基于MATLAB的图像分割算法研究

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1摘要本文从原理和应用效果上对经典的图像分割方法如边缘检测、阈值分割技术和区域增长等进行了分析。对梯度算法中的Roberts算子、Sobel算子、Prewitt算子、拉普拉斯(Laplacian)算子、LoG(Laplacian-Gauss)算子、坎尼(Canny)算子的分割步骤、分割方式、分割准则相互比较可以看出根据坎尼(Canny)边缘算子的3个准则得出的边缘检测结果最满意。而阈值分割技术的关键在于阈值的确定,只有阈值确定好了才能有效的划分物体与背景,但这种方法只对于那些灰度分布明显,背景与物体差别大的图像的分割效果才明显。区域增长的基本思想是将具有相似性质的像素集合起来构成新区域。与此同时本文还分析了图像分割技术研究的方向。关键词:图像处理图像分割AbstractThisarticleanalysestheapplicationeffecttotheclassicsimagesegmentationmethodliketheedgeexamination,territoryvaluedivisiontechnology,andtheregiongrowthandsoon.ForcomparingtheRobertsoperator,Sobeloperator,Prewittoperator,theoperatorofLaplacianandtheoperatorofLoG(Laplacian-Gauss),Cannyoperatoringradientalgorithm,thestep,thewayandthestandardoftheimagesegmentation,wecanfindoutthethreestandardofCannyedgeoperatortheedgedetectionresultofreachingmostsatisfy.Andthekeypointofthresholdsegmentationlieinfixingthethresholdvalue,itisgoodtohaveonlythresholdvaluetodetermineitthencanbeeffectivetodivideobjectandbackground,butthiskindofmethodisgoodtothosegrayscales,thebigdifferenceimageeffectbetweenthebackgroundandobiect.Thebasicideaofareaistoformthenewregionfromsimilarnature.Andalso,thispaperanalysestheresearchdirectionofimagesegmentationtechnologyatthesametime.Keywords:imageprocessingimagesegmentationoperator基于MATLAB的图像分割算法研究2目录(一般目录要求最多是三级目录,不要出现四级目录)第一章绪论.........................................................................................................................................11.1数字图像处理的基本特点........................................................................................................11.1.1数字图像处理的信息大多是二维信息,处理信息量很大(三级标题有问题)11.1.2数字图像处理占用的频带较宽..........................................................................................21.1.3数字图像中各个像素是不独立的,其相关性大..........................................................21.1.4作合适的假定或附加新的测量..........................................................................................21.1.5数字图像处理后的图像受人的因素影响较大...............................................................21.2数字图像处理的优点.................................................................................................................21.2.1再现性好...................................................................................................................................21.2.2处理精度高..............................................................................................................................31.2.3适用面宽...................................................................................................................................31.2.4灵活性高...................................................................................................................................31.3数字图像处理的应用.................................................................................................................41.3.1航天和航空技术方面的应用...............................................................................................41.3.2生物医学工程方面的应用...................................................................................................51.3.3通信工程方面的应用............................................................................................................51.3.4工业和工程方面的应用........................................................................................................51.3.5军事公安方面的应用............................................................................................................51.3.6文化艺术方面的应用............................................................................................................61.4数字图像分割技术的发展概况...............................................................................................61.4.1基于分形的图像分割技术..................................................................................................61.4.2基于神经网络的图像分割技术.........................................................................................71.5本文的主要流程图.....................................................................................................................8第二章数字图像处理的处理方式................................................................................................92.1图像变换.......................................................................................................................................92.2图像编码压缩..............................................................................................................................92.3图像增强和复原..........................................................................................................................92.4图像分割.......................................................................................................................................92.5图像描述.....................................................................................................................................102.6图像分类(识别)...................................................................................................................10第三章MATLAB平台及其开发环境.............................................................................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