diff --git a/CMakeLists.txt b/CMakeLists.txt index 77f1305..0a0a2d2 100644 --- a/CMakeLists.txt +++ b/CMakeLists.txt @@ -69,6 +69,7 @@ include_directories( ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/common_det/cuda ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/landing_det/cuda ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/tracking/ocv470 + ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/color_line ${CMAKE_CURRENT_SOURCE_DIR}/video_io ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/ellipse_det ${CMAKE_CURRENT_SOURCE_DIR}/utils @@ -108,6 +109,7 @@ set( include/sv_common_det.h include/sv_landing_det.h include/sv_tracking.h + include/sv_color_line.h include/sv_video_input.h include/sv_video_output.h include/sv_world.h @@ -148,10 +150,13 @@ set(spirecv_SRCS algorithm/common_det/sv_common_det.cpp algorithm/landing_det/sv_landing_det.cpp algorithm/tracking/sv_tracking.cpp + algorithm/color_line/sv_color_line.cpp ) file(GLOB ALG_SRC_FILES ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/tracking/ocv470/*.cpp) list(APPEND spirecv_SRCS ${ALG_SRC_FILES}) +file(GLOB ALG_SRC_FILES ${CMAKE_CURRENT_SOURCE_DIR}/algorithm/color_line/*.cpp) +list(APPEND spirecv_SRCS ${ALG_SRC_FILES}) file(GLOB ALG_SRC_FILES ${CMAKE_CURRENT_SOURCE_DIR}/video_io/*.cpp) list(APPEND spirecv_SRCS ${ALG_SRC_FILES}) file(GLOB ALG_SRC_FILES ${CMAKE_CURRENT_SOURCE_DIR}/utils/*.cpp) @@ -252,6 +257,8 @@ add_executable(LandingMarkerDetection samples/demo/landing_marker_detection.cpp) target_link_libraries(LandingMarkerDetection sv_world) add_executable(SingleObjectTracking samples/demo/single_object_tracking.cpp) target_link_libraries(SingleObjectTracking sv_world) +add_executable(ColorLineDetection samples/demo/color_line_detect.cpp) +target_link_libraries(ColorLineDetection sv_world) add_executable(UdpDetectionInfoReceiver samples/demo/udp_detection_info_receiver.cpp) target_link_libraries(UdpDetectionInfoReceiver sv_world) add_executable(UdpDetectionInfoSender samples/demo/udp_detection_info_sender.cpp) diff --git a/algorithm/color_line/sv_color_line.cpp b/algorithm/color_line/sv_color_line.cpp new file mode 100644 index 0000000..671423a --- /dev/null +++ b/algorithm/color_line/sv_color_line.cpp @@ -0,0 +1,252 @@ +#include "sv_color_line.h" +#include "gason.h" +#include "sv_util.h" +#include +#include + + +namespace sv { +ColorLineDetector::ColorLineDetector() +{ + this->is_load_parameter = false; +} + +ColorLineDetector::~ColorLineDetector() +{ +} + +void ColorLineDetector::_load() +{ + JsonValue all_value; + JsonAllocator allocator; + _load_all_json(this->alg_params_fn, all_value, allocator); + + JsonValue colorliner_params_value; + _parser_algorithm_params("ColorLineDetector", all_value, colorliner_params_value); + + for (auto i : colorliner_params_value) { + if ("line_color" == std::string(i->key)) { + this->line_color = i->value.toString(); + std::cout << "line_color: " << this->line_color << std::endl; + } + else if ("line_location" == std::string(i->key)) { + this->line_location = i->value.toNumber(); + } + else if ("line_location_a1" == std::string(i->key)) { + this->line_location_a1 = i->value.toNumber(); + } + else if ("line_location_a2" == std::string(i->key)) { + this->line_location_a2 = i->value.toNumber(); + } + + } + +} + +void ColorLineDetector::get_line_area(cv::Mat &frame, cv::Mat &line_area, cv::Mat &line_area_a1, cv::Mat &line_area_a2) { + + int h = frame.rows; + half_h = h / 2.0; + half_w = frame.cols / 2.0; + int l1 = int(h * (1 - line_location - 0.05)); + int l2 = int(h * (1 - line_location)); + line_area = frame(cv::Range(l1, l2), cv::Range::all()); + + l1 = int(h * (1 - line_location_a1 - 0.05)); + l2 = int(h * (1 - line_location_a1)); + line_area_a1 = frame(cv::Range(l1, l2), cv::Range::all()); + cy_a1 = l1; + + l1 = int(h * (1 - line_location_a2 - 0.05)); + l2 = int(h * (1 - line_location_a2)); + cy_a2 = l1; + line_area_a2 = frame(cv::Range(l1, l2), cv::Range::all()); +} + +float ColorLineDetector::cnt_area(std::vector cnt) { + float area = cv::contourArea(cnt); + return area; +} + +void ColorLineDetector::seg(cv::Mat line_area, cv::Mat line_area_a1, cv::Mat line_area_a2, std::string _line_color, cv::Point ¢er, int &area, cv::Point ¢er_a1, cv::Point ¢er_a2) { + int hmin, smin, vmin, hmax, smax, vmax; + if (_line_color == "black") { + hmin = 0; + smin = 0; + vmin = 0; + hmax = 180; + smax = 255; + vmax = 46; + } + else if (_line_color == "red") { + hmin = 0; + smin = 43; + vmin = 46; + hmax = 10; + smax = 255; + vmax = 255; + } + else if (_line_color == "yellow") { + hmin = 26; + smin = 43; + vmin = 46; + hmax = 34; + smax = 255; + vmax = 255; + } + else if (_line_color == "green") { + hmin = 35; + smin = 43; + vmin = 46; + hmax = 77; + smax = 255; + vmax = 255; + } + else if (_line_color == "blue") { + hmin = 100; + smin = 43; + vmin = 46; + hmax = 124; + smax = 255; + vmax = 255; + } + else { + hmin = 0; + smin = 0; + vmin = 0; + hmax = 180; + smax = 255; + vmax = 46; + } + + cv::cvtColor(line_area, line_area, cv::COLOR_BGR2HSV); + cv::inRange(line_area, cv::Scalar(hmin, smin, vmin), cv::Scalar(hmax, smax, vmax), line_area); + + cv::Mat kernel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5, 5)); + cv::morphologyEx(line_area, line_area, cv::MORPH_OPEN, kernel); + + std::vector> contours; + std::vector hierarchy; + cv::findContours(line_area, contours, hierarchy, cv::RETR_TREE, cv::CHAIN_APPROX_SIMPLE); + + if (contours.size() > 0) { + cv::Rect rect = cv::boundingRect(contours[0]); + int cx = rect.x + rect.width / 2; + int cy = rect.y + rect.height / 2; + std::sort(contours.begin(), contours.end(),[](const std::vector& a, const std::vector& b) {return cv::contourArea(a) > cv::contourArea(b);}); + area = cnt_area(contours[0]); + center = cv::Point(cx, cy); + } + + cv::cvtColor(line_area_a1, line_area_a1, cv::COLOR_BGR2HSV); + cv::inRange(line_area_a1, cv::Scalar(hmin, smin, vmin), cv::Scalar(hmax, smax, vmax), line_area_a1); + + //cv2.MORPH_CLOSE 先进行膨胀,再进行腐蚀操作 + kernel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5, 5)); + cv::morphologyEx(line_area_a1, line_area_a1, cv::MORPH_CLOSE, kernel); + + std::vector> contours_a1; + cv::findContours(line_area_a1, contours_a1, hierarchy, cv::RETR_TREE, cv::CHAIN_APPROX_SIMPLE); + + if (contours_a1.size() > 0) { + cv::Rect rect = cv::boundingRect(contours_a1[0]); + int cx = rect.x + rect.width / 2; + int cy = rect.y + rect.height / 2 + cy_a1; + center_a1 = cv::Point(cx - half_w, cy - half_h); + } + + cv::cvtColor(line_area_a2, line_area_a2, cv::COLOR_BGR2HSV); + cv::inRange(line_area_a2, cv::Scalar(hmin, smin, vmin), cv::Scalar(hmax, smax, vmax), line_area_a2); + + kernel = cv::getStructuringElement(cv::MORPH_ELLIPSE, cv::Size(5, 5)); + cv::morphologyEx(line_area_a2, line_area_a2, cv::MORPH_CLOSE, kernel); + + std::vector> contours_a2; + cv::findContours(line_area_a2, contours_a2, hierarchy, cv::RETR_TREE, cv::CHAIN_APPROX_SIMPLE); + + if (contours_a2.size() > 0) { + cv::Rect rect = cv::boundingRect(contours_a2[0]); + int cx = rect.x + rect.width / 2; + int cy = rect.y + rect.height / 2 + cy_a2; + center_a2 = cv::Point(cx - half_w, cy - half_h); + } +} + +void ColorLineDetector::detect(cv::Mat img, sv::TargetsInFrame& tgts_) +{ + + if(!this->is_load_parameter) + { + _load(); + + this->is_load_parameter = true; + } + int area_n = -1; + cv::Mat area_base, area_base_a1, area_base_a2; + cv::Point cxcy_n(0, 0), center_a1_n(0,0), center_a2_n(0, 0); + + get_line_area(img, area_base, area_base_a1, area_base_a2); + seg(area_base, area_base_a1, area_base_a2, line_color, cxcy_n, area_n, center_a1_n, center_a2_n); + pose.x = 0.0; + pose.y = -1.0; + pose.z = 0.0; + + + if (area_n > 0) + { + circle(area_base, cv::Point(cxcy_n.x, cxcy_n.y), 4, cv::Scalar(0, 0, 255), -1); + double angle = (cxcy_n.x - this->camera_matrix.at(0, 2)) / this->camera_matrix.at(0, 2) * atan((double)(area_base.rows / 2) / this->fov_x); + pose.x = angle; + pose.y = 1.0; + } + else + { + cv::Point cxcy__n(0, 0), center_a1__n(0, 0), center_a2__n(0, 0); + seg(area_base, area_base_a1, area_base_a2, line_color, cxcy__n, area_n = 0, center_a1__n, center_a2__n); + if (area_n > 0) + { + circle(area_base, cv::Point(cxcy_n.x, cxcy_n.y), 4, cv::Scalar(0, 0, 255), -1); + double angle = (cxcy_n.x - this->camera_matrix.at(0, 2)) / this->camera_matrix.at(0, 2) * atan((double)(area_base.rows / 2) / this->fov_x); + pose.x = angle; + pose.y = 1.0; + pose.z = 0.0; + + } + } + + tgts_.setSize(img.cols, img.rows); + tgts_.setFOV(this->fov_x, this->fov_y); + auto t1 = std::chrono::system_clock::now(); + tgts_.setFPS(1000.0/std::chrono::duration_cast(t1- this->_t0).count()); + this->_t0 = std::chrono::system_clock::now(); + tgts_.setTimeNow(); + + + if(area_n > 0) + { + Target tgt; + tgt.los_ax = pose.x; + if(cxcy_n.x !=0 || cxcy_n.y !=0) + { + tgt.cx = cxcy_n.x; + tgt.cy = cxcy_n.y; + } + else if(center_a1_n.x != 0 || center_a1_n.y != 0) + { + tgt.cx = center_a1_n.x; + tgt.cy = center_a1_n.y; + } + else if(center_a2_n.x != 0 || center_a2_n.y != 0) + { + tgt.cx = center_a2_n.x; + tgt.cy = center_a2_n.y; + } + + tgts_.targets.push_back(tgt); + } + + +} + +} + diff --git a/include/sv_color_line.h b/include/sv_color_line.h new file mode 100644 index 0000000..2ebfe85 --- /dev/null +++ b/include/sv_color_line.h @@ -0,0 +1,48 @@ +#ifndef __SV_COLOR_LINE__ +#define __SV_COLOR_LINE__ + +#include "sv_core.h" +#include +#include +#include + + + +namespace sv { + +class ColorLineDetector : public CameraAlgorithm +{ +public: + ColorLineDetector(); + ~ColorLineDetector(); + + void detect(cv::Mat img_, TargetsInFrame& tgts_); + +protected: + + float cy_a1; + float cy_a2; + float half_h; + float half_w; + + cv::Mat img; + cv::Point3d pose; + + double line_location; + double line_location_a1; + double line_location_a2; + + bool is_load_parameter; + + std::string line_color; + + void _load(); + float cnt_area(std::vector cnt); + void get_line_area(cv::Mat &frame, cv::Mat &line_area, cv::Mat &line_area_a1, cv::Mat &line_area_a2); + void seg(cv::Mat line_area, cv::Mat line_area_a1, cv::Mat line_area_a2, std::string _line_color, cv::Point ¢er, int &area, cv::Point ¢er_a1, cv::Point ¢er_a2); + +}; + + +} +#endif \ No newline at end of file diff --git a/include/sv_world.h b/include/sv_world.h index 5746122..14fccd1 100644 --- a/include/sv_world.h +++ b/include/sv_world.h @@ -5,6 +5,7 @@ #include "sv_common_det.h" #include "sv_landing_det.h" #include "sv_tracking.h" +#include "sv_color_line.h" #include "sv_video_input.h" #include "sv_video_output.h" diff --git a/params/a-params/sv_algorithm_params.json b/params/a-params/sv_algorithm_params.json index 81362a6..9e8e447 100644 --- a/params/a-params/sv_algorithm_params.json +++ b/params/a-params/sv_algorithm_params.json @@ -174,5 +174,14 @@ "perspectiveRemovePixelPerCell": 4, "polygonalApproxAccuracyRate": 0.03, "useAruco3Detection": false + + }, + "ColorLineDetector": { + "line_color": "black", + "line_location": 0.5, + "line_location_a1": 0.3, + "line_location_a2": 0.7, + + } } diff --git a/samples/demo/color_line_detect.cpp b/samples/demo/color_line_detect.cpp new file mode 100644 index 0000000..bd554eb --- /dev/null +++ b/samples/demo/color_line_detect.cpp @@ -0,0 +1,69 @@ +#include +#include +// 包含SpireCV SDK头文件 +#include + +using namespace std; +using namespace sv; + + + +int main(int argc, char *argv[]) { + // 实例化 color line detection 检测器类 + sv::ColorLineDetector cld; + // 手动导入相机参数,如果使用Amov的G1等吊舱或相机,则可以忽略该步骤,将自动下载相机参数文件 + cld.loadCameraParams(sv::get_home() + "/SpireCV/calib_webcam_640x480.yaml"); + + // 打开摄像头 + sv::Camera cap; + cap.setWH(640, 480); + //cap.setFps(30); + cap.open(sv::CameraType::WEBCAM, 0); // CameraID 0 + // 实例化OpenCV的Mat类,用于内存单帧图像 + cv::Mat img; + int frame_id = 0; + while (1) + { + // 实例化SpireCV的 单帧检测结果 接口类 TargetsInFrame + sv::TargetsInFrame tgts(frame_id++); + // 读取一帧图像到img + cap.read(img); + cv::resize(img, img, cv::Size(cld.image_width, cld.image_height)); + + // 执行 color line detection 检测 + cld.detect(img, tgts); + // 可视化检测结果,叠加到img上 + sv::drawTargetsInFrame(img, tgts); + + // 控制台打印 color line detection 检测结果 + printf("Frame-[%d]\n", frame_id); + // 打印当前检测的FPS + printf(" FPS = %.2f\n", tgts.fps); + // 打印当前相机的视场角(degree) + printf(" FOV (fx, fy) = (%.2f, %.2f)\n", tgts.fov_x, tgts.fov_y); + // 打印当前输入图像的像素宽度和高度 + printf(" Frame Size (width, height) = (%d, %d)\n", tgts.width, tgts.height); + for (int i=0; i