Opencv - Detect Hand-drawing Shapes
Could OpenCV detect the geometric shapes which is drawn by hand as below? The shape can be a rectangle, triangle, circle, curve, arc,polygon,... I am going to develop an android ap
Solution 1:
Well, I tried it in a harry. Normally you need to skeletonize the input. Anyway. You can reason about the shapes based on their points. Normally a square has 4, a triangle 3, etc. Effort results:
Canny results:

Polygonal approximation:

Console output:
contour points:11
contour points:6
contour points:4 
contour points:5
Here is the code:
    Mat src=imread("WyoKM.png");
    Mat src_gray(src.size(),CV_8UC1);
    if (src.empty()) exit(-10);
    imshow("img",src);
    /// Convert image to gray and blur itcvtColor( src, src_gray, CV_BGR2GRAY );
    threshold(src_gray,src_gray,100,255,src_gray.type());
    imshow("img2",src_gray);
    Mat canny_output;
    vector<vector<Point> > contours;
    vector<Vec4i> hierarchy;
    /// Detect edges using cannyint thresh=100;
    Canny( src_gray, canny_output, thresh, thresh*2, 3 );
    imshow("canny",canny_output);
    imwrite("canny.jpg",canny_output);
    /// Find contoursfindContours( canny_output, contours, hierarchy, CV_RETR_TREE, CV_CHAIN_APPROX_SIMPLE, Point(0, 0) );
    // testing the approximate polygoncv::Mat result(src_gray.size(),CV_8U,cv::Scalar(255));
    for(int i=0;i<contours.size();i=i+4) //for testing reasons. Skeletonize input.
    {
        std::vector<cv::Point> poly;
        poly.clear();
        cv::approxPolyDP(cv::Mat(contours[i]),poly,
            5, // accuracy of the approximationtrue); // yes it is a closed shape// Iterate over each segment and draw it
        std::vector<cv::Point>::const_iterator itp= poly.begin();
        cout<<"\ncontour points:"<<poly.size();
        while (itp!=(poly.end()-1)) {
            cv::line(result,*itp,*(itp+1),cv::Scalar(0),2);
            ++itp;
        }
        // last point linked to first point
        cv::line(result,
            *(poly.begin()),
            *(poly.end()-1),cv::Scalar(20),2);
    }
    imshow("result",result);
    imwrite("results.jpg",result);
    cvWaitKey();
Post a Comment for "Opencv - Detect Hand-drawing Shapes"