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Basic Haar cascade/CamShift tracking.
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parent
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commit
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3 changed files with 26237 additions and 13 deletions
26161
interface/resources/haarcascades/haarcascade_frontalface_alt.xml
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26161
interface/resources/haarcascades/haarcascade_frontalface_alt.xml
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@ -19,9 +19,11 @@
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#include "Webcam.h"
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using namespace cv;
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using namespace std;
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// register OpenCV matrix type with Qt metatype system
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int matMetaType = qRegisterMetaType<Mat>("cv::Mat");
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int rotatedRectMetaType = qRegisterMetaType<RotatedRect>("cv::RotatedRect");
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Webcam::Webcam() : _enabled(false), _frameTextureID(0) {
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// the grabber simply runs as fast as possible
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@ -69,6 +71,17 @@ void Webcam::renderPreview(int screenWidth, int screenHeight) {
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glBindTexture(GL_TEXTURE_2D, 0);
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glDisable(GL_TEXTURE_2D);
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glBegin(GL_LINE_LOOP);
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Point2f facePoints[4];
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_faceRect.points(facePoints);
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float xScale = previewWidth / (float)_frameWidth;
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float yScale = PREVIEW_HEIGHT / (float)_frameHeight;
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glVertex2f(left + facePoints[0].x * xScale, top + facePoints[0].y * yScale);
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glVertex2f(left + facePoints[1].x * xScale, top + facePoints[1].y * yScale);
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glVertex2f(left + facePoints[2].x * xScale, top + facePoints[2].y * yScale);
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glVertex2f(left + facePoints[3].x * xScale, top + facePoints[3].y * yScale);
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glEnd();
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char fps[20];
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sprintf(fps, "FPS: %d", (int)(roundf(_frameCount * 1000000.0f / (usecTimestampNow() - _startTimestamp))));
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drawtext(left, top + PREVIEW_HEIGHT + 20, 0.10, 0, 1, 0, fps);
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@ -83,25 +96,26 @@ Webcam::~Webcam() {
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delete _grabber;
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}
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void Webcam::setFrame(const Mat& frame) {
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void Webcam::setFrame(const Mat& frame, const RotatedRect& faceRect) {
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IplImage image = frame;
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glPixelStorei(GL_UNPACK_ROW_LENGTH, image.widthStep);
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glPixelStorei(GL_UNPACK_ROW_LENGTH, image.widthStep / 3);
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if (_frameTextureID == 0) {
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glGenTextures(1, &_frameTextureID);
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glBindTexture(GL_TEXTURE_2D, _frameTextureID);
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glTexImage2D(GL_TEXTURE_2D, 0, GL_LUMINANCE, _frameWidth = image.width, _frameHeight = image.height, 0, GL_LUMINANCE,
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glTexImage2D(GL_TEXTURE_2D, 0, GL_RGB, _frameWidth = image.width, _frameHeight = image.height, 0, GL_BGR,
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GL_UNSIGNED_BYTE, image.imageData);
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glTexParameteri(GL_TEXTURE_2D, GL_TEXTURE_MIN_FILTER, GL_LINEAR);
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printLog("Capturing webcam at %dx%d.\n", _frameWidth, _frameHeight);
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} else {
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glBindTexture(GL_TEXTURE_2D, _frameTextureID);
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glTexSubImage2D(GL_TEXTURE_2D, 0, 0, 0, _frameWidth, _frameHeight, GL_LUMINANCE, GL_UNSIGNED_BYTE, image.imageData);
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glTexSubImage2D(GL_TEXTURE_2D, 0, 0, 0, _frameWidth, _frameHeight, GL_BGR, GL_UNSIGNED_BYTE, image.imageData);
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}
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glPixelStorei(GL_UNPACK_ROW_LENGTH, 0);
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glBindTexture(GL_TEXTURE_2D, 0);
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// update our frame count for fps computation
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// store our face rect, update our frame count for fps computation
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_faceRect = faceRect;
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_frameCount++;
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const int MAX_FPS = 60;
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@ -119,6 +133,9 @@ void Webcam::setFrame(const Mat& frame) {
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QTimer::singleShot(qMax((int)remaining / 1000, 0), _grabber, SLOT(grabFrame()));
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}
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FrameGrabber::FrameGrabber() : _capture(0), _searchWindow(0, 0, 0, 0) {
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}
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FrameGrabber::~FrameGrabber() {
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if (_capture != 0) {
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cvReleaseCapture(&_capture);
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@ -139,6 +156,11 @@ void FrameGrabber::grabFrame() {
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#ifdef __APPLE__
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configureCamera(0x5ac, 0x8510, false, 0.99, 0.5, 0.5, 0.5, true, 0.5);
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#endif
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switchToResourcesParentIfRequired();
