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Browse files- .gitignore +160 -0
- Attendance/Attendance_25-02-2024.csv +5 -0
- Attendance/Attendance_26-02-2024.csv +6 -0
- Attendance/Attendance_28-02-2024.csv +6 -0
- Dockerfile +0 -0
- LICENSE +201 -0
- README.md +1 -11
- app.py +124 -0
- data/faces_data.pkl +3 -0
- data/haarcascade_frontalface_default.xml +0 -0
- data/names.pkl +3 -0
- register_face.py +56 -0
- requirements.txt +9 -0
- templates/index.html +34 -0
- templates/index2.html +24 -0
.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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*.manifest
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# Installer logs
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# Unit test / coverage reports
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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cover/
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# Translations
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*.pot
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# Django stuff:
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*.log
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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# PyBuilder
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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# pipenv
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# install all needed dependencies.
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#Pipfile.lock
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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# https://pdm.fming.dev/#use-with-ide
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.pdm.toml
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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*.sage.py
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# PyCharm
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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#.idea/
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Attendance/Attendance_25-02-2024.csv
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NAME,TIME
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Manish,23:32-09
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Manish,23:32-45
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Manish,23:45-43
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Manish,23:46-48
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Attendance/Attendance_26-02-2024.csv
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NAME,TIME
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Manish,00:36-47
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Manish,10:53-49
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Manish,10:54-19
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Manish,10:55-27
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Manish,10:56-09
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Attendance/Attendance_28-02-2024.csv
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NAME,TIME
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Manish,21:24-07
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Manish,21:26-05
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Manish,21:54-42
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Manish,21:55-06
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Aman,21:57-47
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Dockerfile
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File without changes
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LICENSE
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README.md
CHANGED
@@ -1,11 +1 @@
|
|
1 |
-
|
2 |
-
title: Face Recognition
|
3 |
-
emoji: 🏢
|
4 |
-
colorFrom: indigo
|
5 |
-
colorTo: indigo
|
6 |
-
sdk: docker
|
7 |
-
pinned: false
|
8 |
-
license: apache-2.0
|
9 |
-
---
|
10 |
-
|
11 |
-
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
1 |
+
# Face-Recognition
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
app.py
ADDED
@@ -0,0 +1,124 @@
|
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|
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|
|
|
|
|
|
|
|
1 |
+
from sklearn.neighbors import KNeighborsClassifier
|
2 |
+
import cv2
|
3 |
+
import pickle
|
4 |
+
import numpy as np
|
5 |
+
import os
|
6 |
+
import csv
|
7 |
+
import time
|
8 |
+
from datetime import datetime
|
9 |
+
from flask import Flask, render_template, request
|
10 |
+
|
11 |
+
|
12 |
+
from win32com.client import Dispatch
|
13 |
+
|
14 |
+
def speak(str1):
|
15 |
+
speak=Dispatch(("SAPI.SpVoice"))
|
16 |
+
speak.Speak(str1)
|
17 |
+
|
18 |
+
|
19 |
+
facedetect=cv2.CascadeClassifier('data/haarcascade_frontalface_default.xml')
|
20 |
+
|
21 |
+
with open('data/names.pkl', 'rb') as w:
|
22 |
+
LABELS=pickle.load(w)
|
23 |
+
with open('data/faces_data.pkl', 'rb') as f:
|
24 |
+
FACES=pickle.load(f)
|
25 |
+
|
26 |
+
# print('Shape of Faces matrix --> ', FACES.shape)
|
27 |
+
|
28 |
+
knn=KNeighborsClassifier(n_neighbors=5)
|
29 |
+
knn.fit(FACES, LABELS)
|
30 |
+
|
31 |
+
COL_NAMES = ['NAME', 'TIME']
