用c++语言和opencv绘制直方图
时间: 2023-08-12 17:07:52 浏览: 47
好的,下面是用 C++ 和 OpenCV 绘制直方图的基本步骤:
1. 导入 OpenCV 库和其他必要的头文件:
```
#include <opencv2/opencv.hpp>
#include <iostream>
using namespace cv;
using namespace std;
```
2. 读取图像并转换为灰度图像:
```
Mat image = imread("path/to/image.jpg");
cvtColor(image, image, COLOR_BGR2GRAY);
```
3. 定义直方图的参数:
```
int histSize = 256; // 直方图的 bin 数量
float range[] = { 0, 256 }; // 像素值的范围
const float* histRange = { range };
bool uniform = true, accumulate = false;
```
4. 计算直方图:
```
Mat hist;
calcHist(&image, 1, 0, Mat(), hist, 1, &histSize, &histRange, uniform, accumulate);
```
5. 绘制直方图:
```
int hist_w = 512, hist_h = 400;
int bin_w = cvRound((double)hist_w / histSize);
Mat histImage(hist_h, hist_w, CV_8UC1, Scalar(0, 0, 0));
normalize(hist, hist, 0, histImage.rows, NORM_MINMAX, -1, Mat());
for (int i = 1; i < histSize; i++) {
line(histImage, Point(bin_w * (i - 1), hist_h - cvRound(hist.at<float>(i - 1))),
Point(bin_w * (i), hist_h - cvRound(hist.at<float>(i))),
Scalar(255, 255, 255), 2, 8, 0);
}
imshow("Histogram", histImage);
```
完整代码如下:
```
#include <opencv2/opencv.hpp>
#include <iostream>
using namespace cv;
using namespace std;
int main()
{
Mat image = imread("path/to/image.jpg");
cvtColor(image, image, COLOR_BGR2GRAY);
int histSize = 256;
float range[] = { 0, 256 };
const float* histRange = { range };
bool uniform = true, accumulate = false;
Mat hist;
calcHist(&image, 1, 0, Mat(), hist, 1, &histSize, &histRange, uniform, accumulate);
int hist_w = 512, hist_h = 400;
int bin_w = cvRound((double)hist_w / histSize);
Mat histImage(hist_h, hist_w, CV_8UC1, Scalar(0, 0, 0));
normalize(hist, hist, 0, histImage.rows, NORM_MINMAX, -1, Mat());
for (int i = 1; i < histSize; i++) {
line(histImage, Point(bin_w * (i - 1), hist_h - cvRound(hist.at<float>(i - 1))),
Point(bin_w * (i), hist_h - cvRound(hist.at<float>(i))),
Scalar(255, 255, 255), 2, 8, 0);
}
imshow("Histogram", histImage);
waitKey(0);
return 0;
}
```
注意:在运行程序前,需要将 "path/to/image.jpg" 替换成你自己的图像路径。