and track the target. In the experiment
high frame rate and high-resolution digital CCD camera and high performance DSP are applied. Experimental results show that this method can efficiently locate the sea-level line on various conditions of lower contrast
and eliminate the negative impact of the clutter caused by waves and clouds
and capture and track target real-timely and accurately.
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