Used Poitn2f instead of KeyPoint
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@ -79,7 +79,7 @@ BlobDetector::BlobDetector(const BlobDetectorParameters ¶meters) :
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{
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}
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void BlobDetector::detect(const cv::Mat& image, vector<cv::KeyPoint>& keypoints, const cv::Mat& mask) const
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void BlobDetector::detect(const cv::Mat& image, vector<cv::Point2f>& keypoints, const cv::Mat& mask) const
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{
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detectImpl(image, keypoints, mask);
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}
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@ -219,7 +219,7 @@ void BlobDetector::findBlobs(const cv::Mat &image, const cv::Mat &binaryImage, v
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//waitKey();
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}
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void BlobDetector::detectImpl(const cv::Mat& image, std::vector<cv::KeyPoint>& keypoints, const cv::Mat& mask) const
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void BlobDetector::detectImpl(const cv::Mat& image, std::vector<cv::Point2f>& keypoints, const cv::Mat& mask) const
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{
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keypoints.clear();
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Mat grayscaleImage;
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@ -282,7 +282,6 @@ void BlobDetector::detectImpl(const cv::Mat& image, std::vector<cv::KeyPoint>& k
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normalizer += centers[i][j].confidence;
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}
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sumPoint *= (1. / normalizer);
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KeyPoint kpt(sumPoint, params.defaultKeypointSize);
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keypoints.push_back(kpt);
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keypoints.push_back(sumPoint);
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}
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}
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@ -44,7 +44,6 @@
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#define BLOBDETECTOR_HPP_
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#include "precomp.hpp"
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#include "../../features2d/include/opencv2/features2d/features2d.hpp"
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struct BlobDetectorParameters
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{
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@ -72,7 +71,7 @@ class BlobDetector //: public cv::FeatureDetector
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{
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public:
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BlobDetector(const BlobDetectorParameters ¶meters = BlobDetectorParameters());
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void detect(const cv::Mat& image, vector<cv::KeyPoint>& keypoints, const cv::Mat& mask = cv::Mat()) const;
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void detect(const cv::Mat& image, std::vector<cv::Point2f>& keypoints, const cv::Mat& mask = cv::Mat()) const;
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protected:
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struct Center
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{
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@ -81,10 +80,10 @@ protected:
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double confidence;
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};
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virtual void detectImpl(const cv::Mat& image, vector<cv::KeyPoint>& keypoints, const cv::Mat& mask = cv::Mat()) const;
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virtual void findBlobs(const cv::Mat &image, const cv::Mat &binaryImage, vector<Center> ¢ers) const;
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virtual void detectImpl(const cv::Mat& image, std::vector<cv::Point2f>& keypoints, const cv::Mat& mask = cv::Mat()) const;
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virtual void findBlobs(const cv::Mat &image, const cv::Mat &binaryImage, std::vector<Center> ¢ers) const;
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cv::Point2d computeGrayscaleCentroid(const cv::Mat &image, const vector<cv::Point> &contour) const;
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cv::Point2d computeGrayscaleCentroid(const cv::Mat &image, const std::vector<cv::Point> &contour) const;
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BlobDetectorParameters params;
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};
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@ -1940,7 +1940,7 @@ bool findCirclesGrid( const Mat& image, Size patternSize,
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{
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Ptr<BlobDetector> detector = new BlobDetector();
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//Ptr<FeatureDetector> detector = new MserFeatureDetector();
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vector<KeyPoint> keypoints;
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vector<Point2f> keypoints;
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detector->detect(image, keypoints);
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CirclesGridFinderParameters parameters;
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@ -43,6 +43,7 @@
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#include "circlesgrid.hpp"
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using namespace cv;
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using namespace std;
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Graph::Graph(int n)
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{
