graft_cv/cut_point_rs_reid.cpp

/*
  砧木切割点后识别

*/
#include <opencv2\imgproc\imgproc.hpp>
#include <opencv2\features2d\features2d.hpp>
//#include <opencv2\nonfree\features2d.hpp>
#include <math.h>
#include <algorithm>

#include "cut_point_rs_reid.h"
#include "utils.h"
#include "data_def.h"
#include "logger.h"
//using namespace cv;

namespace graft_cv{

CRootStockCutPointReid::CRootStockCutPointReid(ConfigParam&cp,CGcvLogger*pLog/*=0*/)
:m_cparam(cp),
m_pLogger(pLog),
m_pImginfoBinFork(0),
m_pImgCorners(0),
m_pImgCutPoint(0),
m_imgId(""),
m_ppImgSaver(0)
{	
}
CRootStockCutPointReid::~CRootStockCutPointReid()
{
	this->clear_imginfo();	
}

void CRootStockCutPointReid::clear_imginfo(){
	if (m_pImginfoBinFork){
		imginfo_release(&m_pImginfoBinFork);
		m_pImginfoBinFork=0;
	}
	if (m_pImgCorners){
		imginfo_release(&m_pImgCorners);
		m_pImgCorners=0;
	}
	if (m_pImgCutPoint){
		imginfo_release(&m_pImgCutPoint);
		m_pImgCutPoint=0;
	}
}

int CRootStockCutPointReid::cut_point_reid(
	ImgInfo* imginfo, 
	cv::Mat&cimg,
	const char * pre_img_id,
	PositionInfo& posinfo,
	map<string, cv::Mat>& img_cache
	)
{
	// cimg --- color image, bgr
	
	if(m_pLogger){				
			m_pLogger->INFO(m_imgId +" rootstock cut_pt reid begin");
	}
	if(!pre_img_id){
		if(m_pLogger){				
			m_pLogger->ERRORINFO(m_imgId +" pre-image id is NULL");
		}	
		return 1;
	} 
	string pre_imgid(pre_img_id);
	map<string, cv::Mat>::iterator iter = img_cache.find(pre_imgid);
	if(iter==img_cache.end()){
		if(m_pLogger){				
			m_pLogger->ERRORINFO(m_imgId +" pre-image NOT in cache");
		}	
		return 1;
	}
	m_preGrayImg = iter->second;
    m_imgId = getImgId(img_type::rs_reid);
	 
	//1 image segment	
	clock_t t;
	clock_t t0 = clock();	

	cv::Mat img;
	if(imginfo){
		if(m_pLogger){		
			stringstream buff;
			buff<<m_imgId<<" rootstock image, width="<<imginfo->width
				<<"\theight="<<imginfo->height;
			m_pLogger->INFO(buff.str());
		}
		if(!isvalid(imginfo)){
			if(m_pLogger){				
				m_pLogger->ERRORINFO(m_imgId+" rootstock input image invalid.");				
			}
			throw_msg(m_imgId+" invalid input image");	
			
		}	
		img = imginfo2mat(imginfo);
	}
	else{
		if(m_pLogger){		
			stringstream buff;
			buff<<m_imgId<<"rootstock image, width="<<cimg.cols
				<<"\theight="<<cimg.rows;
			m_pLogger->INFO(buff.str());
		}
		if(cimg.empty()){
			if(m_pLogger){				
				m_pLogger->ERRORINFO(m_imgId+" rootstock input image invalid.");				
			}
			throw_msg(m_imgId +" invalid input image");
			
		}
		img = cimg;
	}
	
	if(m_cparam.self_camera){
		image_set_bottom(img,20,8);
        if(m_pLogger){				
			m_pLogger->DEBUG(m_imgId+" image set bottom with pixel value 20.");				
		}
	}
	if(m_cparam.rs_y_flip){
		flip(img,img,0);
        if(m_pLogger){				
			m_pLogger->DEBUG(m_imgId+" image y fliped.");				
		}
	}
	
