opencv —— compareHist 直方图比较


对比直方图:compareHist 函数

double compareHist(InputArray H1, InputArray H2, int method);

  • H1,H2,是要进行比较的直方图。
  • method,比较方法。有如下选择:
方法名 标识符 计算公式

相关 

Correlation

HISTCMP_CORREL
d(H_1,H_2) =  \frac{\sum_I (H_1(I) - \bar{H_1}) (H_2(I) - \bar{H_2})}{\sqrt{\sum_I(H_1(I) - \bar{H_1})^2 \sum_I(H_2(I) - \bar{H_2})^2}}

其中 \bar{H_k} =  \frac{1}{N} \sum _J H_k(J)

N 是直方图中bin的数目。

卡方

Chi-square

HISTCMP_CHISQR
d(H_1,H_2) =  \sum _I  \frac{\left(H_1(I)-H_2(I)\right)^2}{H_1(I)+H_2(I)}

相交 

Intersection

HISTCMP_INTERSECT

d(H_1,H_2) =  \sum _I  \min (H_1(I), H_2(I))

巴氏距离 

Bhattacharyya

HISTCMP_BHATTACHARYYA
d(H_1,H_2) =  \sqrt{1 - \frac{1}{\sqrt{\bar{H_1} \bar{H_2} N^2}} \sum_I \sqrt{H_1(I) \cdot H_2(I)}}

 

代码示例:

#include<opencv.hpp> #include<iostream> #include<string>
using namespace std; using namespace cv; int main() { Mat src1 = imread("C:/Users/齐明洋/Desktop/证件照/6.jpg"); Mat src2 = imread("C:/Users/齐明洋/Desktop/证件照/8.jpg"); Mat src3 = imread("C:/Users/齐明洋/Desktop/证件照/10.jpg"); imshow("src1", src1); imshow("src2", src2); imshow("src3", src3); //将图片转换成 HSV 类型 //对 HS 两通道进行直方图统计
 cvtColor(src1, src1, COLOR_BGR2HSV); cvtColor(src2, src2, COLOR_BGR2HSV); cvtColor(src3, src3, COLOR_BGR2HSV); int channels[] = { 0,1 }; int histsize[] = { 180,255 }; float r1[] = { 0,180 }; float r2[] = { 0,255 }; const float *ranges[] = { r1,r2 }; Mat hist1, hist2, hist3; calcHist(&src1, 3, channels, Mat(), hist1, 2, histsize, ranges, true); //https://www.cnblogs.com/bjxqmy/p/12292421.html     normalize(hist1, hist1, 1, 0, NORM_L1); calcHist(&src2, 3, channels, Mat(), hist2, 2, histsize, ranges, true); normalize(hist2, hist2, 1, 0, NORM_L1); calcHist(&src3, 3, channels, Mat(), hist3, 2, histsize, ranges, true); normalize(hist3, hist3, 1, 0, NORM_L1); int method[] = { HISTCMP_CORREL,HISTCMP_CHISQR,HISTCMP_INTERSECT,HISTCMP_BHATTACHARYYA }; string names[] = { "HISTCMP_CORREL","HISTCMP_CHISQR","HISTCMP_INTERSECT","HISTCMP_BHATTACHARYYA" }; for (int i = 0; i < 4; i++) { cout << names[i] << ":" << endl; cout << "src1 and src1 :" << compareHist(hist1, hist1, method[i]) << endl; cout << "src1 and src2 :" << compareHist(hist1, hist2, method[i]) << endl; cout << "src1 and src3 :" << compareHist(hist1, hist3, method[i]) << endl; cout << endl; } waitKey(0); }

效果演示:

 

 

借鉴博客:https://blog.csdn.net/qq_18343569/article/details/48028457

 


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