opencv::KMeans图像分割
2024-09-05 06:25:32
#include <opencv2/opencv.hpp>
#include <iostream> using namespace cv;
using namespace std; int main(int argc, char** argv) {
Mat src = imread("D:/vcprojects/images/toux.jpg");
if (src.empty()) {
printf("could not load image...\n");
return -;
}
namedWindow("input image", CV_WINDOW_AUTOSIZE);
imshow("input image", src); Scalar colorTab[] = {
Scalar(, , ),
Scalar(, , ),
Scalar(, , ),
Scalar(, , ),
Scalar(, , )
}; int width = src.cols;
int height = src.rows;
int dims = src.channels(); // 像素点个数
int sampleCount = width*height;
int clusterCount = ;
//将数据装载到一行
Mat points(sampleCount, dims, CV_32F, Scalar());
Mat labels;
Mat centers(clusterCount, , points.type()); // RGB 数据转换到样本数据
int index = ;
for (int row = ; row < height; row++) {
for (int col = ; col < width; col++) {
index = row*width + col;
Vec3b bgr = src.at<Vec3b>(row, col);
points.at<float>(index, ) = static_cast<int>(bgr[]);
points.at<float>(index, ) = static_cast<int>(bgr[]);
points.at<float>(index, ) = static_cast<int>(bgr[]);
}
} // 运行K-Means
TermCriteria criteria = TermCriteria(TermCriteria::EPS + TermCriteria::COUNT, , 0.1);
kmeans(points, clusterCount, labels, criteria, , KMEANS_PP_CENTERS, centers); // 显示图像分割结果
Mat result = Mat::zeros(src.size(), src.type());
for (int row = ; row < height; row++) {
for (int col = ; col < width; col++) {
index = row*width + col;
int label = labels.at<int>(index, );
result.at<Vec3b>(row, col)[] = colorTab[label][];
result.at<Vec3b>(row, col)[] = colorTab[label][];
result.at<Vec3b>(row, col)[] = colorTab[label][];
}
} for (int i = ; i < centers.rows; i++) {
int x = centers.at<float>(i, );
int y = centers.at<float>(i, );
printf("center %d = c.x : %d, c.y : %d\n", i, x, y);
} imshow("KMeans Image Segmentation Demo", result);
waitKey();
return ;
}
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