OpenCV 图像腐蚀、模糊、边缘检测{erode(),blur(),canny()}

一、图像腐蚀

函数为:               

CV_EXPORTS_W void erode( InputArray src, OutputArray dst, InputArray kernel,
                         Point anchor=Point(-1,-1), int iterations=1,
                         int borderType=BORDER_CONSTANT,const Scalar& borderValue=morphologyDefaultBorderValue() );  

二、图像模糊

函数为

//! a synonym for normalized box filter
CV_EXPORTS_W void blur( InputArray src, OutputArray dst,
                        Size ksize, Point anchor=Point(-1,-1),
                        int borderType=BORDER_DEFAULT );

三、边缘检测

函数为

//! applies Canny edge detector and produces the edge map.
CV_EXPORTS_W void Canny( InputArray image, OutputArray edges,
                         double threshold1, double threshold2,
                         int apertureSize=3, bool L2gradient=false );

四、测试代码

#pragma once

class BaseDeal
{
public:
	BaseDeal();
	//图像腐蚀
	void DealErode(std::string strFileName);
	//图像模糊
	void DealBlur(std::string strFileName);
	//图像边缘检测
	void DealCanny(std::string strFileName);
};
#include "stdafx.h"
#include "BaseDeal.h"

BaseDeal::BaseDeal()
{

}

void BaseDeal::DealErode(std::string strFileName)
{
	Mat srcMat = imread(strFileName);
	imshow("原图", srcMat);
	Mat matElement = getStructuringElement(MORPH_RECT, Size(15,15));
	Mat destMat;
	erode(srcMat, destMat, matElement);
	imshow("腐蚀", destMat);
	waitKey(1000);
}

void BaseDeal::DealBlur(std::string strFileName)
{
	Mat srcImage = imread(strFileName);
	imshow("均值滤波{原图}", srcImage);

	Mat destImage;
	blur(srcImage, destImage, Size(7,7));

	imshow("均值滤波{效果图}", destImage);
}

void BaseDeal::DealCanny(std::string strFileName)
{
	Mat srcImage = imread(strFileName);
	imshow("原始图{边缘检测}", srcImage);
	Mat matEdge; //边缘Mat
	Mat matGrayImage;//灰度图像Mat
	//将原图转换为灰度图像
	cvtColor(srcImage, matGrayImage, CV_RGB2GRAY/*CV_BayerRG2GRAY*/);
	//使用3*3内核降噪
	blur(matGrayImage, matEdge, Size(3,3));

	//运行CANNY算子
	Canny(matEdge, matEdge, 3,9,3);

	imshow("边缘检测效果图", matEdge);
	waitKey(1000);
}

main函数

#include "stdafx.h"
#include "BaseDeal.h"

int main()
{
	BaseDeal base;
	//base.DealErode("F:/1.jpg");
	//base.DealBlur("F:/1.jpg");
	base.DealCanny("F:/2.jpg");
	waitKey(6000);
}

结果图片

图像腐蚀:

图像模糊:

边缘检测:

这是由于

cvtColor(srcImage, matGrayImage, CV_BayerRG2GRAY); CV_BayerRG2GRAY>7,程序会崩溃,可能这个值过大会导致图片大小变大,最后结果图片可以看出只边缘检测了一小部分,还有一大部分被丢失掉了;

正确图像结果:

cvtColor这个函数存在OpenCV中有BUG,CV_EXPORTS_W void cvtColor( InputArray src, OutputArray dst, int code, int dstCn=0 ); code 的值不能超过7 ,也就是值为8就会崩溃。


猜你喜欢

转载自blog.csdn.net/qwerdf10010/article/details/79573714