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- #include <opencv.hpp>
- #include <math.h>
- #include <io.h>
- #include "tea_sorter.h"
- #include "utils.h"
- using namespace cv;
- namespace graft_cv{
- CTeaSort::CTeaSort(
- ConfigParam& cp,
- img_type dtpye,
- CGcvLogger*pLog)
- :
- m_cp(cp),
- m_dtype(dtpye),
- m_pLogger(pLog),
- m_ppImgSaver(0),
- m_pImginfoRaw(0),
- m_pImginfoDetected(0)
- {
- m_drop_detector = RetinaDrop(m_pLogger, 0.5, 0.5);
- }
- CTeaSort::~CTeaSort()
- {
- clear_imginfo();
- }
- int CTeaSort::detect(
- ImgInfo*imginfo,
- PositionInfo& posinfo,
- const char* fn
- )
- {
- //m_head_droplets.clear();
- ////0 文件目录有效性检测
- //int at = _access(m_temporary_dir.c_str(),0);
- //int ai = _access(m_image_dir.c_str(),0);
- //if(at==-1){
- // m_pLogger->ERRORINFO(
- // string("invalid temporary folder: ")+m_temporary_dir);
- // return 1;
- //}
- //if(ai==-1){
- // m_pLogger->ERRORINFO(
- // string("invalid image folder: ")+m_image_dir);
- // return 1;
- //}
- //1 model status
- if (!m_drop_detector.IsModelLoaded()) {
- m_pLogger->ERRORINFO(
- string("drople detect model NOT loaded"));
- return 1;
- }
- //2 update recognize threshold
- if (m_dtype == img_type::tea_grab) {
- m_drop_detector.SetThreshold(m_cp.object_threshold_grab, m_cp.nms_threshold_grab);
- }
- else {
- m_drop_detector.SetThreshold(m_cp.object_threshold_cut, m_cp.nms_threshold_cut);
- }
- //3 load data
- load_data(imginfo, fn);
- //4 detect
- vector<Bbox> droplets_raw = m_drop_detector.RunModel(m_raw_img,m_pLogger);
- if (m_pLogger) {
- stringstream buff_;
- buff_ << m_imgId<<m_dtype_str << "image detect over. tea number is " << droplets_raw.size();
- m_pLogger->INFO(buff_.str());
- }
- //5 nms, width(height) filt and area calculation
- vector<Bbox> droplets;
- vector<int> keep;
- nms_bbox(droplets_raw, m_drop_detector.GetNmsThreshold(), keep);
- //width(height) filter
- for (int i : keep) {
- droplets.push_back(droplets_raw[i]);
- }
- m_pLogger->INFO(string("nms droplets"));
-
- int valid_cnt = 0;
- for (int i = 0; i < droplets.size();++i) {
- if (i > 1) { break; }
- Bbox&b = droplets.at(i);
- double angle = calalate_angle(b);
- valid_cnt += 1;
- //grab point
- if (i == 0) {
- if (m_dtype == img_type::tea_grab) {
- posinfo.tea_grab_x1 = b.ppoint[8];
- posinfo.tea_grab_y1 = b.ppoint[9];
- posinfo.tea_grab_angle1 = angle;
- }
- else {
- posinfo.tea_cut_x1 = b.ppoint[6];
- posinfo.tea_cut_y1 = b.ppoint[7];
- posinfo.tea_cut_angle1 = angle;
- }
- }
- else {
- if (m_dtype == img_type::tea_grab) {
- posinfo.tea_grab_x2 = b.ppoint[8];
- posinfo.tea_grab_y2 = b.ppoint[9];
- posinfo.tea_grab_angle2 = angle;
- }
- else {
- posinfo.tea_cut_x2 = b.ppoint[6];
- posinfo.tea_cut_y2 = b.ppoint[7];
- posinfo.tea_cut_angle2 = angle;
- }
- }
- }
- //6 draw
- if (m_cp.image_return) {
- this->clear_imginfo();
- cv::Mat img_rst = m_raw_img.clone();
- int cnt = 0;
- for (auto& b : droplets) {
- char name[256];
- cv::Scalar color(20, 0, 0);//bgr
-
- sprintf_s(name, "%.2f", b.score);
- cv::putText(img_rst, name,
- cv::Point(b.x1, b.y1),
- cv::FONT_HERSHEY_COMPLEX, 0.7, color, 2);
- cv::Rect r = cv::Rect(cv::Point2i(b.x1, b.y1), cv::Point2i(b.x2, b.y2));
- if (cnt < 2) {
- cv::rectangle(img_rst, r, cv::Scalar(0, 0, 255));
- }
- else {
- cv::rectangle(img_rst, r, cv::Scalar(0, 255, 0));
- }
