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1ae02c0cc4
- bgfg_segm - peopledetect - opencv_version - dnn/colorization - tapi/opencl_custom_kernel - tapi/dense_optical_flow (renamed tvl1_optical_flow)
127 lines
4.1 KiB
C++
127 lines
4.1 KiB
C++
// This file is part of OpenCV project.
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// It is subject to the license terms in the LICENSE file found in the top-level directory
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// of this distribution and at http://opencv.org/license.html
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#include <opencv2/objdetect.hpp>
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#include <opencv2/highgui.hpp>
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#include <opencv2/imgproc.hpp>
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#include <opencv2/videoio.hpp>
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#include <iostream>
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#include <iomanip>
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using namespace cv;
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using namespace std;
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class Detector
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{
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enum Mode { Default, Daimler } m;
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HOGDescriptor hog, hog_d;
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public:
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Detector() : m(Default), hog(), hog_d(Size(48, 96), Size(16, 16), Size(8, 8), Size(8, 8), 9)
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{
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hog.setSVMDetector(HOGDescriptor::getDefaultPeopleDetector());
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hog_d.setSVMDetector(HOGDescriptor::getDaimlerPeopleDetector());
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}
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void toggleMode() { m = (m == Default ? Daimler : Default); }
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string modeName() const { return (m == Default ? "Default" : "Daimler"); }
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vector<Rect> detect(InputArray img)
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{
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// Run the detector with default parameters. to get a higher hit-rate
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// (and more false alarms, respectively), decrease the hitThreshold and
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// groupThreshold (set groupThreshold to 0 to turn off the grouping completely).
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vector<Rect> found;
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if (m == Default)
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hog.detectMultiScale(img, found, 0, Size(8,8), Size(32,32), 1.05, 2, false);
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else if (m == Daimler)
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hog_d.detectMultiScale(img, found, 0.5, Size(8,8), Size(32,32), 1.05, 2, true);
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return found;
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}
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void adjustRect(Rect & r) const
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{
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// The HOG detector returns slightly larger rectangles than the real objects,
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// so we slightly shrink the rectangles to get a nicer output.
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r.x += cvRound(r.width*0.1);
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r.width = cvRound(r.width*0.8);
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r.y += cvRound(r.height*0.07);
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r.height = cvRound(r.height*0.8);
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}
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};
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static const string keys = "{ help h | | print help message }"
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"{ camera c | 0 | capture video from camera (device index starting from 0) }"
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"{ video v | | use video as input }";
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int main(int argc, char** argv)
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{
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CommandLineParser parser(argc, argv, keys);
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parser.about("This sample demonstrates the use ot the HoG descriptor.");
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if (parser.has("help"))
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{
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parser.printMessage();
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return 0;
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}
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int camera = parser.get<int>("camera");
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string file = parser.get<string>("video");
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if (!parser.check())
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{
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parser.printErrors();
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return 1;
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}
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VideoCapture cap;
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if (file.empty())
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cap.open(camera);
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else
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cap.open(file.c_str());
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if (!cap.isOpened())
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{
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cout << "Can not open video stream: '" << (file.empty() ? "<camera>" : file) << "'" << endl;
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return 2;
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}
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cout << "Press 'q' or <ESC> to quit." << endl;
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cout << "Press <space> to toggle between Default and Daimler detector" << endl;
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Detector detector;
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Mat frame;
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for (;;)
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{
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cap >> frame;
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if (frame.empty())
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{
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cout << "Finished reading: empty frame" << endl;
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break;
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}
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int64 t = getTickCount();
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vector<Rect> found = detector.detect(frame);
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t = getTickCount() - t;
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// show the window
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{
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ostringstream buf;
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buf << "Mode: " << detector.modeName() << " ||| "
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<< "FPS: " << fixed << setprecision(1) << (getTickFrequency() / (double)t);
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putText(frame, buf.str(), Point(10, 30), FONT_HERSHEY_PLAIN, 2.0, Scalar(0, 0, 255), 2, LINE_AA);
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}
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for (vector<Rect>::iterator i = found.begin(); i != found.end(); ++i)
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{
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Rect &r = *i;
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detector.adjustRect(r);
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rectangle(frame, r.tl(), r.br(), cv::Scalar(0, 255, 0), 2);
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}
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imshow("People detector", frame);
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// interact with user
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const char key = (char)waitKey(30);
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if (key == 27 || key == 'q') // ESC
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{
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cout << "Exit requested" << endl;
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break;
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}
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else if (key == ' ')
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{
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detector.toggleMode();
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}
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}
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return 0;
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}
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