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#include <vector>
#include <iostream>
#include <fstream>
#include <time.h>
#ifdef _MSC_VER
#include "../VPT/VPT.h"
#include <windows.h>
#include <cv.h>
#include <highgui.h>
#include <opencv2/opencv.hpp>
#else
#include "VPT.h"
#include <opencv2/core/core.hpp>
#include <opencv2/highgui/highgui.hpp>
#include <opencv2/imgproc/imgproc.hpp>
#endif
//#include "../VPT/header.h"
#ifndef _MSC_VER
#include<time.h>
#include <sys/time.h>
#include <unistd.h>
#define Sleep(a) usleep((a)*1000)
#define MACRO_COUNT_TIME_START(name) struct timeval macro_tv_start_##name;\
struct timeval macro_tv_end_##name;\
gettimeofday(¯o_tv_start_##name,NULL);
#define MACRO_COUNT_TIME_END(name,___total_count___) gettimeofday(¯o_tv_end_##name,NULL);\
printf("%s time cost: %.2f ms \n", #name, ( (double)(macro_tv_end_##name.tv_sec-macro_tv_start_##name.tv_sec)*1000000+(double)(macro_tv_end_##name.tv_usec-macro_tv_start_##name.tv_usec) )/1000/___total_count___);
#endif
using namespace cv;
using namespace std;
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//检测种类
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const int detectType = 9;
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//行人 自行车 摩托车 三轮车 小型车 大车 卡车 拖拉机 中巴
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string type[detectType] = { "person", "bike", "motor", "tricycle", "car", "bigbus", "lorry", "tractor", "midibus" };
static int color[detectType][3] = { { 41, 244, 222 }, { 255, 128, 0 }, { 100, 13, 244 }, { 255, 215, 0 }, { 18, 220, 87 }, { 0, 128, 0 }, \
{0, 128, 255}, { 255, 0, 0 }, { 91, 46, 0 } };
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//返回快照结果回调函数
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void SnapshotInfoCallback(VIDEO_OBJECT_SNAPSHOT *videoObjectSnapshot)
{
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cout << videoObjectSnapshot->objectID << " " << videoObjectSnapshot->left << " " << videoObjectSnapshot->right << " " << videoObjectSnapshot->top << " " << videoObjectSnapshot->bottom
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<< " " << videoObjectSnapshot->firstPicPath << " " << videoObjectSnapshot->secondPicPath << " " << videoObjectSnapshot->taskFrameCount << " " << videoObjectSnapshot->objectIndex << endl;
}
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//显示变量
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Mat imgResized;
bool img_show = false;
bool show = true;
#ifdef _MSC_VER
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//显示线程
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DWORD WINAPI DiaplayThread(LPVOID param)
{
LARGE_INTEGER nFreq, nSaveBeginTime, nSaveEndTime;
QueryPerformanceFrequency(&nFreq);
while (show)
{
if (img_show)
{
cv::imshow("RESULT", imgResized);
cv::waitKey(1);
img_show = false;
}
Sleep(1);
}
return 0;
}
#endif
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int testPic(int pic_index)
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{
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//字体初始化
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CvFont font;
cvInitFont(&font, CV_FONT_HERSHEY_COMPLEX, 1.0, 1.0, 0, 1, 3);
int fontFace = CV_FONT_HERSHEY_COMPLEX;
double fontScale = 1;
int thickness = 2;
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//其他变量
Mat img;
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int frameCount = 0;
const int maxResultCount = 100;
#ifdef _MSC_VER
LARGE_INTEGER nFreq, nBeginTime, nEndTime;
QueryPerformanceFrequency(&nFreq);
#endif
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//初始化
//快照保存参数设置
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SNAPSHOT_PARAMETER ssparam;
ssparam.selectFromMinbox = true;
ssparam.selectFromMindistance = true;
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//1.设置最小检测框,各种类目标小于最小检测框大小时不进行快照的保存
MRECT m_boxsize[DETECTTYPE] = { MRECT(20, 20), MRECT(50, 80), MRECT(50, 80), MRECT(60, 80), MRECT(80, 80), MRECT(90, 90), MRECT(100, 100), MRECT(100, 100), MRECT(100, 100) }; //行人 自行车 摩托车 三轮车 小型车 大车 卡车 拖拉机 中巴
