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- #include <opencv2/core.hpp>
- #include <opencv2/imgproc.hpp>
- #include <opencv2/highgui.hpp>
- #include <opencv2/features2d.hpp>
- #include <vector>
- #include <map>
- #include <iostream>
- using namespace std;
- using namespace cv;
- static void help(char** argv)
- {
- cout << "\n This program demonstrates how to use BLOB to detect and filter region \n"
- << "Usage: \n"
- << argv[0]
- << " <image1(detect_blob.png as default)>\n"
- << "Press a key when image window is active to change descriptor";
- }
- static String Legende(SimpleBlobDetector::Params &pAct)
- {
- String s = "";
- if (pAct.filterByArea)
- {
- String inf = static_cast<const ostringstream&>(ostringstream() << pAct.minArea).str();
- String sup = static_cast<const ostringstream&>(ostringstream() << pAct.maxArea).str();
- s = " Area range [" + inf + " to " + sup + "]";
- }
- if (pAct.filterByCircularity)
- {
- String inf = static_cast<const ostringstream&>(ostringstream() << pAct.minCircularity).str();
- String sup = static_cast<const ostringstream&>(ostringstream() << pAct.maxCircularity).str();
- if (s.length() == 0)
- s = " Circularity range [" + inf + " to " + sup + "]";
- else
- s += " AND Circularity range [" + inf + " to " + sup + "]";
- }
- if (pAct.filterByColor)
- {
- String inf = static_cast<const ostringstream&>(ostringstream() << (int)pAct.blobColor).str();
- if (s.length() == 0)
- s = " Blob color " + inf;
- else
- s += " AND Blob color " + inf;
- }
- if (pAct.filterByConvexity)
- {
- String inf = static_cast<const ostringstream&>(ostringstream() << pAct.minConvexity).str();
- String sup = static_cast<const ostringstream&>(ostringstream() << pAct.maxConvexity).str();
- if (s.length() == 0)
- s = " Convexity range[" + inf + " to " + sup + "]";
- else
- s += " AND Convexity range[" + inf + " to " + sup + "]";
- }
- if (pAct.filterByInertia)
- {
- String inf = static_cast<const ostringstream&>(ostringstream() << pAct.minInertiaRatio).str();
- String sup = static_cast<const ostringstream&>(ostringstream() << pAct.maxInertiaRatio).str();
- if (s.length() == 0)
- s = " Inertia ratio range [" + inf + " to " + sup + "]";
- else
- s += " AND Inertia ratio range [" + inf + " to " + sup + "]";
- }
- return s;
- }
- int main(int argc, char *argv[])
- {
- String fileName;
- cv::CommandLineParser parser(argc, argv, "{@input |detect_blob.png| }{h help | | }");
- if (parser.has("h"))
- {
- help(argv);
- return 0;
- }
- fileName = parser.get<string>("@input");
- Mat img = imread(samples::findFile(fileName), IMREAD_COLOR);
- if (img.empty())
- {
- cout << "Image " << fileName << " is empty or cannot be found\n";
- return 1;
- }
- SimpleBlobDetector::Params pDefaultBLOB;
- // This is default parameters for SimpleBlobDetector
- pDefaultBLOB.thresholdStep = 10;
- pDefaultBLOB.minThreshold = 10;
- pDefaultBLOB.maxThreshold = 220;
- pDefaultBLOB.minRepeatability = 2;
- pDefaultBLOB.minDistBetweenBlobs = 10;
- pDefaultBLOB.filterByColor = false;
- pDefaultBLOB.blobColor = 0;
- pDefaultBLOB.filterByArea = false;
- pDefaultBLOB.minArea = 25;
- pDefaultBLOB.maxArea = 5000;
- pDefaultBLOB.filterByCircularity = false;
- pDefaultBLOB.minCircularity = 0.9f;
- pDefaultBLOB.maxCircularity = (float)1e37;
- pDefaultBLOB.filterByInertia = false;
