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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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roidpoly
感兴趣区域提取,已通过实验证其可行性以及实用性(region of interest detect )
- 2009-06-12 10:12:53下载
- 积分:1
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TestCamWin32
能实现VFW编程,调用本地视频设备,实现视频捕捉和RGB-YUV颜色空间转换。
(To achieve VFW programming, call the local video equipment, the implementation of video capture and RGB-YUV color space conversion.)
- 2014-12-20 00:15:50下载
- 积分:1
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SAD
实现了立体匹配的SAD算法计算视差图,结果比较理想(Using the SAD algorithm to calculate the disparity map of stereo matching, the result is good.)
- 2012-05-08 16:02:28下载
- 积分:1
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Area
matlab使用regionprops求面积,找到连通域(Matlab uses regionprops to calculate area and find connected region)
- 2020-06-17 08:00:02下载
- 积分:1
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apple
rgb转化为lab空间,k-means聚类,基本的图像处理如腐蚀膨胀等,分水岭分割方法分割标记(rgb converted to lab space, k-means clustering, basic image processing such as corrosion expansion, etc., watershed segmentation segmentation mark)
- 2020-09-21 16:17:50下载
- 积分:1
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Jerman增强滤波器 可行
基于hessian矩阵的眼底图像血管增强滤波(Vessel Enhanced Filtering of Eyeground Images Based on Hessian Matrix)
- 2020-12-16 16:09:14下载
- 积分:1
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kurtosis
图像峰度计算函数,可作为图像质量评价的一个标准(Kurtosis calculated image function, image quality evaluation can be used as a standard)
- 2008-04-03 13:17:29下载
- 积分:1
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butterfly
根据16点DFT算法得出的运算流程图,得到的16点DFT蝶形运算函数(16 point s DFT algorithm)
- 2013-04-07 11:52:45下载
- 积分:1
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RECOVER
比较反滤波和维纳滤波对一幅图像复原的效果。从两方面出发,一是对运动模糊和均值模糊复原的能力,二是抗噪能力,各种情况分别都进行了对比(Comparison of inverse filtering and Wiener filtering on an image restoration results. Proceed in two ways, first on the motion blur and the mean fuzzy recovery capability and noise immunity, all cases are compared separately)
- 2010-06-02 03:44:47下载
- 积分:1