	//image saver
	if(m_ppImgSaver && *m_ppImgSaver){
		(*m_ppImgSaver)->saveImage(img, m_imgId);
	}
    if(m_pLogger){				
		m_pLogger->DEBUG(m_imgId+" before image segment.");				
	}	
	///////////////////////////////////////////////////////
	// image segment
	this->img_preprocess(img);
    if(m_pLogger){	
		m_pLogger->DEBUG(m_imgId+" after image gray.");				
	}

	if(m_cparam.image_show){
		cv::destroyAllWindows();
		imshow_wait("rs_pre_gray",m_preGrayImg);	
		imshow_wait("rs_gray",m_grayImg);		
	}
	else{
		t = clock();
		if(1000.0*((float)(t-t0))/CLOCKS_PER_SEC>(float)m_cparam.timeout_proc){
			if(m_pLogger){				
				m_pLogger->ERRORINFO(m_imgId+" rootstock reid timeout.");				
			}
			throw_msg(m_imgId+" time out");
		}
	}
    if(m_pLogger){	
		m_pLogger->DEBUG(m_imgId+" after pre- and cur- gray image show.");				
	}
	
	//特征提取
	//int max_feature = 500;
	//cv::OrbFeatureDetector fts_detector(max_feature);
	////SurfFeatureDetector fts_detector(max_feature);
	//std::vector<cv::KeyPoint> keypoints_pre, keypoints_cur;
	//fts_detector.detect( m_preGrayImg, keypoints_pre );
	//fts_detector.detect( m_grayImg, keypoints_cur );

	//cv::SurfDescriptorExtractor extractor;
	//cv::Mat descriptors_pre, descriptors_cur;
	//extractor.compute( m_preGrayImg, keypoints_pre, descriptors_pre );
	//extractor.compute( m_grayImg, keypoints_cur, descriptors_cur );
	////-- Step 3: Matching descriptor vectors with a brute force matcher
	//cv::BFMatcher matcher(cv::NORM_L2);
	//std::vector< cv::DMatch > matches;
	//cv::matcher.match( descriptors_pre, descriptors_cur, matches );
	//if(m_cparam.image_show){
	//	//-- Draw matches
	//	cv::Mat img_matches;
	//	cv::drawMatches( m_preGrayImg, keypoints_pre, m_grayImg, keypoints_cur, matches, img_matches );
	//	//-- Show detected matches
	//	cv::imshow("Matches", img_matches );
	//	cv::waitKey(-1);
	//}

	posinfo.rs_reid_upoint_x = 10.0;
	posinfo.rs_reid_upoint_y = 10.0;
	posinfo.rs_reid_lpoint_x = 20.0;
	posinfo.rs_reid_lpoint_y = 20.0;


	//if(m_pLogger){		
	//	stringstream buff;
	//	buff<<m_imgId<<" rootstock image, rs_cut_upoint(mm)("<<rs_cut_upoint_x
	//		<<","<<rs_cut_upoint_y<<")"
	//		<<", rs_stem_diameter(mm)="<<rs_stem_diameter
	//		<<", lower_cut_pt(mm)("<<rs_cut_lpoint_x
	//		<<","<<rs_cut_lpoint_y<<")";
	//	m_pLogger->INFO(buff.str());
	//}

	////  return images:	posinfo.pp_images
	//if(m_cparam.image_return){
	//	this->clear_imginfo();
	//	//0) image id
	//	strcpy(posinfo.rs_img_id,m_imgId.c_str());

	//	//1) 		
	//	//stem x-range
	//	line(m_binImg,Point(stem_x0,0),Point(stem_x0,m_binImg.cols-1),Scalar(100),2);
	//	line(m_binImg,Point(stem_x1,0),Point(stem_x1,m_binImg.cols-1),Scalar(100),2);
	//	//fork right point
	//	circle(m_binImg, Point(stem_fork_left_x,stem_fork_y),5, Scalar(128,0,128), -1, 8,0);
	//	m_pImginfoBinFork=mat2imginfo(m_binImg);	

	//	//3 cut point int gray image	
	//	circle(m_grayImg, Point(stem_fork_left_x,stem_fork_y),5, Scalar(128,0,128), -1, 8,0);
	//	circle(m_grayImg, Point(stem_fork_right_x,stem_fork_y),5, Scalar(128,0,128), -1, 8,0);//v0.5.9.3 reference point
	//	circle(m_grayImg, Point(cut_pt.x,stem_fork_y),5, Scalar(128,0,128), -1, 8,0);//v0.5.9.3 reference point
	//	circle(m_grayImg, Point(cut_pt.x,stem_fork_y),2, Scalar(255,0,255), -1, 8,0);
	//	circle(m_grayImg, Point(lower_cut_pt.x,lower_cut_pt.y),5, Scalar(200,0,200), -1, 8,0);
	//	image_draw_line(m_grayImg,cut_pt.x,cut_pt.y,lower_cut_pt.x,lower_cut_pt.y);
	//
	//	m_pImgCutPoint = mat2imginfo(m_grayImg);			
	//	posinfo.pp_images[0]=m_pImginfoBinFork;
	//	posinfo.pp_images[1]=m_pImgCutPoint;

