整理代码结构
整理代码结构
This commit is contained in:
@@ -3,25 +3,100 @@
|
||||
#include "facenet.h"
|
||||
#include <time.h>
|
||||
|
||||
void load_emb_csv(int num, vector<vector<mydataFmt>> &vecVec) {
|
||||
for (int i = 0; i < num; ++i) {
|
||||
ifstream inFile("../emb_csv/" + to_string(i) + ".csv", ios::in);
|
||||
string lineStr;
|
||||
// vector<vector<mydataFmt>> strArray;
|
||||
vector<mydataFmt> lineArray;
|
||||
while (getline(inFile, lineStr)) {
|
||||
// 打印整行字符串
|
||||
// cout << lineStr << endl;
|
||||
// 存成二维表结构
|
||||
stringstream ss(lineStr);
|
||||
string str;
|
||||
// vector<mydataFmt> lineArray;
|
||||
// 按照逗号分隔
|
||||
// mydataFmt nnn = 0;
|
||||
while (getline(ss, str, ',')) {
|
||||
lineArray.push_back(atof(str.c_str()));
|
||||
// cout << str << endl;
|
||||
}
|
||||
// strArray.push_back(lineArray);
|
||||
}
|
||||
vecVec.push_back(lineArray);
|
||||
}
|
||||
}
|
||||
|
||||
float compare(vector<mydataFmt> &lineArray0, vector<mydataFmt> &lineArray1) {
|
||||
mydataFmt sum = 0;
|
||||
for (int i = 0; i < Num; ++i) {
|
||||
// cout << lineArray0[i] << "===" << lineArray1[i] << endl;
|
||||
mydataFmt sub = lineArray0[i] - lineArray1[i];
|
||||
mydataFmt square = pow(sub, 2);
|
||||
sum += square;
|
||||
}
|
||||
mydataFmt result = sqrt(sum);
|
||||
return result;
|
||||
}
|
||||
|
||||
|
||||
void run_mtcnn(Mat &image, vector<Rect> &vecRect) {
|
||||
vector<Point> vecPoint;
|
||||
mtcnn find(image.rows, image.cols);
|
||||
find.findFace(image, vecRect, vecPoint);
|
||||
for (int i = 0; i < vecRect.size(); ++i) {
|
||||
rectangle(image, vecPoint[7 * i + 0], vecPoint[7 * i + 1], Scalar(0, 0, 255), 2, 8, 0);
|
||||
for (int num = 0; num < 5; num++)
|
||||
circle(image, vecPoint[7 * i + num + 2], 2, Scalar(0, 255, 255),
|
||||
-1);
|
||||
}
|
||||
}
|
||||
|
||||
void run_facenet(Mat &image, vector<Rect> &vecRect, int csv_num) {
|
||||
for (int i = 0; i < vecRect.size(); ++i) {
|
||||
Mat fourthImage;
|
||||
resize(image(vecRect[i]), fourthImage, Size(299, 299), 0, 0, cv::INTER_LINEAR);
|
||||
facenet ggg;
|
||||
// mydataFmt *o = new mydataFmt[Num];
|
||||
vector<mydataFmt> n;
|
||||
vector<vector<mydataFmt>> o;
|
||||
ggg.run(fourthImage, n, i);
|
||||
load_emb_csv(csv_num, o);
|
||||
for (int j = 0; j < o.size(); ++j) {
|
||||
float result = compare(n, o[j]);
|
||||
cout << result << endl;
|
||||
if (result < 0.85)
|
||||
cout << "it's me" << endl;
|
||||
else
|
||||
cout << "unknow" << endl;
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
void run() {
|
||||
int b = 0;
|
||||
if (b == 0) {
|
||||
Mat image = imread("../40.jpg");
|
||||
// Mat image = imread("../40.jpg");
|
||||
// Mat image = imread("../1.jpeg");
|
||||
// Mat image = imread("../Kong_Weiye.jpg");
|
||||
// Mat image = imread("../Kong_Weiye1.jpg");
|
||||
Mat image = imread("../Kong_Weiye1.jpg");
|
||||
// Mat image = imread("../20.png");
|
||||
// Mat image = imread("../emb_img/0.jpg");
|
||||
mtcnn find(image.rows, image.cols);
|
||||
|
||||
clock_t start;
|
||||
start = clock();
|
||||
find.findFace(image);
|
||||
vector<Rect> vecRect;
|
||||
run_mtcnn(image, vecRect);
|
||||
run_facenet(image, vecRect, 5);
|
||||
|
||||
imshow("result", image);
|
||||
imwrite("../result.jpg", image);
|
||||
start = clock() - start;
|
||||
// cout<<"time is "<<start/10e3<<endl;
|
||||
cout << "time is " << (double) start / CLOCKS_PER_SEC * 1000 << "ms" << endl;
|
||||
waitKey(0);
|
||||
waitKey(5000);
|
||||
image.release();
|
||||
} else if (b == 1) {
|
||||
Mat image = imread("../10.jpg");
|
||||
@@ -31,7 +106,7 @@ void run() {
|
||||
resize(image, Image, Size(160, 160), 0, 0, cv::INTER_LINEAR);
|
||||
facenet ggg;
|
||||
mydataFmt *o = new mydataFmt[Num];
|
||||
ggg.run(Image, o, 0);
|
||||
// ggg.run(Image, o, 0);
|
||||
// imshow("result", Image);
|
||||
imwrite("../result.jpg", Image);
|
||||
|
||||
@@ -58,7 +133,9 @@ void run() {
|
||||
while (true) {
|
||||
start = clock();
|
||||
cap >> image;
|
||||
find.findFace(image);
|
||||
vector<Rect> vecRect;
|
||||
vector<Point> vecPoint;
|
||||
find.findFace(image, vecRect, vecPoint);
|
||||
imshow("result", image);
|
||||
if (waitKey(1) >= 0) break;
|
||||
start = clock() - start;
|
||||
|
||||
Reference in New Issue
Block a user