1.直方图均衡化
代码演示:
#include<opencv2/opencv.hpp>
#include<iostream>
#include<math.h>
#include <opencv2\imgproc\types_c.h>
using namespace cv;
int main(int argc, char** argv)
{
Mat src, dst;
src = imread("C:/ERRT/140506-jordan-speedread-tease_ednmry.jpg");
if (!src.data)
{
printf("could not load image...\n");
return -1;
}
cvtColor(src, src, CV_BGR2GRAY);
equalizeHist(src, dst);
char INPUT_T[] = "input image";
char OUTPUT_T[] = "result image";
namedWindow(INPUT_T, WINDOW_FREERATIO);
namedWindow(OUTPUT_T, WINDOW_FREERATIO);
imshow(INPUT_T, src);
imshow(OUTPUT_T, dst);
waitKey(0);
return 0;
}
效果图:
2.直方图计算
代码演示:
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#include<opencv2/opencv.hpp>
#include<iostream>
#include<math.h>
#include <opencv2\imgproc\types_c.h>
using namespace cv;
using namespace std;
int main(int argc, char** argv)
{
Mat src;
src = imread("C:/ERRT/140506-jordan-speedread-tease_ednmry.jpg");
if (!src.data)
{
printf("could not load image...\n");
return -1;
}
char INPUT_T[] = "input image";
char OUTPUT_T[] = "histogram image";
namedWindow(INPUT_T, WINDOW_FREERATIO);
namedWindow(OUTPUT_T, WINDOW_FREERATIO);
imshow(INPUT_T, src);
//分通道显示
vector<Mat> bgr_planes;
split(src, bgr_planes);
//计算直方图
int histSize = 256;
float range[] = { 0,256 };
const float* histRange = { range };
Mat b_hist, g_hist, r_hist;
calcHist(&bgr_planes[0], 1, 0, Mat(), b_hist, 1, &histSize, &histRange, true, false);
calcHist(&bgr_planes[1], 1, 0, Mat(), g_hist, 1, &histSize, &histRange, true, false);
calcHist(&bgr_planes[2], 1, 0, Mat(), r_hist, 1, &histSize, &histRange, true, false);
//归一化
int hist_h = 400;
int hist_w = 512;
int bin_w = hist_w / histSize;
Mat histImage(hist_w, hist_h, CV_8UC3, Scalar(0, 0, 0));
normalize(b_hist, b_hist, 0, hist_h, NORM_MINMAX, -1, Mat());
normalize(g_hist, g_hist, 0, hist_h, NORM_MINMAX, -1, Mat());
normalize(r_hist, r_hist, 0, hist_h, NORM_MINMAX, -1, Mat());
//render histogram chart
for (int i = 1; i < histSize ; i++)
{
line(histImage, Point((i - 1) * bin_w, hist_h - cvRound(b_hist.at<float>(i - 1))),
Point((i)*bin_w, hist_h - cvRound(b_hist.at<float>(i))), Scalar(255, 0, 0), 2, LINE_AA);
line(histImage, Point((i - 1) * bin_w, hist_h - cvRound(g_hist.at<float>(i - 1))),
Point((i)*bin_w, hist_h - cvRound(g_hist.at<float>(i))), Scalar(0, 255, 0), 2, LINE_AA);
line(histImage, Point((i - 1) * bin_w, hist_h - cvRound(r_hist.at<float>(i - 1))),
Point((i)*bin_w, hist_h - cvRound(r_hist.at<float>(i))), Scalar(0, 0, 255), 2, LINE_AA);
}
imshow(OUTPUT_T, histImage);
waitKey(0);
return 0;
}
效果图:
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