426 lines
19 KiB
C++
426 lines
19 KiB
C++
//
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// Created by xixiliadorabarry on 1/24/19.
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//
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#include "energy/energy.h"
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#include "log.h"
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using namespace cv;
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using std::cout;
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using std::endl;
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using std::vector;
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于寻找图像内所有的大风车扇叶
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// ---------------------------------------------------------------------------------------------------------------------
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int Energy::findFans(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return 0;
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}
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static Mat src_bin;
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src_bin = src.clone();
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if (src.type() == CV_8UC3) {
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);//若读取三通道视频文件,需转换为单通道
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}
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std::vector<vector<Point> > fan_contours;
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FanStruct(src_bin);//图像膨胀,防止图像断开并更方便寻找
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if (show_process)imshow("fan struct", src_bin);
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findContours(src_bin, fan_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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for (auto &fan_contour : fan_contours) {
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if (!isValidFanContour(src_bin, fan_contour)) {
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continue;
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}
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fans.emplace_back(cv::minAreaRect(fan_contour));
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// RotatedRect cur_rect = minAreaRect(fan_contour);
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(fan_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout<<endl;
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}
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// showFans("fan", src_bin);
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if (fans.size() < last_fans_cnt) {
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last_fans_cnt = static_cast<int>(fans.size());
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return -1;//寻找到的扇叶比上一帧少,说明该帧有误,返回-1
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}
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last_fans_cnt = static_cast<int>(fans.size());
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return static_cast<int>(fans.size());
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于寻找图像内所有的大风车装甲板模块
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// ---------------------------------------------------------------------------------------------------------------------
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int Energy::findArmors(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return 0;
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}
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static Mat src_bin;
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src_bin = src.clone();
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if (src.type() == CV_8UC3) {
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);//若读取三通道视频文件,需转换为单通道
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}
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std::vector<vector<Point> > armor_contours;
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std::vector<vector<Point> > armor_contours_external;//用总轮廓减去外轮廓,只保留内轮廓,除去流动条的影响。
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ArmorStruct(src_bin);//图像膨胀,防止图像断开并更方便寻找
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findContours(src_bin, armor_contours, CV_RETR_LIST, CV_CHAIN_APPROX_NONE);
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if (show_process)imshow("armor struct", src_bin);
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findContours(src_bin, armor_contours_external, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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for (int i = 0; i < armor_contours_external.size(); i++)//去除外轮廓
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{
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unsigned long external_contour_size = armor_contours_external[i].size();
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for (int j = 0; j < armor_contours.size(); j++) {
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unsigned long all_size = armor_contours[j].size();
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if (external_contour_size == all_size) {
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swap(armor_contours[j], armor_contours[armor_contours.size() - 1]);
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armor_contours.pop_back();
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break;
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}
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}
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}
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for (auto &armor_contour : armor_contours) {
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if (!isValidArmorContour(armor_contour)) {
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continue;
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}
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armors.emplace_back(cv::minAreaRect(armor_contour));
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// RotatedRect cur_rect = minAreaRect(armor_contour);
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(armor_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout<<endl;
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}
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if (show_info) {
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// if (armors.size() < 1)cout << "no armors!" << endl;
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}
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return static_cast<int>(armors.size());
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于寻找图像内大风车中心字母“R”
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// ---------------------------------------------------------------------------------------------------------------------
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bool Energy::findCenterR(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return false;
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}
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static Mat src_bin;
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src_bin = src.clone();
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if (src.type() == CV_8UC3) {
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);
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}
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std::vector<vector<Point> > center_R_contours;
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CenterRStruct(src_bin);
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if (show_process)imshow("R struct", src_bin);
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findContours(src_bin, center_R_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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for (auto ¢er_R_contour : center_R_contours) {
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if (!isValidCenterRContour(center_R_contour)) {
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continue;
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}
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centerR = cv::minAreaRect(center_R_contour);
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float target_length =
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target_armor.size.height > target_armor.size.width ? target_armor.size.height : target_armor.size.width;
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circle_center_point = centerR.center;
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circle_center_point.y += target_length / 7.5;//实际最小二乘得到的中心在R的下方
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// RotatedRect cur_rect = minAreaRect(center_R_contour);
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(center_R_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout<<endl;
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return true;
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}
