%0 Journal Article
%T Water Texture Fetching of Airphotoes
航空图像中水面纹理的自动提取
%A WANG Hai-yang
%A PAN De-lu
%A XIA De-shen
%A
汪海洋
%A 潘德炉
%A 夏德深
%J 中国图象图形学报
%D 2008
%I
%X To solve the problem that it is difficult to directly detect the object in the water due to flares and cloud shadows,this paper proposed a water wake recognition method based on Multi-Channel Gabor filters,and BP neural network.First,we select sample sub-images of same sizes with wake texture and without wake texture,then,we obtain feature images using a group of Gabor filters and calculate the mean and variance of feature images to acquive,the input vectors and train the BP network.Secondly we divide the whole image into sub-images with the same size as the first step,calculate mean and variance of Gabor feature images,caculate the input vector and judge whether the sub-image contain a wake texture by the trained BP network in the first step.We obtain a binary image by the classify results of the whole image,detect lines using Hough transform and judge whether there is a wake in the whole image.From experiment results,it is proved that the proposed algorithm can attain the wake texture precisely.
%K Gabor filters
%K BP neural network
%K Hough transform
%K texture fetching
Gabor滤波器
%K BP神经网络
%K Hough变换
%K 纹理提取
%U http://www.alljournals.cn/get_abstract_url.aspx?pcid=5B3AB970F71A803DEACDC0559115BFCF0A068CD97DD29835&cid=8240383F08CE46C8B05036380D75B607&jid=D06194629680C940ACE75262F54B9D85&aid=EF3D1C6353D7B1D6458C7F0D71824C33&yid=67289AFF6305E306&vid=FC0714F8D2EB605D&iid=0B39A22176CE99FB&sid=4B1FFFA116F7AE3B&eid=80BD0A2EF8664214&journal_id=1006-8961&journal_name=中国图象图形学报&referenced_num=0&reference_num=20