1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72
|
#include "ImageProcessor.h"
#include <iostream>
#include <opencv2/highgui.hpp>
ImageProcessor::ImageProcessor(const std::string& imageFile) : imageFile(imageFile) {}
void ImageProcessor::displayImage() {
cv::Mat originalImage = cv::imread(imageFile);
if (originalImage.empty()) {
std::cerr << "Error: Could not open image." << std::endl;
return;
}
cv::imshow("Original Image", originalImage);
cv::waitKey(0);
}
void ImageProcessor::showContinuousBlackLine() {
cv::Mat originalImage = cv::imread(imageFile);
if (originalImage.empty()) {
std::cerr << "Error: Could not open image." << std::endl;
return;
}
cv::Mat grayImage;
cv::cvtColor(originalImage, grayImage, cv::COLOR_BGR2GRAY);
cv::Mat thresholded;
cv::threshold(grayImage, thresholded, 100, 255, cv::THRESH_BINARY);
std::vector<std::vector<cv::Point>> contours;
cv::findContours(thresholded, contours, cv::RETR_EXTERNAL, cv::CHAIN_APPROX_SIMPLE);
cv::Mat reshapedImage = originalImage.reshape(1, originalImage.total());
reshapedImage.convertTo(reshapedImage, CV_32F);
int k = 3;
cv::Mat labels, centers;
cv::kmeans(reshapedImage, k, labels, cv::TermCriteria(cv::TermCriteria::EPS + cv::TermCriteria::MAX_ITER, 100, 0.2), 3, cv::KMEANS_RANDOM_CENTERS, centers);
labels = labels.reshape(0, originalImage.rows);
cv::Mat resultImage(originalImage.size(), CV_8UC3, cv::Scalar(255, 255, 255));
for (size_t i = 0; i < contours.size(); ++i) {
double area = cv::contourArea(contours[i]);
double perimeter = cv::arcLength(contours[i], true);
double circularity = 4 * CV_PI * area / (perimeter * perimeter);
cv::Scalar meanColor = cv::mean(originalImage, thresholded);
int clusterLabel = static_cast<int>(labels.at<int>(i, 0));
if (clusterLabel == 2 && circularity > 0.6) {
cv::drawContours(resultImage, contours, static_cast<int>(i), cv::Scalar(0, 0, 0), 2);
}
}
cv::imshow("Continuous Black Line", resultImage);
cv::waitKey(0);
int main(int argc, char* argv[]) {
std::string imageFile = "inlet.png";
ImageProcessor ImageProcessor(imageFile);
ImageProcessor.displayImage();
ImageProcessor.showContinuousBlackLine();
}
}
| |