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if (!_faceCascade.load("resources/haarcascades/haarcascade_frontalface_alt.xml")) {
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printLog("Failed to load Haar cascade for face tracking.\n");
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}
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}
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IplImage* image = cvQueryFrame(_capture);
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if (image == 0) {
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@ -153,10 +175,42 @@ void FrameGrabber::grabFrame() {
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return;
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}
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// convert to grayscale and equalize
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Mat frame = image, grayFrame;
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cvtColor(frame, grayFrame, CV_BGR2GRAY);
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equalizeHist(grayFrame, grayFrame);
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QMetaObject::invokeMethod(Application::getInstance()->getWebcam(), "setFrame", Q_ARG(cv::Mat, grayFrame));
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// if we don't have a search window (yet), try using the face cascade
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Mat frame = image;
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int channels = 0;
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float ranges[] = { 0, 180 };
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const float* range = ranges;
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if (_searchWindow.area() == 0) {
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vector<Rect> faces;
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_faceCascade.detectMultiScale(frame, faces, 1.1, 6);
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if (!faces.empty()) {
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_searchWindow = faces.front();
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updateHSVFrame(frame);
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Mat faceHsv(_hsvFrame, _searchWindow);
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Mat faceMask(_mask, _searchWindow);
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int sizes = 30;
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calcHist(&faceHsv, 1, &channels, faceMask, _histogram, 1, &sizes, &range);
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double min, max;
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minMaxLoc(_histogram, &min, &max);
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_histogram.convertTo(_histogram, -1, (max == 0.0) ? 0.0 : 255.0 / max);
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}
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}
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RotatedRect faceRect;
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if (_searchWindow.area() > 0) {
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updateHSVFrame(frame);
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calcBackProject(&_hsvFrame, 1, &channels, _histogram, _backProject, &range);
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bitwise_and(_backProject, _mask, _backProject);
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faceRect = CamShift(_backProject, _searchWindow, TermCriteria(CV_TERMCRIT_EPS | CV_TERMCRIT_ITER, 10, 1));
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_searchWindow = faceRect.boundingRect();
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}
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QMetaObject::invokeMethod(Application::getInstance()->getWebcam(), "setFrame",
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Q_ARG(cv::Mat, frame), Q_ARG(cv::RotatedRect, faceRect));
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}
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void FrameGrabber::updateHSVFrame(const Mat& frame) {
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cvtColor(frame, _hsvFrame, CV_BGR2HSV);
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inRange(_hsvFrame, Scalar(0, 55, 65), Scalar(180, 256, 256), _mask);
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}
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@ -36,7 +36,7 @@ public:
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public slots:
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void setEnabled(bool enabled);
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void setFrame(const cv::Mat& image);
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void setFrame(const cv::Mat& image, const cv::RotatedRect& faceRect);
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private:
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@ -47,6 +47,7 @@ private:
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int _frameWidth;
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int _frameHeight;
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GLuint _frameTextureID;
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cv::RotatedRect _faceRect;
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long long _startTimestamp;
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int _frameCount;
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@ -59,7 +60,7 @@ class FrameGrabber : public QObject {
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public:
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FrameGrabber() : _capture(0) { }
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FrameGrabber();
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virtual ~FrameGrabber();
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public slots:
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@ -68,10 +69,18 @@ public slots:
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private:
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void updateHSVFrame(const cv::Mat& frame);
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CvCapture* _capture;
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cv::CascadeClassifier _faceCascade;
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cv::Mat _hsvFrame;
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cv::Mat _mask;
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cv::SparseMat _histogram;
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cv::Mat _backProject;
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cv::Rect _searchWindow;
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};
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Q_DECLARE_METATYPE(cv::Mat)
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Q_DECLARE_METATYPE(cv::RotatedRect)
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#endif /* defined(__interface__Webcam__) */
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