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