	//	if(m_ppImgSaver && *m_ppImgSaver){
	//		(*m_ppImgSaver)->saveImage(m_binImg, m_imgId+"_rst_0");
	//		(*m_ppImgSaver)->saveImage(m_grayImg, m_imgId+"_rst_1");
	//	}		
	//}
	if(m_pLogger){				
		m_pLogger->INFO(m_imgId +" rootstock cut reid detect finished.");				
	}
	return 0;
};

void CRootStockCutPointReid::img_preprocess(cv::Mat&img)
{
	//灰度化
	cv::Mat b_img;
	if(img.channels()!=1){
		//color image ,bgr, for testing		
		cvtColor(img,m_grayImg, cv::COLOR_BGR2GRAY);
	}
	else{
		m_grayImg = img.clone();
	}

	/*Mat kernel = getStructuringElement(
		MORPH_ELLIPSE, 
		Size( 2*m_cparam.rs_morph_radius + 1, 2*m_cparam.rs_morph_radius+1 ),
		Point( m_cparam.rs_morph_radius, m_cparam.rs_morph_radius )
		);    	
	double th = threshold(m_grayImg, b_img, 255, 255,THRESH_OTSU);		

	morphologyEx(
		b_img, 
		m_binImg, 
		MORPH_CLOSE,
		kernel,
		Point(-1,-1),
		m_cparam.rs_morph_iteration
		);*/


	
}

///////////////////////////////////////////////////////////////////////////////////////
///////////////////////////////////////////////////////////////////////////////////////
CSolaCutPointReid::CSolaCutPointReid(ConfigParam&cp, int stemType, CGcvLogger*pLog)
	:m_cparam(cp),
	m_pLogger(pLog),	
	m_stem_type(stemType),
	m_imgId(""),
	m_ppImgSaver(0),
	m_pImginfoBin(0),
	m_pImgCutPoint(0)
{
	//m_stem_type -- 0-接穗， 1-砧木

}

CSolaCutPointReid::~CSolaCutPointReid()
{}
void CSolaCutPointReid::clear_imginfo() {
	if (m_pImginfoBin) {
		imginfo_release(&m_pImginfoBin);
		m_pImginfoBin = 0;
	}	
	if (m_pImgCutPoint) {
		imginfo_release(&m_pImgCutPoint);
		m_pImgCutPoint = 0;
	}
}
int CSolaCutPointReid::cut_point_reid(
	ImgInfo* imginfo,
	cv::Mat&cimg,	
	PositionInfo& posinfo
)
{
	if (m_stem_type == 0) {
		m_imgId = getImgId(img_type::sola_sc_reid);
	}
	else {
		m_imgId = getImgId(img_type::sola_rs_reid);
	}
	
	//1 image segment	
	clock_t t;
	clock_t t0 = clock();

	cv::Mat img;
	if (imginfo) {
		if (m_pLogger) {
			stringstream buff;
			buff << m_imgId<<" "<<get_stem_type_name() << " image, width=" << imginfo->width
				<< "\theight=" << imginfo->height;
			m_pLogger->INFO(buff.str());
		}
		if (!isvalid(imginfo)) {
			if (m_pLogger) {
				m_pLogger->ERRORINFO(m_imgId +string(" ")+get_stem_type_name() + " input image invalid.");
			}
			throw_msg(m_imgId + string(" ") + get_stem_type_name() + " invalid input image");

		}
		img = imginfo2mat(imginfo);
	}
	else {
		if (m_pLogger) {
			stringstream buff;
			buff << m_imgId << " " << get_stem_type_name() << " image, width=" << cimg.cols
				<< "\theight=" << cimg.rows;
			m_pLogger->INFO(buff.str());
		}
		if (cimg.empty()) {
			if (m_pLogger) {
				m_pLogger->ERRORINFO(m_imgId +string(" ")+ get_stem_type_name() + " input image invalid.");
			}
			throw_msg(m_imgId + string(" ") +get_stem_type_name() + " invalid input image");

		}
		img = cimg;
	}

	/*if (m_cparam.self_camera) {
		image_set_bottom(img, 20, 8);
		if (m_pLogger) {
			m_pLogger->DEBUG(m_imgId + " image set bottom with pixel value 20.");
		}
	}*/
	if (m_cparam.rs_y_flip) {
		flip(img, img, 0);
		if (m_pLogger) {
			m_pLogger->DEBUG(m_imgId + string(" ") + get_stem_type_name() + " image y fliped.");
		}
	}