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if (show_info)cout << "find center R false!" << endl;
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// cv::waitKey(0);
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return false;
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于判断找到的矩形候选区是否为含流动条的扇叶
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// ---------------------------------------------------------------------------------------------------------------------
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bool Energy::findFlowStripFan(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return false;
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}
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static Mat src_bin;
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static Mat src_copy;
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src_bin = src.clone();
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src_copy = src.clone();
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if (src.type() == CV_8UC3) {
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);//若读取三通道视频文件,需转换为单通道
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}
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std::vector<vector<Point> > flow_strip_fan_contours;
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FlowStripFanStruct(src_bin);//图像膨胀,防止图像断开并更方便寻找
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if (show_process)imshow("flow strip fan struct", src_bin);
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findContours(src_bin, flow_strip_fan_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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std::vector<cv::RotatedRect> candidate_flow_strip_fans;
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for (auto &flow_strip_fan_contour : flow_strip_fan_contours) {
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if (!isValidFlowStripFanContour(src_bin, flow_strip_fan_contour)) {
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continue;
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}
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flow_strip_fans.emplace_back(cv::minAreaRect(flow_strip_fan_contour));
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// RotatedRect cur_rect = minAreaRect(flow_strip_fan_contour);
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(flow_strip_fan_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout<<endl;
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}
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if (flow_strip_fans.empty()) {
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if (show_info)cout << "flow strip fan false!" << endl;\
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// waitKey(0);
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return false;
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}
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return true;
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于寻找流动条
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// ---------------------------------------------------------------------------------------------------------------------
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bool Energy::findFlowStrip(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return false;
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}
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cv::Mat src_bin;
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src_bin = src.clone();
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if (src_bin.type() == CV_8UC1) // 黑白图像
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{
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cvtColor(src_bin, src_bin, COLOR_GRAY2RGB);
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}
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std::vector<cv::RotatedRect> candidate_target_armors = target_armors;
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for (auto &candidate_target_armor: candidate_target_armors) {
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Point2f vertices[4];
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candidate_target_armor.size.height *= 1.3;
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candidate_target_armor.size.width *= 1.3;
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candidate_target_armor.points(vertices); //计算矩形的4个顶点
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for (int i = 0; i < 4; i++) {
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line(src_bin, vertices[i], vertices[(i + 1) % 4], Scalar(0, 0, 0), 20);
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}
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}
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);//若读取三通道视频文件,需转换为单通道
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FlowStripStruct(src_bin);//图像膨胀,防止图像断开并更方便寻找
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if (show_process)imshow("flow strip struct", src_bin);
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std::vector<vector<Point> > flow_strip_contours;
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findContours(src_bin, flow_strip_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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for (auto candidate_flow_strip_fan: flow_strip_fans) {
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for (auto &flow_strip_contour : flow_strip_contours) {
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if (!isValidFlowStripContour(flow_strip_contour)) {
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continue;
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}
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std::vector<cv::Point2f> intersection;
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RotatedRect cur_rect = minAreaRect(flow_strip_contour);
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if (rotatedRectangleIntersection(cur_rect, candidate_flow_strip_fan, intersection) == 0) {
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continue;
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} else if (contourArea(intersection) > energy_part_param_.FLOW_STRIP_CONTOUR_INTERSETION_AREA_MIN) {
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flow_strips.emplace_back(cv::minAreaRect(flow_strip_contour));
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// cout << "intersection: " << contourArea(intersection) << '\t' << cur_rect.center << endl;
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} else {
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continue;
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}
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(flow_strip_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout<<endl;
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}
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}
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if (flow_strips.empty()) {
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if (show_info)cout << "flow strip false!" << endl;
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// waitKey(0);
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return false;
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} else if (flow_strips.size() > 1) {
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if (show_info)cout << "Too many flow strips!" << endl;
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// waitKey(0);
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return false;
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} else {
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flow_strip = flow_strips.at(0);
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for (auto &candidate_flow_strip_fan: flow_strip_fans) {
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std::vector<cv::Point2f> intersection;
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if (rotatedRectangleIntersection(flow_strip, candidate_flow_strip_fan, intersection) == 0) {
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continue;
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} else if (contourArea(intersection) > energy_part_param_.FLOW_STRIP_CONTOUR_INTERSETION_AREA_MIN) {
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flow_strip_fan = candidate_flow_strip_fan;
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}
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}
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int i = 0;
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for (i = 0; i < target_armors.size(); ++i) {
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std::vector<cv::Point2f> intersection;
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if (rotatedRectangleIntersection(target_armors.at(i), flow_strip_fan, intersection) == 0)
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continue;//返回0表示没有重合面积
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double cur_contour_area = contourArea(intersection);
