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tkDNN/demo/demo/demo_centernet.cpp
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Davide Sapienza 07da54efe9 Centernet: fix pooling problem, add centrnet demo
Signed-off-by: Micaela Verucchi <micaelaverucchi@gmail.com>
Signed-off-by: Davide Sapienza <sapienza.dav@gmail.com>
2020-01-21 12:50:18 +01:00

89 lines
2.1 KiB
C++

#include <iostream>
#include <signal.h>
#include <stdlib.h> /* srand, rand */
#include <unistd.h>
#include <mutex>
#include "utils.h"
#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/videoio.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include "CenternetDetection.h"
bool gRun;
bool SAVE_RESULT = false;
void sig_handler(int signo) {
std::cout<<"request gateway stop\n";
gRun = false;
}
int main(int argc, char *argv[]) {
std::cout<<"detection\n";
signal(SIGINT, sig_handler);
char *net = "resnet101_cnet.rt";
if(argc > 1)
net = argv[1];
char *input = "../demo/yolo_test.mp4";
if(argc > 2)
input = argv[2];
tk::dnn::CenternetDetection cnet;
cnet.init(net);
gRun = true;
cv::VideoCapture cap(input);
if(!cap.isOpened())
gRun = false;
else
std::cout<<"camera started\n";
cv::VideoWriter resultVideo;
if(SAVE_RESULT) {
int w = cap.get(cv::CAP_PROP_FRAME_WIDTH);
int h = cap.get(cv::CAP_PROP_FRAME_HEIGHT);
resultVideo.open("result.mp4", cv::VideoWriter::fourcc('M','P','4','V'), 30, cv::Size(w, h));
}
cv::Mat frame;
cv::Mat dnn_input;
cv::namedWindow("detection", cv::WINDOW_NORMAL);
while(gRun) {
cap >> frame;
if(!frame.data) {
break;
}
// this will be resized to the net format
dnn_input = frame.clone();
// TODO: async infer
cnet.update(dnn_input);
// draw dets
frame = cnet.draw(dnn_input);
cv::imshow("detection", frame);
cv::waitKey(1);
if(SAVE_RESULT)
resultVideo << frame;
}
std::cout<<"detection end\n";
std::cout<<COL_GREENB<<"\n\nTime stats:\n";
std::cout<<"Min: "<<*std::min_element(cnet.stats.begin(), cnet.stats.end())<<" ms\n";
std::cout<<"Max: "<<*std::max_element(cnet.stats.begin(), cnet.stats.end())<<" ms\n";
double mean = 0; for(int i=0; i<cnet.stats.size(); i++) mean += cnet.stats[i]; mean /= cnet.stats.size();
std::cout<<"Avg: "<<mean<<" ms\n"<<COL_END;
return 0;
}