OpenCV4 实现图像分割之GrabCut算法OpenCV源码测试
2021/9/12 17:05:24
本文主要是介绍OpenCV4 实现图像分割之GrabCut算法OpenCV源码测试,对大家解决编程问题具有一定的参考价值,需要的程序猿们随着小编来一起学习吧!
目录
测试过程:
第一步运行代码先画目标区域矩形框
第二步辅助计算机找一些前景背景点
第三步按下执行键“n”执行,等待结果
源码:
测试图片上煤老板
待测试源码见最下方
测试过程:
第一步运行代码先画目标区域矩形框
第二步辅助计算机找一些前景背景点
用鼠标画出一些前景点(Shift+鼠标左键+鼠标移动)和一些背景点(Ctrl+鼠标左键+鼠标移动) :
第三步按下执行键“n”执行,等待结果
源码:
#include "opencv2/imgcodecs.hpp" #include "opencv2/highgui.hpp" #include "opencv2/imgproc.hpp" #include <iostream> using namespace std; using namespace cv; const Scalar RED = Scalar(0, 0, 255); const Scalar PINK = Scalar(230, 130, 255); const Scalar BLUE = Scalar(255, 0, 0); const Scalar LIGHTBLUE = Scalar(255, 255, 160); const Scalar GREEN = Scalar(0, 255, 0); const int BGD_KEY = EVENT_FLAG_CTRLKEY; const int FGD_KEY = EVENT_FLAG_SHIFTKEY; static void getBinMask(const Mat& comMask, Mat& binMask) { if (comMask.empty() || comMask.type() != CV_8UC1) CV_Error(Error::StsBadArg, "comMask is empty or has incorrect type (not CV_8UC1)"); if (binMask.empty() || binMask.rows != comMask.rows || binMask.cols != comMask.cols) binMask.create(comMask.size(), CV_8UC1); binMask = comMask & 1; } class GCApplication { public: enum { NOT_SET = 0, IN_PROCESS = 1, SET = 2 }; static const int radius = 2; static const int thickness = -1; void reset(); void setImageAndWinName(const Mat& _image, const string& _winName); void showImage() const; void mouseClick(int event, int x, int y, int flags, void* param); int nextIter(); int getIterCount() const { return iterCount; } private: void setRectInMask(); void setLblsInMask(int flags, Point p, bool isPr); const string* winName; const Mat* image; Mat mask; Mat bgdModel, fgdModel; uchar rectState, lblsState, prLblsState; bool isInitialized; Rect rect; vector<Point> fgdPxls, bgdPxls, prFgdPxls, prBgdPxls; int iterCount; }; void GCApplication::reset() { if (!mask.empty()) mask.setTo(Scalar::all(GC_BGD)); bgdPxls.clear(); fgdPxls.clear(); prBgdPxls.clear(); prFgdPxls.clear(); isInitialized = false; rectState = NOT_SET; lblsState = NOT_SET; prLblsState = NOT_SET; iterCount = 0; } void GCApplication::setImageAndWinName(const Mat& _image, const string& _winName) { if (_image.empty() || _winName.empty()) return; image = &_image; winName = &_winName; mask.create(image->size(), CV_8UC1); reset(); } void GCApplication::showImage() const { if (image->empty() || winName->empty()) return; Mat res; Mat binMask; if (!isInitialized) image->copyTo(res); else { getBinMask(mask, binMask); image->copyTo(res, binMask); } vector<Point>::const_iterator it; for (it = bgdPxls.begin(); it != bgdPxls.end(); ++it) circle(res, *it, radius, BLUE, thickness); for (it = fgdPxls.begin(); it != fgdPxls.end(); ++it) circle(res, *it, radius, RED, thickness); for (it = prBgdPxls.begin(); it != prBgdPxls.end(); ++it) circle(res, *it, radius, LIGHTBLUE, thickness); for (it = prFgdPxls.begin(); it != prFgdPxls.end(); ++it) circle(res, *it, radius, PINK, thickness); if (rectState == IN_PROCESS || rectState == SET) rectangle(res, Point(rect.x, rect.y), Point(rect.x + rect.width, rect.y + rect.height), GREEN, 2); imshow(*winName, res); } void GCApplication::setRectInMask() { CV_Assert(!mask.empty()); mask.setTo(GC_BGD); rect.x = max(0, rect.x); rect.y = max(0, rect.y); rect.width = min(rect.width, image->cols - rect.x); rect.height = min(rect.height, image->rows - rect.y); (mask(rect)).setTo(Scalar(GC_PR_FGD)); } void GCApplication::setLblsInMask(int flags, Point p, bool