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if (cur_contour_area > energy_part_param_.TARGET_INTERSETION_CONTOUR_AREA_MIN) {
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target_armor = target_armors.at(i);
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target_point = target_armor.center;
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}
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}
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}
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return true;
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于弱识别寻找流动条
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// ---------------------------------------------------------------------------------------------------------------------
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bool Energy::findFlowStripWeak(const cv::Mat src) {
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if (src.empty()) {
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if (show_info) cout << "empty!" << endl;
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return false;
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}
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cv::Mat src_bin;
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src_bin = src.clone();
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if (src_bin.type() == CV_8UC1) // 黑白图像
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{
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cvtColor(src_bin, src_bin, COLOR_GRAY2RGB);
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}
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std::vector<cv::RotatedRect> candidate_armors = armors;
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for (auto &candidate_armor: candidate_armors) {
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Point2f vertices[4];
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candidate_armor.size.height *= 1.3;
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candidate_armor.size.width *= 1.3;
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candidate_armor.points(vertices); //计算矩形的4个顶点
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for (int i = 0; i < 4; i++) {
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line(src_bin, vertices[i], vertices[(i + 1) % 4], Scalar(0, 0, 0), 20);
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}
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}
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cvtColor(src_bin, src_bin, CV_BGR2GRAY);//若读取三通道视频文件,需转换为单通道
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FlowStripStruct(src_bin);//图像膨胀,防止图像断开并更方便寻找
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if (show_process)imshow("weak struct", src_bin);
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// waitKey(0);
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std::vector<vector<Point> > flow_strip_contours;
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findContours(src_bin, flow_strip_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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for (auto &flow_strip_contour : flow_strip_contours) {
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if (!isValidFlowStripContour(flow_strip_contour)) {
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continue;
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}
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flow_strips.emplace_back(cv::minAreaRect(flow_strip_contour));
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// RotatedRect cur_rect = minAreaRect(flow_strip_contour);
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// Size2f cur_size = cur_rect.size;
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// float length = cur_size.height > cur_size.width ? cur_size.height : cur_size.width;
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// float width = cur_size.height < cur_size.width ? cur_size.height : cur_size.width;
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// double cur_contour_area = contourArea(flow_strip_contour);
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// float length_width_ratio = length / width;
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// cout << "area: " << cur_contour_area << '\t' << endl;
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// cout << "length: " << length << '\t' << "width: " << width << '\t' << cur_rect.center << endl;
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// cout << "HW: " << length_width_ratio << '\t' << cur_rect.center << endl;
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// cout << "area ratio: " << cur_contour_area / cur_size.area() << '\t' << cur_rect.center << endl;
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// cout << endl;
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}
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// cout << "size: " << flow_strips.size() << endl;
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if (flow_strips.empty()) {
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if (show_info)cout << "weak flow strip false!" << endl;
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// waitKey(0);
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return false;
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} else {
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for (const auto &candidate_flow_strip: flow_strips) {
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for (const auto &candidate_armor: armors) {
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if (pointDistance(candidate_flow_strip.center, candidate_armor.center) <
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energy_part_param_.STRIP_ARMOR_DISTANCE_MIN ||
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pointDistance(candidate_flow_strip.center, candidate_armor.center) >
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energy_part_param_.STRIP_ARMOR_DISTANCE_MAX) {
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continue;
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}
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float angle_armor = candidate_armor.size.width > candidate_armor.size.height ? candidate_armor.angle :
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candidate_armor.angle - 90;
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float angle_strip = candidate_flow_strip.size.width > candidate_flow_strip.size.height ?
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candidate_flow_strip.angle: candidate_flow_strip.angle - 90;
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if (abs(angle_armor - angle_strip) < 60 || abs(angle_armor - angle_strip) > 120) {
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continue;
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}
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target_armor = candidate_armor;
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target_point = candidate_armor.center;
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flow_strip = candidate_flow_strip;
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return true;
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}
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}
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if (show_info)cout << "weak flow strip false!" << endl;
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|
// waitKey(0);
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return false;
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}
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}
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//----------------------------------------------------------------------------------------------------------------------
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// 此函数用于框取中心R的寻找范围
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|
// ---------------------------------------------------------------------------------------------------------------------
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bool Energy::findCenterROI(const cv::Mat src) {
|
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float length = target_armor.size.height > target_armor.size.width ?
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|
target_armor.size.height : target_armor.size.width;
|
|
|
|
Point2f p2p(flow_strip.center.x - target_point.x,
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|
flow_strip.center.y - target_point.y);
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p2p = p2p / pointDistance(flow_strip.center, target_point);//单位化
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|
center_ROI = cv::RotatedRect(cv::Point2f(flow_strip.center + p2p * length * 1.7),
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|
Size2f(length * 1.7, length * 1.7), -90);
|
|
return true;
|
|
|
|
}
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|
|
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|