- cv::rectangle(img_rst, r, cv::Scalar(0, 0, 255));
- cv::circle(img_rst, cv::Point(int(b.ppoint[0]), int(b.ppoint[1])), 4, cv::Scalar(0, 0, 255), -1, 8, 0);
- cv::circle(img_rst, cv::Point(int(b.ppoint[2]), int(b.ppoint[3])), 4, cv::Scalar(0, 255, 255), -1, 8, 0);
- cv::circle(img_rst, cv::Point(int(b.ppoint[4]), int(b.ppoint[5])), 4, cv::Scalar(255, 0, 255), -1, 8, 0);
- cv::circle(img_rst, cv::Point(int(b.ppoint[6]), int(b.ppoint[7])), 4, cv::Scalar(0, 255, 0), -1, 8, 0);
- cv::circle(img_rst, cv::Point(int(b.ppoint[8]), int(b.ppoint[9])), 4, cv::Scalar(255, 0, 0), -1, 8, 0);
- cnt += 1;
- }
- m_pImginfoRaw = mat2imginfo(m_raw_img);
- m_pImginfoDetected = mat2imginfo(img_rst);
- posinfo.pp_images[0] = m_pImginfoRaw;
- posinfo.pp_images[1] = m_pImginfoDetected;
- if (m_ppImgSaver && *m_ppImgSaver) {
- (*m_ppImgSaver)->saveImage(img_rst, m_imgId + "_rst_0");
- }
- }
- //拍照无苗, 返回识别结果-1
- if (valid_cnt == 0) { return -1; }
- return 0;
- }
- double CTeaSort::calalate_angle(Bbox&b) {
- double angle = 0.0;
- float x3,y3,x4,y4,x5,y5;
- x3 = b.ppoint[4];
- y3 = b.ppoint[5];
- x4 = b.ppoint[6];
- y4 = b.ppoint[7];
- x5 = b.ppoint[8];
- y5 = b.ppoint[9];
- double r45 = sqrt((x4 - x5)*(x4 - x5) + (y4 - y5)*(y4 - y5));
- if (r45 < 15.0) {
- angle = atan2(x5 - x3, y5 - y3);
- }
- else {
- angle = atan2(x5 - x4, y5 - y4);
- }
- angle *= (180.0 / 3.1415926);
- return angle;
- }
- int CTeaSort::load_data(
- ImgInfo*imginfo,
- const char* fn/* = 0*/)
- {
- //数据加载功能实现,并生成imageid,保存原始数据到文件
- int rst = 0;
- //generate image id
- if (m_dtype == img_type::tea_grab) {
- m_imgId = getImgId(img_type::tea_grab);
- m_dtype_str = string(" tea_grab ");
- }
- else {
- m_imgId = getImgId(img_type::tea_cut);
- m_dtype_str = string(" tea_cut ");
- }
- if (imginfo) {
- if (m_pLogger) {
- stringstream buff;
- buff << m_imgId << m_dtype_str << "image, width=" << imginfo->width
- << "\theight=" << imginfo->height;
- m_pLogger->INFO(buff.str());
- }
- if (!isvalid(imginfo)) {
- if (m_pLogger) {
- m_pLogger->ERRORINFO(m_imgId + m_dtype_str + "input image invalid.");
- }
- throw_msg(m_imgId + " invalid input image");
- }
- m_raw_img = imginfo2mat(imginfo);
- }
- else {
- cv::Mat img = imread(fn, cv::IMREAD_COLOR);
- if (img.empty()) {
- if (m_pLogger) {
- m_pLogger->ERRORINFO(m_imgId + m_dtype_str + "input image invalid:" + string(fn));
- }
- throw_msg(m_imgId + m_dtype_str + "invalid input image: " + string(fn));
- }
- if (m_pLogger) {
- stringstream buff;
- buff << m_imgId << m_dtype_str << "image, width=" << img.cols
- << "\theight=" << img.rows;
- m_pLogger->INFO(buff.str());
- }
- m_raw_img = img.clone();
- }
- //image saver
- if (m_ppImgSaver && *m_ppImgSaver) {
- (*m_ppImgSaver)->saveImage(m_raw_img, m_imgId);
- }
- return rst;
- }
- int CTeaSort::load_model()
- {
- bool b = false;
- if (!m_drop_detector.IsModelLoaded()) {
- if (m_dtype == img_type::tea_grab) {
- b = m_drop_detector.LoadModel(m_cp.model_path_grab);
- }
- else {
- b = m_drop_detector.LoadModel(m_cp.model_path_cut);
- }
-
- }
- else {
- b = true;
- }
- return b ? 0 : 1;
- }
- void CTeaSort::clear_imginfo() {
- if (m_pImginfoDetected) {
- imginfo_release(&m_pImginfoDetected);
- m_pImginfoDetected = 0;
- }
- if (m_pImginfoRaw) {
- imginfo_release(&m_pImginfoRaw);
- m_pImginfoRaw = 0;
- }
- }
- }
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