//2.设置目标距离画面边框的最小距离,当目标位置与画面边框小于最小距离时不再更新快照
int m_distance[EDGES] = { 20, 30, 20, 30 }; //left, top, right, bottom
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memcpy(ssparam.minBoxsize, m_boxsize, sizeof(MRECT)* DETECTTYPE);
memcpy(ssparam.minDistance, m_distance, sizeof(int)* EDGES);
void * tools = NULL;
VPT_PARAM vparam;
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vparam.gpuid = 1;//atoi(argv[2]);
vparam.maxResultCount = maxResultCount; //限制算法内部输出的最大前景个数
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vparam.SnaoshotParameter = &ssparam;
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// vparam.serialize_file = "./serialize_file/";
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#ifdef _MSC_VER
int res = VPT_Init(&tools, vparam, "G:/TestRes", SnapshotInfoCallback);
#else
int res = VPT_Init(&tools, vparam, "./", SnapshotInfoCallback);
#endif
if (res != 0)
{
cout << "VPT Init Failed!" << endl;
system("pause");
return 0;
}
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//结果变量
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VPT_Result result;
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result.obj = new VPT_ObjInfo[maxResultCount]; //设置外部接收结果的最大前景个数
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#ifdef _MSC_VER //创建显示线程
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DWORD dwThreadID = 0;
HANDLE handle_display = CreateThread(NULL, 0, DiaplayThread, 0, 0, &dwThreadID);
#endif
int start = 0;
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double totalTime = 0.0;
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//检测
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ofstream file("res.txt");
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int totalPic = 15;
int i = pic_index;
// for(int i=0; i<totalPic; i++)
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{
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char filename[256];
sprintf(filename, "data/%d.jpg", i);
img = cv::imread(filename);
printf("read: %s, w:%d h:%d\n", filename, img.cols, img.rows);
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start++;
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#ifdef _MSC_VER
QueryPerformanceCounter(&nBeginTime);
#else
MACRO_COUNT_TIME_START(vpt_process);
#endif
VPT_Process(tools, img.data, img.cols, img.rows, img.channels(), frameCount, &result, true);
#ifdef _MSC_VER
QueryPerformanceCounter(&nEndTime);
totalTime += (double)(nEndTime.QuadPart - nBeginTime.QuadPart) * 1000 / (double)nFreq.QuadPart;
printf("Total Time: %.2fms \n", (double)(nEndTime.QuadPart - nBeginTime.QuadPart) * 1000 / (double)nFreq.QuadPart);
#else
MACRO_COUNT_TIME_END(vpt_process, 1);
#endif
for (int c = 0; c < result.objCount; c++)
{
char str_i[100];
sprintf(str_i, "%d_%.2f", result.obj[c].id, result.obj[c].confidence);
int colorIndex = result.obj[c].index;
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// cout << start << " " << result.obj[c].id << " " << result.obj[c].index << " " << result.obj[c].left << " " <<
// result.obj[c].top << " " << result.obj[c].right << " " << result.obj[c].bottom << endl;
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rectangle(img, cvPoint(result.obj[c].left - 5, result.obj[c].top - 15), cvPoint(result.obj[c].right + 5, result.obj[c].bottom + 10), cv::Scalar(color[colorIndex][0], color[colorIndex][1], color[colorIndex][2]), 3, 1);
cv::putText(img, str_i, cv::Point(result.obj[c].left, result.obj[c].top), fontFace, fontScale, cv::Scalar(color[colorIndex][0], color[colorIndex][1], color[colorIndex][2]), thickness, 8);
}
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char savefilename[256];
sprintf(savefilename, "res/%d.jpg", i);
cv::imwrite(savefilename, img);
//cv::resize(img, imgResized, cv::Size(1280, 720));
//writer << img;
//img_show = true;
//frameCount++;
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}
cout << "AVG TIME: " << totalTime / 5000 << endl;
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//释放