	//image saver
	if (m_ppImgSaver && *m_ppImgSaver) {
		(*m_ppImgSaver)->saveImage(img, m_imgId);
	}
	if (m_pLogger) {
		m_pLogger->DEBUG(m_imgId + string(" ") + get_stem_type_name() + " before image segment.");
	}
	///////////////////////////////////////////////////////
	// image segment
	this->img_preprocess(img);
	if (m_pLogger) {
		m_pLogger->DEBUG(m_imgId + " after image gray.");
	}

	if (m_cparam.image_show) {
		cv::destroyAllWindows();		
		imshow_wait("gray", m_grayImg);
		imshow_wait("binary", m_binImg);
	}
	else {
		t = clock();
		if (1000.0*((float)(t - t0)) / CLOCKS_PER_SEC>(float)m_cparam.timeout_proc) {
			if (m_pLogger) {
				m_pLogger->ERRORINFO(m_imgId + " sola cut points reid timeout.");
			}
			throw_msg(m_imgId + " time out");
		}
	}
	if (m_pLogger) {
		m_pLogger->DEBUG(m_imgId + " after gray image show.");
	}

   // find object
	vector<vector<cv::Point>> contours;
	vector<cv::Vec4i> hierarchy;	
	contours.clear();
	hierarchy.clear();
	int obj_area_th = 100;//m_cparam
	double max_area = 0;
	int max_idx = -1;
	
	findContours(m_binImg, contours, hierarchy, cv::RETR_EXTERNAL, cv::CHAIN_APPROX_NONE);
	for (int i = 0; i<contours.size(); ++i) {
		double area = contourArea(contours[i]);
		if (area < obj_area_th) { continue; }
		if(area<max_area) { continue; }
		max_area = area;
		max_idx = i;
	}

	if (max_idx < 0 || contours[max_idx].size()==0) {
		throw_msg(m_imgId + " no valid object");
	}

	// 找到切口处y值
	int minx, maxx, miny, maxy;
	int cut_miny, cut_midy, cut_maxy;

	find_cut_ys(contours[max_idx],
			minx,  maxx, miny, maxy,
			cut_miny, cut_midy, cut_maxy);

    // 夹爪基面的y
	int base_y = maxy;	//	砧木情况
	if (m_stem_type == 0) {//	接穗情况
		base_y = miny;
	}
	if (m_cparam.image_show) { 		
		cv::Mat tmp = m_grayImg.clone();
		cv::line(tmp, cv::Point(minx, cut_miny), cv::Point(maxx, cut_miny), cv::Scalar(200));
		cv::line(tmp, cv::Point(minx, cut_midy), cv::Point(maxx, cut_midy), cv::Scalar(200));
		cv::line(tmp, cv::Point(minx, cut_maxy), cv::Point(maxx, cut_maxy), cv::Scalar(200));	
		cv::line(tmp, cv::Point(minx, base_y), cv::Point(maxx, base_y), cv::Scalar(255));
		imshow_wait("gray_lines", tmp);
	}
	if (m_stem_type == 0) {//接穗,坐标左上角位0点
		posinfo.sc_reid_sola_upoint_x = base_y;  //夹爪基面的y， 砧木在下方（夹爪的上沿），接穗在上方（夹爪的下沿）
		posinfo.sc_reid_sola_upoint_y = fabs(cut_miny - base_y) + 1 ;
		posinfo.sc_reid_sola_cpoint_x = minx;
		posinfo.sc_reid_sola_cpoint_y = fabs(cut_midy - base_y) + 1;
		posinfo.sc_reid_sola_lpoint_x = minx;
		posinfo.sc_reid_sola_lpoint_y = fabs(cut_maxy - base_y) + 1;
	}
	else {//砧木,坐标左下角位0点
		posinfo.rs_reid_sola_upoint_x = m_grayImg.rows - base_y - 1;  //夹爪基面的y， 砧木在下方（夹爪的上沿），接穗在上方（夹爪的下沿）
		posinfo.rs_reid_sola_upoint_y = fabs(cut_miny - base_y) + 1;
		posinfo.rs_reid_sola_cpoint_x = minx;
		posinfo.rs_reid_sola_cpoint_y = fabs(cut_midy - base_y) + 1;
		posinfo.rs_reid_sola_lpoint_x = minx;
		posinfo.rs_reid_sola_lpoint_y = fabs(cut_maxy - base_y) + 1;
	}
	

