-
Notifications
You must be signed in to change notification settings - Fork 4
/
identify.py
112 lines (85 loc) · 3.26 KB
/
identify.py
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
#This module is used to start identification using local webcam
import cv2
import numpy as np
import sys
import requests
import os
import alerts
import datetime
import time
def captures(names):
file1=open("admin_files/logs.txt","a+")
file2=open("admin_files/mobile_no.txt","r")
data=file2.read()
file2.close()
recognizer = cv2.face.LBPHFaceRecognizer_create()
recognizer.read('trainer.yml')
cascadePath = 'haarcascade_frontalface_default.xml'
faceCascade = cv2.CascadeClassifier(cascadePath)
font = cv2.FONT_HERSHEY_SIMPLEX
id = 0
cam = cv2.VideoCapture(0)
#Variable to counter valid and invalid
valid=0
invalid=0
flag=0
while (flag==0):
ret, img =cam.read()
img = cv2.flip(img, 1)
gray = cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)
faces = faceCascade.detectMultiScale(
gray,
scaleFactor = 1.2,
minNeighbors = 3,
minSize=(10,10)
)
for(x,y,w,h) in faces:
cv2.rectangle(img, (x,y), (x+w,y+h), (0,0,255), 2)
id, confidence = recognizer.predict(gray[y:y+h,x:x+w])
text=""
if(confidence<53):
valid+=1
text=names[id]
if(valid>=60):
cv2.putText(img, str("Logged to system"), (x+5,y-5), font, 1, (255,255,255), 2)
cv2.putText(img, str("Paused for few minutes.."), (x+5,y+5+270), font, 1, (255,255,255), 2)
cv2.imshow('camera',img)
if cv2.waitKey(1) &0xFF == ord('q'):
flag=1
break
x=datetime.datetime.now()
x=x.strftime("%m/%d/%Y, %H:%M:%S")
msg="\n "+text+" logged at "+x
file1.write(msg)
valid=0
invalid=0
time.sleep(3)
else:
cv2.putText(img, str("Detected "+text), (x+5,y-5), font, 1, (255,255,255), 2)
cv2.imshow('camera',img)
if cv2.waitKey(1) &0xFF == ord('q'):
flag=1
break
else:
invalid+=1
if(invalid>=150):
cv2.putText(img, str("Cannot detect the face system will be alerted.."), (x+5,y-5), font, 1, (255,255,255), 2)
cv2.imshow('camera',img)
if cv2.waitKey(1) &0xFF == ord('q'):
flag=1
break
alerts.alert(data)
invalid=0
valid=0
else:
cv2.putText(img, str("Detecting.."), (x+5,y-5), font, 1, (255,255,255), 2)
cv2.imshow('camera',img)
if cv2.waitKey(1) &0xFF == ord('q'):
flag=1
break
cv2.imshow('camera',img)
if cv2.waitKey(1) &0xFF == ord('q'):
break
cam.release()
cv2.destroyAllWindows()
file1.close()