更新了灯条识别方法,提升了准确率。
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@@ -52,7 +52,7 @@ public:
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double length;
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uint8_t BlobColor;
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explicit LightBlob(cv::RotatedRect &r) : rect(r) {
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LightBlob(cv::RotatedRect &r) : rect(r) {
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length = max(rect.size.height, rect.size.width);
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};
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bool operator<(LightBlob &l2) { return this->rect.center.x < l2.rect.center.x; }
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@@ -12,15 +12,48 @@
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typedef std::vector<LightBlob> LightBlobs;
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static double lw_rate(const cv::RotatedRect &rect){
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return (rect.size.height > rect.size.width)?
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(rect.size.height / rect.size.width):
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(rect.size.width / rect.size.height);
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return rect.size.height>rect.size.width ?
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rect.size.height / rect.size.width :
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rect.size.width / rect.size.height ;
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}
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static bool isValidLightBlob(const cv::RotatedRect &rect){
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return (lw_rate(rect) > 1.2) &&
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((rect.size.width * rect.size.height) < 3000) &&
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((rect.size.width * rect.size.height) > 1);
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bool rectangleContainPoint(cv::RotatedRect rectangle, cv::Point2f point)
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{
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//转化为轮廓
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cv::Point2f corners[4];
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rectangle.points(corners);
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cv::Point2f *lastItemPointer = (corners+sizeof corners/sizeof corners[0]);
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vector<cv::Point2f> contour(corners,lastItemPointer);
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//判断
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double indicator = pointPolygonTest(contour,point,true);
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return indicator >= 0;
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}
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/// Todo: 下面的函数可以有性能优化,暂时未做。
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static double nonZeroRateOfRotateRect(const cv::Mat &bin, const cv::RotatedRect &rorect){
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auto rect = rorect.boundingRect();
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if(rect.x < 0 || rect.y < 0 || rect.x+rect.width > bin.cols || rect.y+rect.height > bin.rows){
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// cout << "break" << endl;
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return 0;
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}
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auto roi=bin(rect);
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int cnt=0;
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for(int r=0; r<roi.rows; r++){
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for(int c=0; c<roi.cols; c++){
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if(rectangleContainPoint(rorect, cv::Point(c+rect.x, r+rect.y))){
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if(roi.at<uint8_t>(r, c)){
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cnt++;
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}
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}
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}
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}
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return double(cnt) / rorect.size.area();
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}
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static bool isValidLightBlob(const cv::Mat &bin, const cv::RotatedRect &rect){
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return (lw_rate(rect) > 1.5) &&
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// (rect.size.width*rect.size.height < 3000) &&
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(rect.size.width*rect.size.height > 1) &&
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(nonZeroRateOfRotateRect(bin, rect) > 0.8);
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}
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static void pipelineLightBlobPreprocess(cv::Mat &src) {
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@@ -39,10 +72,11 @@ static bool findLightBlobs(const cv::Mat &src, LightBlobs &light_blobs) {
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}
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std::vector<std::vector<cv::Point> > light_contours;
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cv::findContours(src_gray, light_contours, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_NONE);
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cv::findContours(src_gray, light_contours, CV_RETR_LIST, CV_CHAIN_APPROX_NONE);
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for (auto &light_contour : light_contours) {
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cv::RotatedRect rect = cv::minAreaRect(light_contour);
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if(isValidLightBlob(rect)){
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if(isValidLightBlob(src_gray, rect)){
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light_blobs.emplace_back(rect);
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}
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}
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@@ -199,22 +233,23 @@ bool ArmorFinder::stateSearchingTarget(cv::Mat &src) {
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cv::waitKey(1);
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}
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imageColorSplit(src, split, enemy_color);
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// imshow("split123",split);
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imagePreProcess(split);
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// imshow("split",split);
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cv::threshold(split, src_bin, 170, 255, CV_THRESH_BINARY);
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if(!findLightBlobs(src_bin, light_blobs_)){
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return false;
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}
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if(show_light_blobs){
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showContours("blobs_split", src_bin, light_blobs_);
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cv::waitKey(1);
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}
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if(!judge_light_color(light_blobs, light_blobs_, light_blobs_real)){
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return false;
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}
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// imageColorSplit(src, split, enemy_color);
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//// imshow("split123",split);
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// imagePreProcess(split);
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//// imshow("split",split);
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// cv::threshold(split, src_bin, 170, 255, CV_THRESH_BINARY);
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// if(!findLightBlobs(src_bin, light_blobs_)){
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// return false;
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// }
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// if(show_light_blobs){
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// showContours("blobs_split", src_bin, light_blobs_);
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// cv::waitKey(1);
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// }
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//
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// if(!judge_light_color(light_blobs, light_blobs_, light_blobs_real)){
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// return false;
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// }
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light_blobs_real = light_blobs;
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get_blob_color(src, light_blobs_real);
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if(show_light_blobs){
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showContours("blobs_real", src, light_blobs_real);
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@@ -225,7 +260,7 @@ bool ArmorFinder::stateSearchingTarget(cv::Mat &src) {
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return false;
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}
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if(show_armor_boxes){
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showArmorBoxVector("boxes", split, armor_boxes);
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showArmorBoxVector("boxes", src, armor_boxes);
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cv::waitKey(1);
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}
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if(classifier && use_classifier){
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@@ -71,7 +71,8 @@ void showContours(std::string windows_name, const cv::Mat &src, const std::vecto
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rectangle(image2show, light_blob.rect.boundingRect(), Scalar(0,0,255), 3);
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if(light_blob.BlobColor == BLOB_BLUE)
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rectangle(image2show, light_blob.rect.boundingRect(), Scalar(255,0,0), 3);
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else
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rectangle(image2show, light_blob.rect.boundingRect(), Scalar(0,255,0), 3);
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}
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imshow(windows_name, image2show);
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}
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