/**
* @file main-opencv.cpp
* @date July 2014
* @brief An exemplative main file for the use of ViBe and OpenCV
*/
//#include <opencv2\core\core.hpp>
#include "vibe-background-sequential.h"
using namespace cv;
using namespace std;
const int minArea = 2; // 舍去面积极小的方框
const double maxAreaRatio = 0.1; // 舍去面积极大的方框
const double boxRatio = 0.1; // 舍去长宽比严重失衡的方框
/**
* Displays instructions on how to use this program.
*/
void help()
{
cout
<< "--------------------------------------------------------------------------" << endl
<< "This program shows how to use ViBe with OpenCV " << endl
<< "Usage:" << endl
<< "./main-opencv <video filename>" << endl
<< "for example: ./main-opencv video.avi" << endl
<< "--------------------------------------------------------------------------" << endl
<< endl;
}
void processVideo(char* videoFilename);
void contour(const Mat &mor, Mat &img);
/**
* Main program. It shows how to use the grayscale version (C1R) and the RGB version (C3R).
*/
int main(int argc, char* argv[])
{
/* Print help information. */
help();
/* Check for the input parameter correctness. */
/* if (argc != 2) {
cerr <<"Incorrect input" << endl;
cerr <<"exiting..." << endl;
return EXIT_FAILURE;
}
/* Create GUI windows. */
//namedWindow("Frame");
//namedWindow("Segmentation by ViBe");
processVideo("framelink_yd.avi"); //读取 framelink_yd.avi 视频进行处理
/* Destroy GUI windows. */
destroyAllWindows();
return EXIT_SUCCESS;
}
/**
* Processes the video. The code of ViBe is included here.
*
* @param videoFilename The name of the input video file.
*/
void processVideo(char* videoFilename)
{
VideoCapture capture(videoFilename); /* Create the capture object. */
if (!capture.isOpened()) {
cerr << "Unable to open video file: " << videoFilename<< endl; /* Error in opening the video input. */
exit(EXIT_FAILURE);
}
clock_t start, finish;
double total;
start=clock();
/* Variables. */
static int frameNumber = 1; /* The current frame number */
int lastCount = 0;
int probFactor = gradient_Factor; /*概率因子,用梯度因子初始化概率因子*/
Mat frame,frame1; /* Current frame. */
Mat segmentationMap; /* Will contain the segmentation map. This is the binary output map. */
int keyboard = 0; /* Input from keyboard. Used to stop the program. Enter 'q' to quit. */
char fileName[200] = { 0 };
int sampleCounts[10] = {0};
int speSamples[10] = {0};
vibeModel_Sequential_t *model = NULL; /* Model used by ViBe. */
int heig = 512;
int widt = 1340;
Mat res = Mat::zeros(heig, widt, CV_8UC3); //res为三通道像素帧,用来保存最后合并的图像
/* 创建保存视频的文件名并打开 */
const string Name = "res.avi";
VideoWriter writer;
Size sz(widt, heig);
writer.open(Name, CV_FOURCC('M', 'J', 'P', 'G'), 70, sz, true);
while ((char)keyboard != 'q' && (char)keyboard != 27 ) { /* Read input data. ESC or 'q' for quitting. */
if (!capture.read(frame1)) { /* Read the current frame. */
cerr << "Unable to read next frame." << endl;
cerr << "Exiting..." << endl;
break;// exit(EXIT_FAILURE);
}
/* Applying ViBe.
* If you want to use the grayscale version of ViBe (which is much faster!):
* (1) remplace C3R by C1R in this file.
* (2) uncomment the next line (cvtColor).
*/
cvtColor(frame1, frame, CV_BGR2GRAY); //将三通道图像帧转换为单通道
if ( frameNumber==1 ) {
segmentationMap = Mat(frame.rows, frame.cols, CV_8UC1);
model = (vibeModel_Sequential_t*)libvibeModel_Sequential_New();
libvibeModel_Sequential_AllocInit_8u_C1R(model, frame.data, frame.cols, frame.rows);
class_samples(model,frame.data, sampleCounts,speSamples,frame.cols, frame.rows);
}
/* ViBe: Segmentation and updating. */
libvibeModel_Sequential_Segmentation_8u_C1R(model, frame.data, segmentationMap.data);
libvibeModel_Sequential_Update_8u_C1R(model, frame.data, segmentationMap.data, &probFactor,frameNumber);
medianBlur(segmentationMap, segmentationMap, 3); /* 3x3 median filtering */
contour(segmentationMap, frame1); //在原图上框出动目标,至此图像处理完毕
//sprintf(fileName, "results55_2/%06d.jpg",frameNumber);
//imwrite(fileName, frame1);
Mat segmentationMap1; //新定义一个帧变量,不能 cvtColor(segmentationMap, segmentationMap, CV_GRAY2BGR),因为 segmentationMap 为单通道帧;
cvtColor(segmentationMap, segmentationMap1, CV_GRAY2BGR); //将单通道帧图像 segmentationMap 转化为三通道segmentationMap1,因为 res 帧为三通道帧图像
// segmentationMap1要合并在 res 中;
/* Shows the current frame and the segmentation map. */
//imshow("Frame", frame1);
//imshow("Segmentation by ViBe", segmentationMap);
/* 将 segmentationMap1 和 frame1 合并成一帧存放在 res 中*/
segmentationMap1.copyTo(res(Rect(0, 0, 640, 512)));
frame1.copyTo(res(Rect(700, 0, 640, 512)));
imshow("res", res); //显示合并后的图像
/* 将 res 写入打开的视频文件中 */
writer << res; //将合并图像写入,连续的图像帧保存为视频文件;
++frameNumber;
keyboard = waitKey(1); /* Gets the input from the keyboard. */
}
finish=clock();
total=(double)(finish-start);
cout<<total<<endl;
cout<<frameNumber<<endl;
capture.release(); /* Delete capture object. */
libvibeModel_Sequential_Free(model); /* Frees the model. */
}
/* 框出运动目标 */
void contour(const Mat &mor, Mat &img)
{
int img_size = img.cols * img.rows;
Mat tmp = (mor == 255);
// Each detected contour is stored as a vector of points
vector<vector<Point> > contours;
vector<Vec4i> hierarchy; // containing information about the image topology
findContours(tmp, contours, hierarchy, CV_RETR_EXTERNAL, CV_CHAIN_APPROX_SIMPLE);
for (size_t k = 0; k < contours.size(); k++) {
Rect rect = boundingRect(contours[k]);
double whratio = double(rect.width) / double(rect.height);
double hwratio = double(rect.height) / double(rect.width);
double ratio = min(hwratio, whratio);
double area = rect.area();
//框出符合条件的轮廓,舍去: 面积很小的, 面积很大的, 长宽比严重失调的
if (area > minArea && area < img_size*maxAreaRatio && ratio > boxRatio) {
int w = rect.width;
int h = rect.height;
if(rect.width < 20)
rect.width = 20;
/*
if(rect.width < 6)
rect.width = 2*rect.width;
else
rect.width = rect.width + rect.width/2;
*/
if(rect.height < 20)
rect.height = 20;
/*
if(rect.height < 6)
rect.height = 2*rect.height;
else
rect.height = rect.height + rect.height/2;
*/
int w_add = (rect.width - w)/2;
int h_add = (rect.height - h)/2;
rect.x = rect.x - h_add;
rect.y = rect.y - w_add;
rectangle(img, rect, Scalar(0,0,255));
}
}
}