Recognize open and closed shapes opencv

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终归单人心
终归单人心 2020-12-04 17:17

how to detect open and closed shapes in opencv.

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These are simple sampl

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  •  小蘑菇
    小蘑菇 (楼主)
    2020-12-04 17:40

    Just use findContours() in your image, then decide whether the contour is closed or not by examining the hierarchy passed to the findContours() function. From the second figure it is clearer that no contour has child contour as compared to the first image, you will get this data from hierarchy parameter which is optional output vector, containing information about the image topology. It has as many elements as the number of contours.

    Here we will use hierarchy as

    vector< Vec4i > hierarchy
    

    where for an i-th contour

    hierarchy[i][0] = next contour at the same hierarchical level
    hierarchy[i][1] = previous contour at the same hierarchical level
    hierarchy[i][2] = denotes its first child contour
    hierarchy[i][3] = denotes index of its parent contour
    

    If for the contour i there are no next, previous, parent, or nested contours, the corresponding elements of hierarchy[i] will be negative. See findContours() function for more details.

    So by checking the value hierarchy[i][2] you can decide the contour belongs to closed or not, that is for a contour if the hierarchy[i][2] = -1 then no child and it belongs to opened.

    And one more thing is that in findContours() function you should use CV_RETR_CCOMP which retrieves all of the contours and organizes them into a two-level hierarchy.

    Here is the C++ code how to implement this.

        Mat tmp,thr;
        Mat src=imread("1.png",1);
        cvtColor(src,tmp,CV_BGR2GRAY);
        threshold(tmp,thr,200,255,THRESH_BINARY_INV);
    
        vector< vector  > contours; // Vector for storing contour
        vector< Vec4i > hierarchy;
        findContours( thr, contours, hierarchy,CV_RETR_CCOMP, CV_CHAIN_APPROX_SIMPLE );
    
        for( int i = 0; i< contours.size(); i=hierarchy[i][0] ) // iterate through each contour.
        {
            Rect r= boundingRect(contours[i]);
            if(hierarchy[i][2]<0) //Check if there is a child contour
              rectangle(src,Point(r.x-10,r.y-10), Point(r.x+r.width+10,r.y+r.height+10), Scalar(0,0,255),2,8,0); //Opened contour
            else
              rectangle(src,Point(r.x-10,r.y-10), Point(r.x+r.width+10,r.y+r.height+10), Scalar(0,255,0),2,8,0); //closed contour
        }
    

    Result:

    enter image description here

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