|
32 |
+
|
33 |
+
# def take_attendence():
|
34 |
+
# ret,frame=video.read()
|
35 |
+
|
36 |
+
# gray=cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
|
37 |
+
# faces=facedetect.detectMultiScale(gray, 1.3 ,5)
|
38 |
+
|
39 |
+
# for (x,y,w,h) in faces:
|
40 |
+
# crop_img=frame[y:y+h, x:x+w, :]
|
41 |
+
# resized_img=cv2.resize(crop_img, (50,50)).flatten().reshape(1,-1)
|
42 |
+
# output=knn.predict(resized_img)
|
43 |
+
# ts=time.time()
|
44 |
+
# date=datetime.fromtimestamp(ts).strftime("%d-%m-%Y")
|
45 |
+
# timestamp=datetime.fromtimestamp(ts).strftime("%H:%M-%S")
|
46 |
+
# exist=os.path.isfile("Attendance/Attendance_" + date + ".csv")
|
47 |
+
# cv2.rectangle(frame, (x,y), (x+w, y+h), (0,0,255), 1)
|
48 |
+
# cv2.rectangle(frame,(x,y),(x+w,y+h),(50,50,255),2)
|
49 |
+
# cv2.rectangle(frame,(x,y-40),(x+w,y),(50,50,255),-1)
|
50 |
+
# cv2.putText(frame, str(output[0]), (x,y-15), cv2.FONT_HERSHEY_COMPLEX, 1, (255,255,255), 1)
|
51 |
+
# cv2.rectangle(frame, (x,y), (x+w, y+h), (50,50,255), 1)
|
52 |
+
# attendance=[str(output[0]), str(timestamp)]
|
53 |
+
|
54 |
+
# speak("Attendance Taken..")
|
55 |
+
|
56 |
+
# if exist:
|
57 |
+
# with open("Attendance/Attendance_" + date + ".csv", "+a") as csvfile:
|
58 |
+
# writer=csv.writer(csvfile)
|
59 |
+
# writer.writerow(attendance)
|
60 |
+
# csvfile.close()
|
61 |
+
# else:
|
62 |
+
# with open("Attendance/Attendance_" + date + ".csv", "+a") as csvfile:
|
63 |
+
# writer=csv.writer(csvfile)
|
64 |
+
# writer.writerow(COL_NAMES)
|
65 |
+
# writer.writerow(attendance)
|
66 |
+
# csvfile.close()
|
67 |
+
# # if k==ord('q'):
|
68 |
+
# # break
|
69 |
+
# # video.release()
|
70 |
+
# # cv2.destroyAllWindows()
|
71 |
+
|
72 |
+
|
73 |
+
|
74 |
+
app = Flask(__name__)
|
75 |
+
|
76 |
+
@app.route('/')
|
77 |
+
def index():
|
78 |
+
return render_template('index.html')
|
79 |
+
|
80 |
+
@app.route('/atten')
|
81 |
+
def atten():
|
82 |
+
return render_template('atten.html')
|
83 |
+
|
84 |
+
@app.route('/take_attendance', methods=['POST'])
|
85 |
+
def take_attendance():
|
86 |
+
video=cv2.VideoCapture(0)
|
87 |
+
ret, frame = video.read()
|
88 |
+
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
|
89 |
+
faces = facedetect.detectMultiScale(gray, 1.3, 5)
|
90 |
+
|
91 |
+
for (x,y,w,h) in faces:
|
92 |
+
crop_img=frame[y:y+h, x:x+w, :]
|
93 |
+
resized_img=cv2.resize(crop_img, (50,50)).flatten().reshape(1,-1)
|
94 |
+
output=knn.predict(resized_img)
|
95 |
+
ts=time.time()
|
96 |
+
date=datetime.fromtimestamp(ts).strftime("%d-%m-%Y")
|
97 |
+
timestamp=datetime.fromtimestamp(ts).strftime("%H:%M-%S")
|
98 |
+
exist=os.path.isfile("Attendance/Attendance_" + date + ".csv")
|
99 |
+
cv2.rectangle(frame, (x,y), (x+w, y+h), (0,0,255), 1)
|
100 |
+
cv2.rectangle(frame,(x,y),(x+w,y+h),(50,50,255),2)
|
101 |
+
cv2.rectangle(frame,(x,y-40),(x+w,y),(50,50,255),-1)
|
102 |
+
cv2.putText(frame, str(output[0]), (x,y-15), cv2.FONT_HERSHEY_COMPLEX, 1, (255,255,255), 1)
|
103 |
+
cv2.rectangle(frame, (x,y), (x+w, y+h), (50,50,255), 1)
|
104 |
+
attendance=[str(output[0]), str(timestamp)]
|
105 |
+
|
106 |
+
speak("Attendance Taken..")
|
107 |
+
|
108 |
+
if exist:
|
109 |
+
with open("Attendance/Attendance_" + date + ".csv", "+a") as csvfile:
|
110 |
+
writer=csv.writer(csvfile)
|
111 |
+
writer.writerow(attendance)
|
112 |
+
csvfile.close()
|
113 |
+
else:
|
114 |
+
with open("Attendance/Attendance_" + date + ".csv", "+a") as csvfile:
|
115 |
+
writer=csv.writer(csvfile)
|
116 |
+
writer.writerow(COL_NAMES)
|
117 |
+
writer.writerow(attendance)
|
118 |
+
csvfile.close()
|
119 |
+
video.release()
|
120 |
+
|
121 |
+
return "Attendance taken successfully!"
|
122 |
+
|
123 |
+
if __name__ == '__main__':
|
124 |
+
app.run(debug=True)
|
data/faces_data.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:0d567e4d0094de2d74c7ecad0b6184e6c15a1f00953756c7ee1efcda003a7b98
|
3 |
+
size 1500162
|
data/haarcascade_frontalface_default.xml
ADDED
The diff for this file is too large to render.
