-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathFootDetection.cpp
More file actions
248 lines (241 loc) · 6.67 KB
/
Copy pathFootDetection.cpp
File metadata and controls
248 lines (241 loc) · 6.67 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
#include <opencv2/highgui.hpp>
#include <opencv2/video.hpp>
#include <opencv2/imgproc.hpp>
#include <vector>
#include <iostream>
#include <chrono>
using namespace std;
using namespace cv;
string type2str(int type) {
string r;
uchar depth = type & CV_MAT_DEPTH_MASK;
uchar chans = 1 + (type >> CV_CN_SHIFT);
switch (depth) {
case CV_8U: r = "8U"; break;
case CV_8S: r = "8S"; break;
case CV_16U: r = "16U"; break;
case CV_16S: r = "16S"; break;
case CV_32S: r = "32S"; break;
case CV_32F: r = "32F"; break;
case CV_64F: r = "64F"; break;
default: r = "User"; break;
}
r += "C";
r += (chans + '0');
return r;
}
// 比较两个
bool compareContourX(std::vector<cv::Point> contour1, std::vector<cv::Point> contour2) {
int x1 = (cv::boundingRect(cv::Mat(contour1)).br()+ cv::boundingRect(cv::Mat(contour1)).tl()).x/2;
int x2 = (cv::boundingRect(cv::Mat(contour2)).br() + cv::boundingRect(cv::Mat(contour2)).tl()).x / 2;
return (x1 < x2); // 左的在前
}
class PressureData
{
public:
double Mx, My, force, Fx, Fy;
PressureData();
PressureData(double Mx, double My, double force);
PressureData& operator=(const PressureData& pData)
{
// 处理自我赋值
if (this == &pData) return *this;
Mx = pData.Mx;
My = pData.My;
force = pData.force;
Fx = pData.Fx;
Fy = pData.Fy;
// 处理链式赋值
return *this;
}
double* retriveData()
{
double* data = new double[5];
data[0] = Mx; data[1] = My; data[2] = force; data[3] = Fx; data[4] = Fy;
return data;
}
friend void swap(PressureData& p1, PressureData& p2)
{
swap(p1.Mx, p2.Mx);
swap(p1.My, p2.My);
swap(p1.force, p2.force);
swap(p1.Fx, p2.Fx);
swap(p1.Fy, p2.Fy);
}
void printData()
{
printf("Mx: %f\tMy: %f\t Force: %f\tFx: %f\tFy: %f\n", Mx, My, force, Fx, Fy);
}
};
PressureData::PressureData()
{
Mx = My = force = Fx = Fy = 0;
}
PressureData::PressureData(double _Mx, double _My, double _force)
{
Mx = _Mx;
My = _My;
force = _force;
Fx = Mx / _force;
Fy = My / _force;
}
static Scalar leftScalar(-1, -1, -1, -1), rightScalar(-1, -1, -1, -1);
static int leftGaitCnt = 0;
static int rightGaitCnt = 0;
inline Scalar bottomPoint(Mat m)
{
Scalar pos(-1, -1, -1, -1);
for (int y = 0; y < m.rows; y++)
{
const uchar* inData = m.ptr<uchar>(y);
for (int x = 0; x < m.cols; x++)
{
if (inData[x])
{
pos[0] = x;
pos[1] = y;
}
}
}
for (int y = m.rows-1; 0<=y ; y--)
{
const uchar* inData = m.ptr<uchar>(y);
for (int x = m.cols-1; 0<=x; x--)
{
if (inData[x])
{
pos[2] = x;
pos[3] = y;
}
}
}
return pos;
}
int main()
{
VideoCapture cap("out.avi");
Mat frame;
namedWindow("Frame", cv::WINDOW_NORMAL);
namedWindow("Binary", cv::WINDOW_NORMAL);
namedWindow("leftMask", cv::WINDOW_NORMAL);
namedWindow("rightMask", cv::WINDOW_NORMAL);
namedWindow("left", cv::WINDOW_NORMAL);
namedWindow("right", cv::WINDOW_NORMAL);
/*Mat m = Mat::zeros(Size(3, 3), CV_8UC1);
m.at<uchar>(1, 1) = 1;
m.at<uchar>(2, 2) = 17;
copyMakeBorder(m, m, 1, 0, 1, 0, BORDER_CONSTANT, Scalar(0));
cout << "moment x: " << moments(m).m10 << endl;
cout << "moment y: " << moments(m).m01 << endl;*/
Mat dilateEle = getStructuringElement(cv::MORPH_DILATE, cv::Size(3, 9));