	if(m_pLogger){		
		stringstream buff;
		buff<<m_imgId<<" sola rootstock(scion) image, rs_cut_upoint("<< posinfo.rs_reid_sola_upoint_x
			<<","<< posinfo.rs_reid_sola_upoint_y <<")"
			<<", rs_cut_cpoint=("<< posinfo.rs_reid_sola_cpoint_x
			<< "," << posinfo.rs_reid_sola_cpoint_y << ")"
			<<", rs_cut_lpoint(mm)("<< posinfo.rs_reid_sola_lpoint_x
			<<","<< posinfo.rs_reid_sola_lpoint_y <<")";
		m_pLogger->INFO(buff.str());
	}

	//  return images:	posinfo.pp_images
	if(m_cparam.image_return){
		this->clear_imginfo();
		//0) image id
		strcpy(posinfo.rs_img_id,m_imgId.c_str());

		//1) bin image				
		m_pImginfoBin=mat2imginfo(m_binImg);	

		//2 cut point int gray image
		cv::Mat tmp = m_grayImg.clone();
		cv::line(tmp, cv::Point(minx, cut_miny), cv::Point(maxx, cut_miny), cv::Scalar(200));
		cv::line(tmp, cv::Point(minx, cut_midy), cv::Point(maxx, cut_midy), cv::Scalar(200));
		cv::line(tmp, cv::Point(minx, cut_maxy), cv::Point(maxx, cut_maxy), cv::Scalar(200));
	
		m_pImgCutPoint = mat2imginfo(tmp);

		posinfo.pp_images[0] = m_pImginfoBin;
		posinfo.pp_images[1] = m_pImgCutPoint;
		
		if(m_ppImgSaver && *m_ppImgSaver){
			(*m_ppImgSaver)->saveImage(m_binImg, m_imgId+"_rst_0");
			(*m_ppImgSaver)->saveImage(tmp, m_imgId+"_rst_1");
		}		
	}
	if (m_pLogger) {
		if (m_stem_type == 0) {
			m_pLogger->INFO(m_imgId + " sola scion cut reid detect finished.");
		}
		else {
			m_pLogger->INFO(m_imgId + " sola rootstock cut reid detect finished.");
		}
		
	}
	return 0;
};
void CSolaCutPointReid::find_cut_ys(
	vector<cv::Point>&points,
	int&minx,int& maxx,
	int&miny,int&maxy,
	int&cut_miny, int&cut_midy, int&cut_maxy
)
{
	//找到切口的y值

	// 找到边框	
	minx = miny = 1000;
	maxx = maxy = -1;
	for (auto &pt : points) {
		if (pt.x > maxx) { maxx = pt.x; }
		if (pt.x < minx) { minx = pt.x; }
		if (pt.y > maxy) { maxy = pt.y; }
		if (pt.y < miny) { miny = pt.y; }
	}
   // 找到水平的边
	std::vector<int> hist(maxy-miny+1,0);
	std::vector<int> hist_x0(maxy - miny + 1, 1000);
	std::vector<int> hist_x1(maxy - miny + 1, 0);
	std::vector<int> hist_width(maxy - miny + 1, 0);
	
	for (auto&pt : points) {
		int idx = pt.y - miny;
		hist.at(idx) += 1;
		if (pt.x > hist_x1.at(idx)) {
			hist_x1.at(idx) = pt.x;
		}
		if (pt.x < hist_x0.at(idx)) {
			hist_x0.at(idx) = pt.x;
		}
	}
	for (int i = 0; i < hist.size(); ++i) {
		hist_width.at(i) = hist_x1.at(i) - hist_x0.at(i);
	}

    //计算茎的直径
	std::vector<int> hist_width_copy(hist_width);
	sort(hist_width_copy.begin(), hist_width_copy.end());
	int pert_idx = int(0.98*hist_width_copy.size());
	int stem_width = hist_width_copy.at(pert_idx);

	int max_idx = max_element(hist.begin(), hist.end()) - hist.begin();
	if (max_idx<int(hist.size() / 2.0)) {
		//下锥，
		std::vector<int> hist_width_rev;
		for (int i = hist_width.size()-1; i >=0 ; i--) {
			hist_width_rev.push_back(hist_width.at(i));
		}
		//在茎的指导下进行查找
		int pos = trend_detect_pos(hist_width_rev, stem_width);
		cut_miny = maxy - pos;
		cut_maxy = maxy;
		cut_midy = int((cut_miny + cut_maxy) / 2);
	}
	else {
		//上锥，找到上锥点
		int pos = trend_detect_pos(hist_width, stem_width);
		cut_miny = miny;
		cut_maxy = miny + pos;
		cut_midy = int((cut_miny + cut_maxy) / 2);
	}