isPr) { vector<Point>* bpxls, * fpxls; uchar bvalue, fvalue; if (!isPr) { bpxls = &bgdPxls; fpxls = &fgdPxls; bvalue = GC_BGD; fvalue = GC_FGD; } else { bpxls = &prBgdPxls; fpxls = &prFgdPxls; bvalue = GC_PR_BGD; fvalue = GC_PR_FGD; } if (flags & BGD_KEY) { bpxls->push_back(p); circle(mask, p, radius, bvalue, thickness); } if (flags & FGD_KEY) { fpxls->push_back(p); circle(mask, p, radius, fvalue, thickness); } } void GCApplication::mouseClick(int event, int x, int y, int flags, void*) { // TODO add bad args check switch (event) { case EVENT_LBUTTONDOWN: // set rect or GC_BGD(GC_FGD) labels { bool isb = (flags & BGD_KEY) != 0, isf = (flags & FGD_KEY) != 0; if (rectState == NOT_SET && !isb && !isf) { rectState = IN_PROCESS; rect = Rect(x, y, 1, 1); } if ((isb || isf) && rectState == SET) lblsState = IN_PROCESS; } break; case EVENT_RBUTTONDOWN: // set GC_PR_BGD(GC_PR_FGD) labels { bool isb = (flags & BGD_KEY) != 0, isf = (flags & FGD_KEY) != 0; if ((isb || isf) && rectState == SET) prLblsState = IN_PROCESS; } break; case EVENT_LBUTTONUP: if (rectState == IN_PROCESS) { rect = Rect(Point(rect.x, rect.y), Point(x, y)); rectState = SET; setRectInMask(); CV_Assert(bgdPxls.empty() && fgdPxls.empty() && prBgdPxls.empty() && prFgdPxls.empty()); showImage(); } if (lblsState == IN_PROCESS) { setLblsInMask(flags, Point(x, y), false); lblsState = SET; showImage(); } break; case EVENT_RBUTTONUP: if (prLblsState == IN_PROCESS) { setLblsInMask(flags, Point(x, y), true); prLblsState = SET; showImage(); } break; case EVENT_MOUSEMOVE: if (rectState == IN_PROCESS) { rect = Rect(Point(rect.x, rect.y), Point(x, y)); CV_Assert(bgdPxls.empty() && fgdPxls.empty() && prBgdPxls.empty() && prFgdPxls.empty()); showImage(); } else if (lblsState == IN_PROCESS) { setLblsInMask(flags, Point(x, y), false); showImage(); } else if (prLblsState == IN_PROCESS) { setLblsInMask(flags, Point(x, y), true); showImage(); } break; } } int GCApplication::nextIter() { if (isInitialized) grabCut(*image, mask, rect, bgdModel, fgdModel, 1); else { if (rectState != SET) return iterCount; if (lblsState == SET || prLblsState == SET) grabCut(*image, mask, rect, bgdModel, fgdModel, 1, GC_INIT_WITH_MASK); else grabCut(*image, mask, rect, bgdModel, fgdModel, 1, GC_INIT_WITH_RECT); isInitialized = true; } iterCount++; bgdPxls.clear(); fgdPxls.clear(); prBgdPxls.clear(); prFgdPxls.clear(); return iterCount; } GCApplication gcapp; static void on_mouse(int event, int x, int y, int flags, void* param) { gcapp.mouseClick(event, x, y, flags, param); } int main(int argc, char** argv) { Mat image = imread("E:/Users/raychiu/Desktop/1631254551(1).jpg", IMREAD_COLOR); if (image.empty()) { cout << "\n Durn, couldn't read image filename " << endl; return 1; } const string winName = "image"; namedWindow(winName, WINDOW_AUTOSIZE); setMouseCallback(winName, on_mouse, 0); gcapp.setImageAndWinName(image, winName); gcapp.showImage(); for (;;) { char c = (char)waitKey(0); switch (c) { case '\x1b': cout << "Exiting ..." << endl; goto exit_main; case 'r': cout << endl; gcapp.reset(); gcapp.showImage(); break; case 'n': int iterCount = gcapp.getIterCount(); cout << "<" << iterCount << "... "; int newIterCount = gcapp.nextIter(); if (newIterCount > iterCount) { gcapp.showImage(); cout << iterCount << ">" << endl; } else cout << "rect must be determined>" << endl; break; } } exit_main: destroyWindow(winName); return 0; }
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