while (true)
{
PressureData lData;
PressureData rData;
auto start = std::chrono::high_resolution_clock::now();
cap >> frame;
if (frame.empty()) break;
Mat grey;
frame *= 5;
copyMakeBorder(frame, frame, 1, 0, 1, 0, BORDER_CONSTANT, Scalar(0));
if (frame.channels() == 3) cvtColor(frame, grey, COLOR_BGR2GRAY);
Mat binary = grey.clone();
threshold(binary, binary, 0, 255, THRESH_BINARY);
dilate(binary, binary, dilateEle, Point(-1,-1), 2);
vector<vector<Point2i>> contours, leftContour, rightContour;
findContours(binary, contours, RETR_EXTERNAL, CHAIN_APPROX_NONE);
if (contours.size()<1)
{
cout << "contours number invalid" << endl;
leftGaitCnt = 0;
rightGaitCnt = 0;
continue;
}
if (2 < contours.size()) break; // serious error, 之后加入报错机制
double output[6] = { 0,0,0,0,0,0 };
Mat leftMask = Mat::zeros(Size(frame.cols, frame.rows), CV_8UC1);
Mat rightMask = Mat::zeros(Size(frame.cols, frame.rows), CV_8UC1);
Mat left = Mat::zeros(Size(frame.cols, frame.rows), CV_8UC1);
Mat right = Mat::zeros(Size(frame.cols, frame.rows), CV_8UC1);
std::sort(contours.begin(), contours.end(), compareContourX);
if (contours.size() < 2)
{
Rect r = boundingRect(Mat(contours[0]));
Point br = (r.br()+r.tl())/2;
if ( br.x< frame.cols/2)
{
drawContours(leftMask, contours, -1, Scalar(255), -1);
grey.copyTo(left, leftMask);
Moments lM = moments(left);
lData = PressureData(lM.m10, lM.m01, sum(left)[0]);
if (frame.cols / 2 <lData.Fx) swap(lData, rData);
}
else
{
drawContours(rightMask, contours, -1, Scalar(255), -1);
grey.copyTo(right, rightMask);
Moments rM = moments(right);
rData = PressureData(rM.m10, rM.m01, sum(right)[0]);
if (rData.Fx < frame.cols / 2) swap(lData, rData);
}
}
else
{
leftContour.push_back(contours[0]);
rightContour.push_back(contours[1]);
drawContours(leftMask, leftContour, -1, Scalar(255), -1);
drawContours(rightMask, rightContour, -1, Scalar(255),-1);
grey.copyTo(left, leftMask);
grey.copyTo(right, rightMask);
Moments lM = moments(left);
lData = PressureData(lM.m10, lM.m01, sum(left)[0]);
Moments rM = moments(right);
rData = PressureData(rM.m10, rM.m01, sum(right)[0]);
if (lData.Fx < rData.Fx) swap(lData, rData);
}
if (lData.force)
{
leftGaitCnt++;
leftScalar = bottomPoint(left)[0];
}
else
{
leftGaitCnt = 0;
}
if (rData.force)
{
rightGaitCnt++;
rightScalar = bottomPoint(right);
}
if (leftGaitCnt)
{
circle(frame, Point(leftScalar[0], leftScalar[1]), 1,Scalar(255, 0, 0), 1);
circle(frame, Point(leftScalar[2], leftScalar[3]), 1, Scalar(255, 0, 0), 1);
}
if (rightGaitCnt)
{
circle(frame, Point(rightScalar[0], rightScalar[1]), 1, Scalar(255, 0, 0), 1);
circle(frame, Point(rightScalar[2], rightScalar[3]), 1, Scalar(255, 0, 0), 1);
}
cout << "Left" << endl;
lData.printData();
cout << "right" << endl;
rData.printData();
auto end = std::chrono::high_resolution_clock::now();
std::chrono::duration<double> time = end- start;
std::cout << "Time on export gait data: " << time.count() << std::endl;
drawContours(frame, contours, -1, Scalar(0,0,255));
// 水平翻转,现在的视角与面向行走者时看到的视角一样
flip(frame, frame, 1);
flip(left, left, 1);
flip(right, right, 1);
imshow("Frame", frame);
imshow("Binary", binary);
imshow("leftMask", leftMask);
imshow("rightMask", rightMask);
imshow("left", left);
imshow("right", right);
waitKey(0);
if (waitKey(1) == 27) break;
}
}