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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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elint
说明: 这是一本关于电子情报雷达信号分析的电子版,主要内容包括电子情报的特征和基础、模拟和数字系统的信噪比考虑、信号功率、极化、波数分析、天线扫描分析、脉内分析、脉冲重复间隔分析、载频分析、脉冲串去交错、确定elint参数的极限以及elint数据文件
(This is an electronic intelligence on the radar signal analysis of the electronic version, the main contents include the characteristics of electronic intelligence and infrastructure, both analog and digital system signal to noise ratio considerations, signal power, polarization, wave-number analysis, antenna scanning analysis, pulse analysis , pulse repetition interval analysis, analysis of carrier frequency, pulse staggered string to determine the limits of the parameters, as well as ELINT ELINT Data Files)
- 2020-12-24 23:49:05下载
- 积分:1
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homework4
编制通用的二值形态学运算(腐蚀和膨胀、开、闭和击中击不中变换)函数,函数可以处理不同的变换形式和不同类型的结构元素。并用你编制的形态学函数对一个二值图象进行处理。
用形态学击中击不中变换方法对图象进行细化处理。
实验图象:二值图象由一段文字组成,word_bw.bmp (The preparation of binary morphological operations (erosion and dilation, opening, closing and hit-miss transform) function, the function can handle the transformation of different forms and different types of structural elements. You prepared in morphology function of a binary image. Morphological hit-miss transform method of image refinement process. Experimental images: binary image by a paragraph of text, word_bw.bmp)
- 2012-06-30 10:24:02下载
- 积分:1
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opticalflow
用光流法进行运动物体的检测和跟踪,并返回运动方向(Light flow method of moving object detection and tracking, and return to the direction of movement)
- 2009-07-15 14:03:10下载
- 积分:1
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gaijinfensuilin
改进的分水岭算法,能够较好地提取对象轮廓、准确得到物体边界的优点。在MATLAB6.5下顺利编译通过(improve the watershed algorithm can be used to extract object contours, to be precise object boundary advantages. In MATLAB6.5 smoothly through the compiler)
- 2007-04-29 21:49:29下载
- 积分:1
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PCNN-NSCT
把PCNN和非下采样结合,不仅降低了所用时间,而且提高了效率。(Under the PCNN and the sampling combination, not only reduced the time and improve the efficiency.)
- 2013-01-15 12:44:21下载
- 积分:1
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小波阈值去噪
小波去噪,实现阈值小波去噪,并且含有frost去噪,并且输出信噪比(Wavelet denoising, to achieve the threshold wavelet denoising, denoising and contains frost, and the output signal to noise ratio)
- 2020-06-30 17:20:02下载
- 积分:1
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firedetection_matlab
对火焰进行检测的matlab程序,可以通过算法检测火焰的情况(Flame detection of the matlab program, algorithm can detect the flame of)
- 2011-08-16 15:19:53下载
- 积分:1
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strcturelvbonew
利用数学形态学构成形态学滤波器对图象进行滤波,处理效果较满意.(using mathematical morphology constitute morphological filter image filtering, processing more satisfied with the results.)
- 2020-11-12 10:59:43下载
- 积分:1
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MoveTest
对视频中的几帧进行移动目标检测,着重标记出移动目标。(Moving targets are detected for several frames in the video, with emphasis on the moving target.)
- 2016-11-23 21:26:17下载
- 积分:1