- pDefaultBLOB.minInertiaRatio = 0.1f;
- pDefaultBLOB.maxInertiaRatio = (float)1e37;
- pDefaultBLOB.filterByConvexity = false;
- pDefaultBLOB.minConvexity = 0.95f;
- pDefaultBLOB.maxConvexity = (float)1e37;
- // Descriptor array for BLOB
- vector<String> typeDesc;
- // Param array for BLOB
- vector<SimpleBlobDetector::Params> pBLOB;
- vector<SimpleBlobDetector::Params>::iterator itBLOB;
- // Color palette
- vector< Vec3b > palette;
- for (int i = 0; i<65536; i++)
- {
- uchar c1 = (uchar)rand();
- uchar c2 = (uchar)rand();
- uchar c3 = (uchar)rand();
- palette.push_back(Vec3b(c1, c2, c3));
- }
- help(argv);
- // These descriptors are going to be detecting and computing BLOBS with 6 different params
- // Param for first BLOB detector we want all
- typeDesc.push_back("BLOB"); // see http://docs.opencv.org/4.x/d0/d7a/classcv_1_1SimpleBlobDetector.html
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByArea = true;
- pBLOB.back().minArea = 1;
- pBLOB.back().maxArea = float(img.rows*img.cols);
- // Param for second BLOB detector we want area between 500 and 2900 pixels
- typeDesc.push_back("BLOB");
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByArea = true;
- pBLOB.back().minArea = 500;
- pBLOB.back().maxArea = 2900;
- // Param for third BLOB detector we want only circular object
- typeDesc.push_back("BLOB");
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByCircularity = true;
- // Param for Fourth BLOB detector we want ratio inertia
- typeDesc.push_back("BLOB");
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByInertia = true;
- pBLOB.back().minInertiaRatio = 0;
- pBLOB.back().maxInertiaRatio = (float)0.2;
- // Param for fifth BLOB detector we want ratio inertia
- typeDesc.push_back("BLOB");
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByConvexity = true;
- pBLOB.back().minConvexity = 0.;
- pBLOB.back().maxConvexity = (float)0.9;
- // Param for six BLOB detector we want blob with gravity center color equal to 0
- typeDesc.push_back("BLOB");
- pBLOB.push_back(pDefaultBLOB);
- pBLOB.back().filterByColor = true;
- pBLOB.back().blobColor = 0;
- itBLOB = pBLOB.begin();
- vector<double> desMethCmp;
- Ptr<Feature2D> b;
- String label;
- // Descriptor loop
- vector<String>::iterator itDesc;
- for (itDesc = typeDesc.begin(); itDesc != typeDesc.end(); ++itDesc)
- {
- vector<KeyPoint> keyImg1;
- if (*itDesc == "BLOB")
- {
- b = SimpleBlobDetector::create(*itBLOB);
- label = Legende(*itBLOB);
- ++itBLOB;
- }
- try
- {
- // We can detect keypoint with detect method
- vector<KeyPoint> keyImg;
- vector<Rect> zone;
- vector<vector <Point> > region;
- Mat desc, result(img.rows, img.cols, CV_8UC3);
- if (b.dynamicCast<SimpleBlobDetector>().get())
- {
- Ptr<SimpleBlobDetector> sbd = b.dynamicCast<SimpleBlobDetector>();
- sbd->detect(img, keyImg, Mat());
- drawKeypoints(img, keyImg, result);
- int i = 0;
- for (vector<KeyPoint>::iterator k = keyImg.begin(); k != keyImg.end(); ++k, ++i)
- circle(result, k->pt, (int)k->size, palette[i % 65536]);
- }
- namedWindow(*itDesc + label, WINDOW_AUTOSIZE);
- imshow(*itDesc + label, result);
- imshow("Original", img);
- waitKey();
- }
- catch (const Exception& e)
- {
- cout << "Feature : " << *itDesc << "\n";
- cout << e.msg << endl;
- }
- }
- return 0;
- }
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