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show = false;
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delete[] result.obj;
VPT_Release(&tools);
#ifdef _MSC_VER
system("pause");
#endif
return 0;
}
int main(int argc, char** argv)
{
for(int i=0; i<15; i++)
testPic(i);
return 0;
/*
VideoWriter writer("ruijin.avi", CV_FOURCC('D', 'I', 'V', 'X'), 25.0, Size(1920, 1080));
int pic_count = 40;
const int pic_iter = 200;
while(pic_count--)
{
int pic_iter = 200;
char filename[1024];
sprintf(filename, "all/%d.jpg", 40-pic_count);
cv::Mat tmp = cv::imread(filename);
while(pic_iter-- )
{
writer << tmp;
}
}
return 1;
*/
//字体初始化
CvFont font;
cvInitFont(&font, CV_FONT_HERSHEY_COMPLEX, 1.0, 1.0, 0, 1, 3);
int fontFace = CV_FONT_HERSHEY_COMPLEX;
double fontScale = 1;
int thickness = 2;
//其他变量
Mat img;
VideoCapture cap;
#ifdef _MSC_VER
cap.open(argv[1]);
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#else
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//cap.open("duan1.avi");
cap.open(argv[1]);
#endif
cap.read(img);
VideoWriter writer("result.avi", CV_FOURCC('D', 'I', 'V', 'X'), 25.0, Size(img.cols, img.rows));
int frameCount = 0;
const int maxResultCount = 100;
#ifdef _MSC_VER
LARGE_INTEGER nFreq, nBeginTime, nEndTime;
QueryPerformanceFrequency(&nFreq);
#endif
//初始化
//快照保存参数设置
SNAPSHOT_PARAMETER ssparam;
ssparam.selectFromMinbox = true;
ssparam.selectFromMindistance = true;
//1.设置最小检测框,各种类目标小于最小检测框大小时不进行快照的保存
MRECT m_boxsize[DETECTTYPE] = { MRECT(20, 20), MRECT(50, 80), MRECT(50, 80), MRECT(60, 80), MRECT(80, 80), MRECT(90, 90), MRECT(100, 100), MRECT(100, 100), MRECT(100, 100) }; //行人 自行车 摩托车 三轮车 小型车 大车 卡车 拖拉机 中巴
//2.设置目标距离画面边框的最小距离,当目标位置与画面边框小于最小距离时不再更新快照
int m_distance[EDGES] = { 20, 30, 20, 30 }; //left, top, right, bottom
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memcpy(ssparam.minBoxsize, m_boxsize, sizeof(MRECT)* DETECTTYPE);
memcpy(ssparam.minDistance, m_distance, sizeof(int)* EDGES);
void * tools = NULL;
VPT_PARAM vparam;
vparam.gpuid = 1;//atoi(argv[2]);
vparam.maxResultCount = maxResultCount; //限制算法内部输出的最大前景个数
vparam.SnaoshotParameter = &ssparam;
#ifdef _MSC_VER
int res = VPT_Init(&tools, vparam, "G:/TestRes", SnapshotInfoCallback);
#else
int res = VPT_Init(&tools, vparam, "./", SnapshotInfoCallback);
#endif
if (res != 0)
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{
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cout << "VPT Init Failed!" << endl;
system("pause");
return 0;
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}
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//结果变量
VPT_Result result;
result.obj = new VPT_ObjInfo[maxResultCount]; //设置外部接收结果的最大前景个数
#ifdef _MSC_VER
//创建显示线程
DWORD dwThreadID = 0;
HANDLE handle_display = CreateThread(NULL, 0, DiaplayThread, 0, 0, &dwThreadID);
#endif
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int start = 0;
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cap.set(CV_CAP_PROP_POS_FRAMES, start);
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double totalTime = 0.0;
//检测
ofstream file("res.txt");
while (cap.read(img))
{
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start++;
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cout << "---------------- " << frameCount << " -----------------" << endl;
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#ifdef _MSC_VER
QueryPerformanceCounter(&nBeginTime);
#else
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MACRO_COUNT_TIME_START(vpt_process);
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#endif
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VPT_Process(tools, img.data, img.cols, img.rows, img.channels(), frameCount, &result, true);
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#ifdef _MSC_VER
QueryPerformanceCounter(&nEndTime);
totalTime += (double)(nEndTime.QuadPart - nBeginTime.QuadPart) * 1000 / (double)nFreq.QuadPart;
printf("Total Time: %.2fms \n", (double)(nEndTime.QuadPart - nBeginTime.QuadPart) * 1000 / (double)nFreq.QuadPart);