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@ -152,7 +153,7 @@ CirclesGridFinderParameters::CirclesGridFinderParameters()
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existingVertexGain = 0;
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}
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CirclesGridFinder::CirclesGridFinder(Size _patternSize, const vector<KeyPoint> &testKeypoints,
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CirclesGridFinder::CirclesGridFinder(Size _patternSize, const vector<Point2f> &testKeypoints,
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const CirclesGridFinderParameters &_parameters) :
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patternSize(_patternSize)
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{
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@ -252,7 +253,7 @@ void CirclesGridFinder::findMCS(const vector<Point2f> &basis, vector<Graph> &bas
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}
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Mat CirclesGridFinder::rectifyGrid(Size detectedGridSize, const vector<Point2f>& centers,
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const vector<KeyPoint> &keypoints, vector<KeyPoint> &warpedKeypoints)
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const vector<Point2f> &keypoints, vector<Point2f> &warpedKeypoints)
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{
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assert( !centers.empty() );
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const float edgeLength = 30;
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@ -274,7 +275,7 @@ Mat CirclesGridFinder::rectifyGrid(Size detectedGridSize, const vector<Point2f>&
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vector<Point2f> srcKeypoints;
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for (size_t i = 0; i < keypoints.size(); i++)
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{
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srcKeypoints.push_back(keypoints[i].pt);
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srcKeypoints.push_back(keypoints[i]);
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}
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Mat dstKeypointsMat;
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@ -286,7 +287,7 @@ Mat CirclesGridFinder::rectifyGrid(Size detectedGridSize, const vector<Point2f>&
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for (size_t i = 0; i < dstKeypoints.size(); i++)
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{
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Point2f pt = dstKeypoints[i];
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warpedKeypoints.push_back(KeyPoint(pt, keypointScale));
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warpedKeypoints.push_back(pt);
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}
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return H;
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@ -298,7 +299,7 @@ int CirclesGridFinder::findNearestKeypoint(Point2f pt) const
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float minDist = std::numeric_limits<float>::max();
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for (size_t i = 0; i < keypoints.size(); i++)
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{
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float dist = norm(pt - keypoints[i].pt);
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float dist = norm(pt - keypoints[i]);
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if (dist < minDist)
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{
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minDist = dist;
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@ -311,9 +312,9 @@ int CirclesGridFinder::findNearestKeypoint(Point2f pt) const
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void CirclesGridFinder::addPoint(Point2f pt, vector<int> &points)
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{
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int ptIdx = findNearestKeypoint(pt);
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if (norm(keypoints[ptIdx].pt - pt) > parameters.minDistanceToAddKeypoint)
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if (norm(keypoints[ptIdx] - pt) > parameters.minDistanceToAddKeypoint)
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{
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KeyPoint kpt = KeyPoint(pt, parameters.keypointScale);
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Point2f kpt = Point2f(pt);
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keypoints.push_back(kpt);
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points.push_back(keypoints.size() - 1);
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}
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@ -333,7 +334,7 @@ void CirclesGridFinder::findCandidateLine(vector<int> &line, int seedLineIdx, bo
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{
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for (size_t i = 0; i < holes[seedLineIdx].size(); i++)
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{
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Point2f pt = keypoints[holes[seedLineIdx][i]].pt + basisVec;
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Point2f pt = keypoints[holes[seedLineIdx][i]] + basisVec;
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addPoint(pt, line);
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seeds.push_back(holes[seedLineIdx][i]);
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}
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@ -342,7 +343,7 @@ void CirclesGridFinder::findCandidateLine(vector<int> &line, int seedLineIdx, bo
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{
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for (size_t i = 0; i < holes.size(); i++)
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{
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Point2f pt = keypoints[holes[i][seedLineIdx]].pt + basisVec;