}
void CSolaCutPointReid::find_cut_curve(vector<cv::Point>&curve_points, 
	vector<cv::Point>&cut_curve, cv::RotatedRect& retval)
{
	int max_y = curve_points[0].y;
	int min_y = curve_points[0].y;
	int max_x = curve_points[0].x;
	int min_x = curve_points[0].x;
	for (auto&pt : curve_points) {
		if (pt.y > max_y) {
			max_y = pt.y;
		}
		if (pt.y < min_y) {
			min_y = pt.y;
		}
		if (pt.x > max_x) {
			max_x = pt.x;
		}
		if (pt.x < min_x) {
			min_x = pt.x;
		}
	}
	vector<int>stem_width;
	int line_min_x, line_max_x;
	for (int y = min_y; y <= max_y;++y) {
		line_min_x = max_x;
		line_max_x = min_x;
		for (auto&pt : curve_points) {
			if (pt.y != y) { continue; }
			if (pt.x < line_min_x) { line_min_x = pt.x; }
			if (pt.x > line_max_x) { line_max_x = pt.x; }
		}
		stem_width.push_back(line_max_x - line_min_x + 1);		
	}

	//计算茎的直径
	std::vector<int> hist_width_copy(stem_width);
	sort(hist_width_copy.begin(), hist_width_copy.end());
	int max_idx = int(0.98*hist_width_copy.size());
	int max_stem_width = hist_width_copy.at(max_idx);

	// find y range curve
	int min_yc = min_y;
	int max_yc = max_y;
	if (m_stem_type != 0) {//砧木
		int pos = trend_detect_pos(stem_width, max_stem_width,15);
		if (pos > 0) {
			max_yc = min_yc + pos;
		}
		else {
			throw(m_imgId + " not found cut curve range");
		}
	}
	else { //接穗
		vector<int> stem_width_r;
		vector<int>::reverse_iterator rit = stem_width.rbegin();
		for (; rit != stem_width.rend(); ++rit) {
			stem_width_r.push_back(*rit);
		}
		int pos = trend_detect_pos(stem_width_r, max_stem_width, 15);
		if (pos > 0) {
			min_yc = max_yc - pos;
		}
		else {
			throw(m_imgId + " not found cut curve range");
		}
	}

	// copy cut curve points
	vector<cv::Point>cut_curve_points;
	for (auto&pt : curve_points) {
		if (pt.y >= min_yc && pt.y <= max_yc) {
			cut_curve_points.push_back(cv::Point(pt));
		}
	}

	// ecllipse fit
	retval = cv::fitEllipse(cut_curve_points);
	//if (m_cparam.image_show) {
	//	//cv::destroyAllWindows();
	//	cv::Mat tmp = m_grayImg.clone();
	//	for (auto&pt : cut_curve_points) {
	//		tmp.at<cv::uint8_t>(pt.y, pt.x+500) = 200;
	//	}

	//	//cv::ellipse(tmp, retval, cv::Scalar(200));
	//	imshow_wait("cut_curve", tmp);
	//}
	
}
string CSolaCutPointReid::get_stem_type_name() {
	if (m_stem_type == 0) {
		return string("solanaceae scion");
	}
	else {
		return string("solanaceae rootstock");
	}
}
void CSolaCutPointReid::img_preprocess(cv::Mat&img)
{
	//灰度化
	cv::Mat b_img;
	if (img.channels() != 1) {
		//color image ,bgr, for testing		
		cvtColor(img, m_grayImg, cv::COLOR_BGR2GRAY);
	}
	else {
		m_grayImg = img.clone();
	}	

	cv::Mat kernel = cv::getStructuringElement(
		cv::MORPH_ELLIPSE,
		cv::Size(5, 5),
		cv::Point(2,2)
	);	

	double th = threshold(m_grayImg, b_img, 255, 255, cv::THRESH_OTSU);

	morphologyEx(
		b_img,
		m_binImg,
		cv::MORPH_CLOSE,
		kernel,
		cv::Point(-1, -1),
		2
	);

}
}