案例:使用OpenCV的GrapCut实现有用户交互的抠图
grabCut( InputArray img, InputOutputArray mask, Rect rect, InputOutputArray bgdModel, InputOutputArray fgdModel, int iterCount, int mode = GC_EVAL );
实现算法的步骤:
1.创建一个遮罩,并初始化为背景GC_BGD
2.用户选定一个ROI区域初始化为前景GC_FGD
3.调用grabCut函数实现算法
4.输入mask即为目标抠图
(这个例子不完善,图像的颜色输出有问题,先记录一下,后面改正。但是不影响整个算法的流程及效果,仅仅是RGB和BGR像素通道的问题)
CrabCut_Matting::CrabCut_Matting(QWidget *parent) : MyGraphicsView{parent} { this->setWindowTitle("crabCut抠图"); this->setMouseTracking(true);//设置鼠标事件可用 init = false; numRun = false; } void CrabCut_Matting::dropEvent(QDropEvent*event){ QString filePath = event->mimeData()->urls().at(0).toLocalFile(); showCrabCutMatting(filePath.toStdString().c_str()); } void CrabCut_Matting::showCrabCutMatting(const char* filePath){ src = imread(filePath); if(src.empty()){ qDebug()<<"输入图像为空"; return; } //创建一个背景遮罩 mMask = Mat::zeros(src.size(),CV_8UC1); mMask.setTo(Scalar::all(GC_BGD)); convert2Sence(src); } void CrabCut_Matting::mouseMoveEvent(QMouseEvent *event){ // if(event->button()==Qt::LeftButton){//鼠标左键 rect = Rect(Point(rect.x, rect.y), Point(event->pos().x(), event->pos().y())); qDebug()<<"mouseMoveEvent:"<<rect.width<<"|"<<rect.height; showImage(); // } } void CrabCut_Matting::mousePressEvent(QMouseEvent *event){ grabMouse(); if(event->button()==Qt::LeftButton){//鼠标左键 rect.x = event->pos().x(); rect.y = event->pos().y(); rect.width = 1; rect.height = 1; init = false; numRun = 0; qDebug()<<"mousePressEvent:"<<event->pos().x()<<"|"<<event->pos().y(); } } void CrabCut_Matting::mouseReleaseEvent(QMouseEvent *event){ releaseMouse(); if(event->button()==Qt::LeftButton){//鼠标左键 if (rect.width > 1 && rect.height > 1) { setROIMask(); qDebug()<<"mouseReleaseEvent:"<<rect.width<<"|"<<rect.height; //执行grabcut的代码 runGrabCut(); numRun++; showImage(); } } } /** * 将选中的区域设置为前景 * @brief CrabCut_Matting::setROIMask */ void CrabCut_Matting::setROIMask(){ // GC_FGD = 1 // GC_BGD =0; // GC_PR_FGD = 3 // GC_PR_BGD = 2 mMask.setTo(GC_BGD); rect.x = max(0, rect.x); rect.y = max(0, rect.y); rect.width = min(rect.width, src.cols - rect.x); rect.height = min(rect.height, src.rows - rect.y); mMask(rect).setTo(Scalar(GC_PR_FGD));//将选中的区域设置为 } void CrabCut_Matting::showImage(){ Mat result, binMask; binMask.create(mMask.size(), CV_8UC1); binMask = mMask & 1; if (init) { src.copyTo(result, binMask); } else { src.copyTo(result); } rectangle(result, rect, Scalar(0, 0, 255), 2, 8); convert2Sence(result); } void CrabCut_Matting::runGrabCut(){ if (rect.width < 2 || rect.height < 2) { return; } if (init) { grabCut(src, mMask, rect, bgModel, fgModel, 1); } { grabCut(src, mMask, rect, bgModel, fgModel, 1, GC_INIT_WITH_RECT); init = true; } } void CrabCut_Matting::convert2Sence(Mat target){ scene.clear(); QImage image = ImageUtils::matToQImage(target); QPixmap pixmap = QPixmap::fromImage(image); QGraphicsPixmapItem *item = new QGraphicsPixmapItem(pixmap.scaled(this->size(),Qt::KeepAspectRatio,Qt::SmoothTransformation)); scene.addItem(item); }
以上就是OpenCV使用GrabCut实现抠图功能的详细内容,更多关于OpenCV GrabCut抠图的资料请关注脚本之家其它相关文章!
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