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Point2f pt = keypoints[holes[i][seedLineIdx]] + basisVec;
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addPoint(pt, line);
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seeds.push_back(holes[i][seedLineIdx]);
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}
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@ -594,7 +595,7 @@ void CirclesGridFinder::findBasis(const vector<Point2f> &samples, vector<Point2f
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if (i == j)
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continue;
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Point2f vec = keypoints[i].pt - keypoints[j].pt;
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Point2f vec = keypoints[i] - keypoints[j];
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for (size_t k = 0; k < hulls.size(); k++)
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{
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@ -619,7 +620,7 @@ void CirclesGridFinder::computeEdgeVectorsOfRNG(vector<Point2f> &vectors, Mat *d
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if (i == j)
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continue;
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Point2f vec = keypoints[i].pt - keypoints[j].pt;
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Point2f vec = keypoints[i] - keypoints[j];
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float dist = norm(vec);
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bool isNeighbors = true;
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@ -628,8 +629,8 @@ void CirclesGridFinder::computeEdgeVectorsOfRNG(vector<Point2f> &vectors, Mat *d
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if (k == i || k == j)
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continue;
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float dist1 = norm(keypoints[i].pt - keypoints[k].pt);
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float dist2 = norm(keypoints[j].pt - keypoints[k].pt);
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float dist1 = norm(keypoints[i] - keypoints[k]);
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float dist2 = norm(keypoints[j] - keypoints[k]);
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if (dist1 < dist && dist2 < dist)
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{
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isNeighbors = false;
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@ -639,12 +640,12 @@ void CirclesGridFinder::computeEdgeVectorsOfRNG(vector<Point2f> &vectors, Mat *d
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if (isNeighbors)
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{
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vectors.push_back(keypoints[i].pt - keypoints[j].pt);
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vectors.push_back(keypoints[i] - keypoints[j]);
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if (drawImage != 0)
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{
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line(*drawImage, keypoints[i].pt, keypoints[j].pt, Scalar(255, 0, 0), 2);
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circle(*drawImage, keypoints[i].pt, 3, Scalar(0, 0, 255), -1);
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circle(*drawImage, keypoints[j].pt, 3, Scalar(0, 0, 255), -1);
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line(*drawImage, keypoints[i], keypoints[j], Scalar(255, 0, 0), 2);
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circle(*drawImage, keypoints[i], 3, Scalar(0, 0, 255), -1);
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circle(*drawImage, keypoints[j], 3, Scalar(0, 0, 255), -1);
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}
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}
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}
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@ -741,8 +742,8 @@ size_t CirclesGridFinder::findLongestPath(vector<Graph> &basisGraphs, Path &best
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//int bestPathIdx = rand() % longestPaths.size();
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bestPath = longestPaths.at(bestPathIdx);
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bool needReverse = (bestGraphIdx == 0 && keypoints[bestPath.lastVertex].pt.x < keypoints[bestPath.firstVertex].pt.x)
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|| (bestGraphIdx == 1 && keypoints[bestPath.lastVertex].pt.y < keypoints[bestPath.firstVertex].pt.y);
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bool needReverse = (bestGraphIdx == 0 && keypoints[bestPath.lastVertex].x < keypoints[bestPath.firstVertex].x)
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|| (bestGraphIdx == 1 && keypoints[bestPath.lastVertex].y < keypoints[bestPath.firstVertex].y);
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if (needReverse)
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{
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std::swap(bestPath.lastVertex, bestPath.firstVertex);
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@ -782,7 +783,7 @@ void CirclesGridFinder::drawBasisGraphs(const vector<Graph> &basisGraphs, Mat &d
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{
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if (basisGraphs[i].areVerticesAdjacent(v1, v2))
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{
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line(drawImage, keypoints[v1].pt, keypoints[v2].pt, edgeColor, edgeThickness);
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line(drawImage, keypoints[v1], keypoints[v2], edgeColor, edgeThickness);
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}
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}
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}
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@ -792,7 +793,7 @@ void CirclesGridFinder::drawBasisGraphs(const vector<Graph> &basisGraphs, Mat &d
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{