#else
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MACRO_COUNT_TIME_END(vpt_process, 1);
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#endif
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for (int c = 0; c < result.objCount; c++)
{
char str_i[100];
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sprintf(str_i, "%d_%.2f", result.obj[c].id, result.obj[c].confidence);
int colorIndex = result.obj[c].index;
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cout << start << " " << result.obj[c].id << " " << result.obj[c].index << " " << result.obj[c].left << " " <<
result.obj[c].top << " " << result.obj[c].right << " " << result.obj[c].bottom << endl;
rectangle(img, cvPoint(result.obj[c].left - 5, result.obj[c].top - 15), cvPoint(result.obj[c].right + 5, result.obj[c].bottom + 10), cv::Scalar(color[colorIndex][0], color[colorIndex][1], color[colorIndex][2]), 3, 1);
cv::putText(img, str_i, cv::Point(result.obj[c].left, result.obj[c].top), fontFace, fontScale, cv::Scalar(color[colorIndex][0], color[colorIndex][1], color[colorIndex][2]), thickness, 8);
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}
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cv::resize(img, imgResized, cv::Size(1280, 720));
writer << img;
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img_show = true;
frameCount++;
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v6.0.0 替换模型
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353
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}
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144cd8c4
Hu Chunming
v6.0.0 替换模型
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354
355
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cout << "AVG TIME: " << totalTime / 5000 << endl;
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6ca63d90
Hu Chunming
提交v4.0.0
|
356
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//释放
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144cd8c4
Hu Chunming
v6.0.0 替换模型
|
357
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show = false;
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6ca63d90
Hu Chunming
提交v4.0.0
|
358
359
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delete[] result.obj;
cap.release();
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144cd8c4
Hu Chunming
v6.0.0 替换模型
|
360
361
362
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VPT_Release(&tools);
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6ca63d90
Hu Chunming
提交v4.0.0
|
363
364
365
366
367
|
#ifdef _MSC_VER
system("pause");
#endif
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144cd8c4
Hu Chunming
v6.0.0 替换模型
|
368
369
|
return 0;
}
|
6ca63d90
Hu Chunming
提交v4.0.0
|
370
371
372
373
374
375
376
377
378
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/*
double euclideanSimilarity(vector<float> &A, vector<float> &B)
{
double total = 0;
for (int i = 0; i < 256; i++)
{
total += pow(A[i] - B[i], 2);
}
return total;
}
vector<float> fea_a;
vector<float> fea_b;
vector<float> fea_c;
vector<float> fea_a1;
vector<float> fea_b1;
vector<float> fea_c1;
for(int idx=0; idx<256; idx++)
{
fea_a.push_back(0.1);
fea_b.push_back(0.3);
fea_c.push_back(0.0);
fea_c1.push_back(0.0);
}
double length_a, length_b, length_c = 0;
for (int j = 0; j < fea_a.size(); j++)
{
length_a += pow(fea_a[j], 2);
length_b += pow(fea_b[j], 2);
length_c += pow(fea_c[j], 2);
if(j<5)
printf("j=%d %f %f\n", length_a,length_b) ;
}
printf("\n");
double ratio_a = sqrt(length_a);
double ratio_b = sqrt(length_b);
double ratio_c = sqrt(length_c);
printf("%f %f %f\n",ratio_a,ratio_b, ratio_c );
for (int j = 0; j < fea_a.size(); j++)
{
fea_a1.push_back(fea_a[j]/ratio_a);
fea_b1.push_back(fea_b[j]/ratio_b);
if(j<5)
printf("j=%d %f %f\n", fea_a[j]/ratio_a, fea_b[j]/ratio_b) ;
}
printf("a-b: %f\n", euclideanSimilarity(fea_a1, fea_b1));
printf("a-c: %f\n", euclideanSimilarity(fea_a1, fea_c1));
return 0;
*/
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