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GMM高斯混合模型进行背景建模(Matlab)
转:https://blog.csdn.net/jinshengtao/article/details/26278725
混合高斯背景建模是基于像素样本统计信息的背景表示方法,利用像素在较长时间内大量样本值的概率密度等统计信息(如模式数量、每个模式的均值和标准差)表示背景,然后使用统计差分(如3σ原则)进行目标像素判断,可以对复杂动态背景进行建模,计算量较大。
在混合高斯背景模型中,认为像素之间的颜色信息互不相关,对各像素点的处理都是相互独立的。对于视频图像中的每一个像素点,其值在序列图像中的变化可看作是不断产生像素值的随机过程,即用高斯分布来描述每个像素点的颜色呈现规律单模态(单峰),多模态(多峰)(Gaussian mixture background modeling is a background representation method based on the statistical information of pixel samples. Statistical information such as the number of patterns, the mean and standard deviation of each pattern are used to represent the background. Statistical difference (such as 3_principle) is used to judge the target pixel. Complex dynamic background modeling has a large amount of computation.
In the Gaussian mixture background model, it is considered that the color information between pixels is uncorrelated and the processing of each pixel is independent of each other. For each pixel in a video image, the change of its value in a sequential image can be seen as a random process that produces pixel values continuously, i.e. Gaussian distribution is used to describe the regularity of color rendering of each pixel in single mode (single peak) and multi-mode (multi-peak).)
- 2020-11-01 09:49:54下载
- 积分:1
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kfcm
模糊核聚类算法的几篇文章还有其matlab的几个程序(Fuzzy kernel clustering algorithm several articles Matlab program)
- 2012-05-04 14:57:26下载
- 积分:1
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curvelet_feature
该源码可以实现对彩色或灰度图像的曲波(Curvelet)特征的提取,以便后续做纹理图像分割。(The source can be achieved in color or grayscale images Qu Bo (Curvelet) feature extraction in order to do follow-up texture image segmentation.)
- 2020-12-30 14:29:00下载
- 积分:1
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PanoramicImage
用于图像拼接的素材,可用于全景图拼接。主要是JPG形式,可通过SIFT算法进行处理(Material for image stitching, can be used for panorama stitching. Mainly JPG format, can be handled by the SIFT)
- 2020-11-30 15:39:27下载
- 积分:1
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06035777
文献,基于融合和聚类的遥感图像变化检测技术(Literature, based on remote sensing image fusion and change detection clustering technology)
- 2013-12-09 22:53:30下载
- 积分:1
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Tamura_texture
Tamura纹理特征提取程序,matlab编写,通过运行测试无误。另附有pdf介绍Tamura纹理特征定义,希望对大家有帮助。(Tamura texture feature extraction procedures, matlab prepared correctly by running the test. Tamura has attached pdf introduce the definition of texture features, in the hope that everyone has to help.)
- 2008-08-02 20:20:06下载
- 积分:1
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susan
susan算子 基于边缘的图像分割
This function uses the SUSAN algorithm to find edges within an image(susan operator on the edge of the image segmentation This function uses the SUSAN algorithm to find edges within an image)
- 2010-06-09 09:06:59下载
- 积分:1
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图像匹配,将两幅不同的角度拍的图像的对应点都找到as
图像匹配,将两幅不同的角度拍的图像的对应点都找到(Corner detection)
- 2020-07-14 00:08:56下载
- 积分:1
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image_fusion_curvelet_GA
matlab code for image fusion based on curvelet transform and genetic algorithm
- 2012-10-10 20:14:57下载
- 积分:1
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ganxingququ
图像分割方法中有关感兴趣区域处理的程序代码(Image segmentation method for region of interest processing code)
- 2012-06-10 11:58:01下载
- 积分:1