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for (size_t v = 0; v < basisGraphs[0].getVerticesCount(); v++)
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{
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circle(drawImage, keypoints[v].pt, vertexRadius, vertexColor, vertexThickness);
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circle(drawImage, keypoints[v], vertexRadius, vertexColor, vertexThickness);
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}
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}
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}
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@ -818,12 +819,12 @@ void CirclesGridFinder::drawHoles(const Mat &srcImage, Mat &drawImage) const
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for (size_t j = 0; j < holes[i].size(); j++)
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{
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if (j != holes[i].size() - 1)
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line(drawImage, keypoints[holes[i][j]].pt, keypoints[holes[i][j + 1]].pt, Scalar(255, 0, 0), 2);
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line(drawImage, keypoints[holes[i][j]], keypoints[holes[i][j + 1]], Scalar(255, 0, 0), 2);
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if (i != holes.size() - 1)
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line(drawImage, keypoints[holes[i][j]].pt, keypoints[holes[i + 1][j]].pt, Scalar(255, 0, 0), 2);
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line(drawImage, keypoints[holes[i][j]], keypoints[holes[i + 1][j]], Scalar(255, 0, 0), 2);
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//circle(drawImage, keypoints[holes[i][j]].pt, holeRadius, holeColor, holeThickness);
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circle(drawImage, keypoints[holes[i][j]].pt, holeRadius, holeColor, holeThickness);
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//circle(drawImage, keypoints[holes[i][j]], holeRadius, holeColor, holeThickness);
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circle(drawImage, keypoints[holes[i][j]], holeRadius, holeColor, holeThickness);
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}
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}
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}
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@ -844,7 +845,7 @@ void CirclesGridFinder::getHoles(vector<Point2f> &outHoles) const
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{
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for (size_t j = 0; j < holes[i].size(); j++)
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{
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outHoles.push_back(keypoints[holes[i][j]].pt);
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outHoles.push_back(keypoints[holes[i][j]]);
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}
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}
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}
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@ -49,17 +49,16 @@
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#include <set>
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#include "precomp.hpp"
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#include "../../features2d/include/opencv2/features2d/features2d.hpp"
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class Graph
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{
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public:
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typedef set<int> Neighbors;
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typedef std::set<int> Neighbors;
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struct Vertex
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{
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Neighbors neighbors;
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};
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typedef map<int, Vertex> Vertices;
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typedef std::map<int, Vertex> Vertices;
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Graph( int n);
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bool doesVertexExist( int id ) const;
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@ -80,7 +79,7 @@ struct Path
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int lastVertex;
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int length;
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vector<int> vertices;
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std::vector<int> vertices;
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Path(int first = -1, int last = -1, int len = -1)
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{
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@ -110,45 +109,45 @@ struct CirclesGridFinderParameters
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class CirclesGridFinder
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{
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public:
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CirclesGridFinder(cv::Size patternSize, const vector<cv::KeyPoint> &testKeypoints,
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CirclesGridFinder(cv::Size patternSize, const std::vector<cv::Point2f> &testKeypoints,
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const CirclesGridFinderParameters ¶meters = CirclesGridFinderParameters());
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bool findHoles();
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static cv::Mat rectifyGrid(cv::Size detectedGridSize, const vector<cv::Point2f>& centers,
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const vector<cv::KeyPoint> &keypoint, vector<cv::KeyPoint> &warpedKeypoints);
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static cv::Mat rectifyGrid(cv::Size detectedGridSize, const std::vector<cv::Point2f>& centers,
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const std::vector<cv::Point2f> &keypoint, std::vector<cv::Point2f> &warpedKeypoints);
