OpenCV学习第九篇：图像模糊二

1.中值滤波 
2.双边滤波

中值滤波

统计排序滤波器 
中值对椒盐噪声有很好的抑制作用 

中值滤波的意思是绿色框框区域内的像素点的值，从小到大排序，去中间的值给正中间的值，也就是用124替换150，最大值和最小值滤波也是同样的道理，用最大值或者最小值替换中间的值！

双边滤波

均值模糊无法克服边缘像素信息丢失缺陷，原因是均值滤波是基于平均权重 
高斯模糊部分克服了该缺陷，但是无法完全避免，应为没有考虑像素值的不同 
高斯双边模糊-是边缘保留的滤波方法，避免了边缘信息丢失，保留了图像轮廓不变 
API: 
中值模糊medianBlur（Mat src，Mat dest，ksize）ksize卷积和大小 奇数 
双边模糊bilateraFilter（src，dest，d=15,150,3） 
（15-计算的半径，半径之内的像素都会被纳入计算，如果提供-1，则根据sigma space参数取值 
150-sigma space 如果d的值大于0则声明无效，否则根据它来计算d值 
3-sigma space如果d的值大于0则声明无效，否则根据它来计算d中模糊的ksize大小必须是大于1而且必须是奇数）

#include <opencv2/opencv.hpp>
#include <iostream>
#include <math.h>

using namespace cv;
using namespace std;
int main(int argc, char** ragv) {
    Mat src, dst;
    src = imread("F:/识图/645-140GG51056.JPG");
    if (src.empty())
    {
        cout << "could not image!" << endl;
        return -1;
    }
    namedWindow("原图", CV_WINDOW_AUTOSIZE);
    imshow("原图", src);
    Mat gm;
    //中值滤波
    medianBlur(src, gm, 3);
    imshow("中值滤波", gm);
    //双边滤波
    bilateralFilter(src, dst, 15, 100, 3);
    namedWindow("双边滤波", CV_WINDOW_AUTOSIZE);
    imshow("双边滤波", dst);
    Mat kernel = (Mat_<int>(3,3)<<0,-1,0,-1,5,-1,0,-1,0);
    Mat result;
    //高斯模糊
    filter2D(dst, result, -1, kernel);
    imshow("双边+对比度提升", result);

    GaussianBlur(src, dst, Size(15, 15), 3, 3);
    imshow("高斯模糊", dst);

    waitKey(0);
    return 0;
}
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效果： 





双边模糊表示边缘的信息更多的保留下来了

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时间： 2024-08-09 19:46:43

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