OpenCV凹凸缺陷绘图

Question

我已经使用vec4i在一个4元素向量整数数组中存储了使用凸性缺陷的缺陷。

我的凸船体数组在船体元素和轮廓在轮廓;我要做的是画一条线从一个凸缺陷的起点到一个凸缺陷的终点。为此，我需要访问元素开始索引，它存在于缺陷向量的vec4i中!

我该怎么做??

   #include <opencvcv.h>
#include <opencv2highguihighgui.hpp>
#include<opencvcvaux.h>
#include<opencvcxcore.h>
#include <opencv2imgprocimgproc.hpp>
#include <iostream>
#include<conio.h>
#include <stdlib.h>

using namespace cv;
using namespace std;
int main(){

    Mat img, frame, img2, img3;

    VideoCapture cam(0);
    while (true){
        cam.read(frame);
        cvtColor(frame, img, CV_BGR2HSV);
        //thresholding 
        inRange(img, Scalar(0, 143, 86), Scalar(39, 255, 241), img2);
        imshow("hi", img2);
        //finding contours
        vector<vector<Point>> Contours;
        vector<Vec4i> hier;
        //morphological transformations
        erode(img2, img2, getStructuringElement(MORPH_RECT, Size(3, 3)));
        erode(img2, img2, getStructuringElement(MORPH_RECT, Size(3, 3)));
        dilate(img2, img2, getStructuringElement(MORPH_RECT, Size(8, 8)));
        dilate(img2, img2, getStructuringElement(MORPH_RECT, Size(8, 8)));

        //finding the contours required
        findContours(img2, Contours, hier, CV_RETR_CCOMP, CV_CHAIN_APPROX_NONE, Point(0, 0));

        //finding the contour of largest area and storing its index
        int lrgctridx = 0;
        int maxarea = 0;
        for (int i = 0; i < Contours.size(); i++)
        {
            double a = contourArea(Contours[i]);
            if (a> maxarea)
            {
                maxarea = a;
                lrgctridx = i;
            }
        }
        //convex hulls
        vector<vector<Point> >hull(Contours.size());
        vector<vector<Vec4i>> defects(Contours.size());
        for (int i = 0; i < Contours.size(); i++)
        {
            convexHull(Contours[i], hull[i], false);
            convexityDefects(Contours[i], hull[i], defects[i]);
        }
        //REQUIRED contour is detected,then convex hell is found and also convexity defects are found and stored in defects


        if (maxarea>100){
            drawContours(frame, hull, lrgctridx, Scalar(255, 255, 255), 1, 8, vector<Vec4i>(), 0, Point());
        \ drawing the required lines joining defects!im facing problem on how to acheive this since i dont know how to access the elements stored in defects
           line(frame, \startindex, \endindex, \color, 1);
        }

        imshow("output", frame);
        char key = waitKey(33);
        if (key == 27) break;

    }

}

当我添加convexityDefects(..)行时，我的输出窗口也显示错误，我认为这是错误的格式!

Answer 1

convexityDefects需要一个

使用convexHull()获得的凸船体，该凸船体应包含构成船体的轮廓点的索引。

包含超过3个索引。所以你需要这个:

vector<vector<Point> >hull(Contours.size());
vector<vector<int> > hullsI(Contours.size()); // Indices to contour points
vector<vector<Vec4i>> defects(Contours.size());
for (int i = 0; i < Contours.size(); i++)
{
    convexHull(Contours[i], hull[i], false);
    convexHull(Contours[i], hullsI[i], false); 
    if(hullsI[i].size() > 3 ) // You need more than 3 indices          
    {
        convexityDefects(Contours[i], hullsI[i], defects[i]);
    }
}

那么你的绘图部分是(从这里改编):

/// Draw convexityDefects
for (int i = 0; i < Contours.size(); ++i)
{
    for(const Vec4i& v : defects[i])
    {
        float depth = v[3] / 256;
        if (depth > 10) //  filter defects by depth, e.g more than 10
        {
            int startidx = v[0]; Point ptStart(Contours[i][startidx]);
            int endidx = v[1]; Point ptEnd(Contours[i][endidx]);
            int faridx = v[2]; Point ptFar(Contours[i][faridx]);
            line(frame, ptStart, ptEnd, Scalar(0, 255, 0), 1);
            line(frame, ptStart, ptFar, Scalar(0, 255, 0), 1);
            line(frame, ptEnd, ptFar, Scalar(0, 255, 0), 1);
            circle(frame, ptFar, 4, Scalar(0, 255, 0), 2);
        }
    }
}   

完整代码

#include <opencv2opencv.hpp>
#include <iostream>
using namespace cv;
using namespace std;
int main()
{
    Mat img, frame, img2, img3;
    VideoCapture cam(0);
    while (true){
        cam.read(frame);
        cvtColor(frame, img, CV_BGR2HSV);
        //thresholding 
        inRange(img, Scalar(0, 143, 86), Scalar(39, 255, 241), img2);
        imshow("hi", img2);
        //finding contours
        vector<vector<Point>> Contours;
        vector<Vec4i> hier;
        //morphological transformations
        erode(img2, img2, getStructuringElement(MORPH_RECT, Size(3, 3)));
        erode(img2, img2, getStructuringElement(MORPH_RECT, Size(3, 3)));
        dilate(img2, img2, getStructuringElement(MORPH_RECT, Size(8, 8)));
        dilate(img2, img2, getStructuringElement(MORPH_RECT, Size(8, 8)));
        //finding the contours required
        findContours(img2, Contours, hier, CV_RETR_CCOMP, CV_CHAIN_APPROX_NONE, Point(0, 0));
        //finding the contour of largest area and storing its index
        int lrgctridx = 0;
        int maxarea = 0;
        for (int i = 0; i < Contours.size(); i++)
        {
            double a = contourArea(Contours[i]);
            if (a> maxarea)
            {
                maxarea = a;
                lrgctridx = i;
            }
        }
        //convex hulls
        vector<vector<Point> >hull(Contours.size());
        vector<vector<int> > hullsI(Contours.size()); 
        vector<vector<Vec4i>> defects(Contours.size());
        for (int i = 0; i < Contours.size(); i++)
        {
            convexHull(Contours[i], hull[i], false);
            convexHull(Contours[i], hullsI[i], false); 
            if(hullsI[i].size() > 3 )            
            {
                convexityDefects(Contours[i], hullsI[i], defects[i]);
            }
        }
        //REQUIRED contour is detected,then convex hell is found and also convexity defects are found and stored in defects
        if (maxarea>100){
            drawContours(frame, hull, lrgctridx, Scalar(2555, 0, 255), 3, 8, vector<Vec4i>(), 0, Point());
            /// Draw convexityDefects
            for(int j=0; j<defects[lrgctridx].size(); ++j)
            {
                const Vec4i& v = defects[lrgctridx][j];
                float depth = v[3] / 256;
                if (depth > 10) //  filter defects by depth
                {
                    int startidx = v[0]; Point ptStart(Contours[lrgctridx][startidx]);
                    int endidx = v[1]; Point ptEnd(Contours[lrgctridx][endidx]);
                    int faridx = v[2]; Point ptFar(Contours[lrgctridx][faridx]);
                    line(frame, ptStart, ptEnd, Scalar(0, 255, 0), 1);
                    line(frame, ptStart, ptFar, Scalar(0, 255, 0), 1);
                    line(frame, ptEnd, ptFar, Scalar(0, 255, 0), 1);
                    circle(frame, ptFar, 4, Scalar(0, 255, 0), 2);
                }
            }
        }
        imshow("output", frame);
        char key = waitKey(33);
        if (key == 27) break;
    }
}