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Copy pathsimple.cpp
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216 lines (178 loc) · 5.53 KB
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#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#include <fstream>
#include <iostream>
#include <string>
struct ArgumentList {
std::string image_name;
int wait_t;
};
bool ParseInputs(ArgumentList& args, int argc, char **argv) {
if(argc<3 || (argc==2 && std::string(argv[1]) == "--help") || (argc==2 && std::string(argv[1]) == "-h") || (argc==2 && std::string(argv[1]) == "-help")) {
std::cout << "usage: simple -i <image_name>" << std::endl;
std::cout << "exit: type q" << std::endl << std::endl;
std::cout << "Allowed options:" << std::endl <<
" -h produce help message" << std::endl <<
" -i arg image name. Use %06d format for multiple images" << std::endl <<
" -t arg wait before next frame (ms) *default = 0*" << std::endl << std::endl << std::endl;
return false;
}
int i = 1;
while(i < argc) {
if(std::string(argv[i]) == "-i") {
args.image_name = std::string(argv[++i]);
}
if(std::string(argv[i]) == "-t") {
args.wait_t = atoi(argv[++i]);
}
else
args.wait_t = 0;
++i;
}
return true;
}
//calc foreground
void fgdiff(const cv::Mat& background, cv::Mat& fg, unsigned char threshold) {
for(int ii = 0; ii < fg.rows; ++ii) {
for(int jj = 0; jj < fg.cols; ++jj) {
unsigned char& f = fg.data[(ii*fg.cols+jj)*fg.elemSize()];
unsigned char b = background.data[(ii*background.cols+jj)*background.elemSize()];
if(std::abs(int(f) - int(b)) <= threshold) {
f = 0;
}
}
}
}
int main(int argc, char **argv)
{
int frame_number = 0;
char frame_name[256];
bool exit_loop = false;
//parse argument list
ArgumentList args;
if(!ParseInputs(args, argc, argv)) {
return 1;
}
//prev frame
cv::Mat m_pframe_bg;
//exp average
cv::Mat m_exp_av_bg;
float m_alpha = 0.5;
//moving average
std::vector<cv::Mat> m_f_history;
std::vector<cv::Mat> m_f_history_float;
cv::Mat m_ma_bg;
//background 2.0
cv::Mat m_ma_bg_2;
m_ma_bg_2 = cv::Scalar(0.0f);
const unsigned int m_N = 10;
unsigned char m_fg_threshold = 50;
while(!exit_loop)
{
//multi frame case
if(args.image_name.find('%') != std::string::npos)
sprintf(frame_name,(const char*)(args.image_name.c_str()),frame_number);
else
sprintf(frame_name,"%s",args.image_name.c_str());
//opening file
std::cout << "Opening.." << frame_name << std::endl;
cv::Mat image = cv::imread(frame_name, CV_8UC1);
if(image.empty()) {
std::cout<<"Unable to open"<<frame_name<<std::endl;
return 1;
}
//prev frame
if(m_pframe_bg.empty()) {
m_pframe_bg = image;
} else {
//we have a bg
cv::Mat fg = image.clone();
fgdiff(m_pframe_bg, fg, m_fg_threshold); //fg calc
cv::namedWindow("PrevFrame-bg", CV_WINDOW_NORMAL);
cv::namedWindow("PrevFrame", CV_WINDOW_NORMAL);
cv::imshow("PrevFrame-bg", m_pframe_bg);
cv::imshow("PrevFrame", fg);
//update bg
m_pframe_bg = image;
}
//exp avg
if(m_exp_av_bg.empty()) {
m_exp_av_bg = image;
} else {
//we have a bg
cv::Mat fg = image.clone();
fgdiff(m_exp_av_bg, fg, m_fg_threshold); //fg calc
cv::namedWindow("ExpAverage", CV_WINDOW_NORMAL);
cv::namedWindow("ExpAverage-BG", CV_WINDOW_NORMAL);
cv::imshow("ExpAverage-BG", m_exp_av_bg);
cv::imshow("ExpAverage", fg);
//update bg
for(int ii = 0; ii < m_exp_av_bg.rows; ++ii) {
for(int jj = 0; jj < m_exp_av_bg.cols; ++jj) {
unsigned char& f = m_exp_av_bg.data[(ii*fg.cols+jj)*fg.elemSize()];
unsigned char b = image.data[(ii*image.cols+jj)*image.elemSize()];
f = static_cast<unsigned char>(m_alpha*f + (1-m_alpha)*b);
}
}
}
//mov avg
if(m_f_history.size() < m_N) {
m_f_history.push_back(image);
} else {
if(m_ma_bg.empty()) {
m_ma_bg.create(image.rows, image.cols, CV_32FC1);
m_ma_bg = cv::Scalar(0.0f);
for(unsigned int ii = 0; ii < m_f_history.size(); ++ii) {
for(int u = 0; u < image.cols; ++u) {
for(int v = 0; v < image.rows; ++v) {
float * bg = (float *) (m_ma_bg.data + (v*image.cols + u) * m_ma_bg.elemSize());
float hi = m_f_history[ii].data[(v*image.cols + u)];
*bg = *bg + hi;
}
}
}
m_ma_bg /= m_N;
}
//patch
cv::Mat m_exp_av_bg_uchar(image.rows, image.cols, CV_8UC1);
m_ma_bg.convertTo(m_exp_av_bg_uchar, CV_8UC1);
cv::Mat fg = image.clone();
fgdiff(m_exp_av_bg_uchar, fg, m_fg_threshold);
cv::namedWindow("MovAverage", CV_WINDOW_NORMAL);
cv::namedWindow("MovAverage-bg", CV_WINDOW_NORMAL);
imshow("MovAverage-bg", m_exp_av_bg_uchar);
imshow("MovAverage", fg);
//adjust the background
m_ma_bg *= m_N;
for(int u = 0; u < image.cols; ++u) {
for(int v = 0; v < image.rows; ++v) {
float * bg = (float *)(m_ma_bg.data + (v*image.cols + u) * m_ma_bg.elemSize());
float hi = m_f_history.front().data[(v*image.cols + u)];
*bg = *bg - hi;
}
}
for(int u = 0; u < image.cols; ++u) {
for(int v = 0; v < image.rows; ++v) {
float * bg = (float *)(m_ma_bg.data + (v*image.cols + u) * m_ma_bg.elemSize());
float in = image.data[(v*image.cols + u)];
*bg = *bg + in;
}
}
m_ma_bg /= m_N;
//adjust the buffer
m_f_history.push_back(image);
m_f_history.erase(m_f_history.begin());
}
//display image
cv::namedWindow("image", cv::WINDOW_NORMAL);
cv::imshow("image", image);
//wait for key or timeout
unsigned char key = cv::waitKey(args.wait_t);
std::cout << "key " << int(key) << std::endl;
if(key == 'q')
exit_loop = true;
frame_number++;
}
return 0;
}