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void getHoles(vector<cv::Point2f> &holes) const;
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void getHoles(std::vector<cv::Point2f> &holes) const;
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cv::Size getDetectedGridSize() const;
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void drawBasis(const vector<cv::Point2f> &basis, cv::Point2f origin, cv::Mat &drawImg) const;
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void drawBasisGraphs(const vector<Graph> &basisGraphs, cv::Mat &drawImg, bool drawEdges = true, bool drawVertices =
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void drawBasis(const std::vector<cv::Point2f> &basis, cv::Point2f origin, cv::Mat &drawImg) const;
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void drawBasisGraphs(const std::vector<Graph> &basisGraphs, cv::Mat &drawImg, bool drawEdges = true, bool drawVertices =
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true) const;
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void drawHoles(const cv::Mat &srcImage, cv::Mat &drawImage) const;
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private:
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void computeEdgeVectorsOfRNG(vector<cv::Point2f> &vectors, cv::Mat *drawImage = 0) const;
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void filterOutliersByDensity(const vector<cv::Point2f> &samples, vector<cv::Point2f> &filteredSamples);
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void findBasis(const vector<cv::Point2f> &samples, vector<cv::Point2f> &basis, vector<Graph> &basisGraphs);
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void findMCS(const vector<cv::Point2f> &basis, vector<Graph> &basisGraphs);
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size_t findLongestPath(vector<Graph> &basisGraphs, Path &bestPath);
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float computeGraphConfidence(const vector<Graph> &basisGraphs, bool addRow, const vector<int> &points, const vector<
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void computeEdgeVectorsOfRNG(std::vector<cv::Point2f> &vectors, cv::Mat *drawImage = 0) const;
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void filterOutliersByDensity(const std::vector<cv::Point2f> &samples, std::vector<cv::Point2f> &filteredSamples);
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void findBasis(const std::vector<cv::Point2f> &samples, std::vector<cv::Point2f> &basis, std::vector<Graph> &basisGraphs);
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void findMCS(const std::vector<cv::Point2f> &basis, std::vector<Graph> &basisGraphs);
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size_t findLongestPath(std::vector<Graph> &basisGraphs, Path &bestPath);
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float computeGraphConfidence(const std::vector<Graph> &basisGraphs, bool addRow, const std::vector<int> &points, const std::vector<
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int> &seeds);
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void addHolesByGraph(const vector<Graph> &basisGraphs, bool addRow, cv::Point2f basisVec);
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void addHolesByGraph(const std::vector<Graph> &basisGraphs, bool addRow, cv::Point2f basisVec);
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int findNearestKeypoint(cv::Point2f pt) const;
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void addPoint(cv::Point2f pt, vector<int> &points);
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void findCandidateLine(vector<int> &line, int seedLineIdx, bool addRow, cv::Point2f basisVec, vector<int> &seeds);
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void findCandidateHoles(vector<int> &above, vector<int> &below, bool addRow, cv::Point2f basisVec,
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vector<int> &aboveSeeds, vector<int> &belowSeeds);
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static bool areCentersNew( const vector<int> &newCenters, const vector<vector<int> > &holes );
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void addPoint(cv::Point2f pt, std::vector<int> &points);
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void findCandidateLine(std::vector<int> &line, int seedLineIdx, bool addRow, cv::Point2f basisVec, std::vector<int> &seeds);
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void findCandidateHoles(std::vector<int> &above, std::vector<int> &below, bool addRow, cv::Point2f basisVec,
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std::vector<int> &aboveSeeds, std::vector<int> &belowSeeds);
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static bool areCentersNew( const std::vector<int> &newCenters, const std::vector<std::vector<int> > &holes );
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bool isDetectionCorrect();
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static void insertWinner(float aboveConfidence, float belowConfidence, float minConfidence,
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bool addRow,
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const vector<int> &above, const vector<int> &below, vector<vector<int> > &holes);
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const std::vector<int> &above, const std::vector<int> &below, std::vector<std::vector<int> > &holes);
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static bool areVerticesAdjacent(const Graph &graph, int vertex1, int vertex2);
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vector<cv::KeyPoint> keypoints;
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std::vector<cv::Point2f> keypoints;
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vector<vector<int> > holes;
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std::vector<std::vector<int> > holes;
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const cv::Size patternSize;
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CirclesGridFinderParameters parameters;
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};
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