See raw diff
|
|
data/names.pkl
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5a528b09bb9db01e351cc59eed4aa6bbb4165308b4ac4023ca8264bf1da33431
|
3 |
+
size 428
|
register_face.py
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import cv2
|
2 |
+
import pickle
|
3 |
+
import numpy as np
|
4 |
+
import os
|
5 |
+
video=cv2.VideoCapture(0)
|
6 |
+
facedetect=cv2.CascadeClassifier('data/haarcascade_frontalface_default.xml')
|
7 |
+
|
8 |
+
faces_data=[]
|
9 |
+
|
10 |
+
i=0
|
11 |
+
|
12 |
+
name=input("Enter Your Name: ")
|
13 |
+
|
14 |
+
while True:
|
15 |
+
ret,frame=video.read()
|
16 |
+
gray=cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
|
17 |
+
faces=facedetect.detectMultiScale(gray, 1.3 ,5)
|
18 |
+
for (x,y,w,h) in faces:
|
19 |
+
crop_img=frame[y:y+h, x:x+w, :]
|
20 |
+
resized_img=cv2.resize(crop_img, (50,50))
|
21 |
+
if len(faces_data)<=100 and i%10==0:
|
22 |
+
faces_data.append(resized_img)
|
23 |
+
i=i+1
|
24 |
+
cv2.putText(frame, str(len(faces_data)), (50,50), cv2.FONT_HERSHEY_COMPLEX, 1, (50,50,255), 1)
|
25 |
+
cv2.rectangle(frame, (x,y), (x+w, y+h), (50,50,255), 1)
|
26 |
+
cv2.imshow("Frame",frame)
|
27 |
+
k=cv2.waitKey(1)
|
28 |
+
if k==ord('q') or len(faces_data)==100:
|
29 |
+
break
|
30 |
+
video.release()
|
31 |
+
cv2.destroyAllWindows()
|
32 |
+
|
33 |
+
faces_data=np.asarray(faces_data)
|
34 |
+
faces_data=faces_data.reshape(100, -1)
|
35 |
+
|
36 |
+
|
37 |
+
if 'names.pkl' not in os.listdir('data/'):
|
38 |
+
names=[name]*100
|
39 |
+
with open('data/names.pkl', 'wb') as f:
|
40 |
+
pickle.dump(names, f)
|
41 |
+
else:
|
42 |
+
with open('data/names.pkl', 'rb') as f:
|
43 |
+
names=pickle.load(f)
|
44 |
+
names=names+[name]*100
|
45 |
+
with open('data/names.pkl', 'wb') as f:
|
46 |
+
pickle.dump(names, f)
|
47 |
+
|
48 |
+
if 'faces_data.pkl' not in os.listdir('data/'):
|
49 |
+
with open('data/faces_data.pkl', 'wb') as f:
|
50 |
+
pickle.dump(faces_data, f)
|
51 |
+
else:
|
52 |
+
with open('data/faces_data.pkl', 'rb') as f:
|
53 |
+
faces=pickle.load(f)
|
54 |
+
faces=np.append(faces, faces_data, axis=0)
|
55 |
+
with open('data/faces_data.pkl', 'wb') as f:
|
56 |
+
pickle.dump(faces, f)
|
requirements.txt
ADDED
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
scikit-learn
|
2 |
+
pandas
|
3 |
+
numpy
|
4 |
+
opencv-python
|
5 |
+
pickle
|
6 |
+
os
|
7 |
+
time
|
8 |
+
datetime
|
9 |
+
flask
|
templates/index.html
ADDED
@@ -0,0 +1,34 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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1 |
+
<!DOCTYPE html>
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2 |
+
<html>
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3 |
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<head>
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4 |
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<title>Take Attendance</title>
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5 |
+
</head>
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6 |
+
<body>
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7 |
+
<h2>Click the Button to take Attendance</h2>
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8 |
+
<img src="" alt="">
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9 |
+
<form action="/take_attendance" method="post">
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10 |
+
<input type="submit" value="Take Attendance" id="btn">
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11 |
+
</form>
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12 |
+
</body>
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13 |
+
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14 |
+
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15 |
+
<style>
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16 |
+
body {
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17 |
+
font-family: Arial, Helvetica, sans-serif;
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18 |
+
background-color: black;
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19 |
+
color: white;
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20 |
+
height: 500px;
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21 |
+
}
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22 |
+
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23 |
+
input{
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24 |
+
background-color: #00b2ff;
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25 |
+
font-size: 1.2em;
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26 |
+
border: none;
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27 |
+
border-radius: 0.5em;
|
28 |
+
padding: 0.3em;
|
29 |
+
margin-left: 130px;
|
30 |
+
|
31 |
+
}
|
32 |
+
</style>
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33 |
+
|
34 |
+
</html>
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templates/index2.html
ADDED
@@ -0,0 +1,24 @@
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|
|
|
|
|
|
1 |
+
<!DOCTYPE html>
|
2 |
+
<html>
|
3 |
+
<head>
|
4 |
+
<title>Take Attendance</title>
|
5 |
+
</head>
|
6 |
+
<body>
|
7 |
+
|
8 |
+
<button id="openButton">Click the button to take attendance </button>
|
9 |
+
|
10 |
+
<script>
|
11 |
+
document.getElementById('openButton').addEventListener('click', function() {
|
12 |
+
window.open('/atten', 'About Page', 'width=500,height=400');
|
13 |
+
});
|
14 |
+
</script>
|
15 |
+
|
16 |
+
<style>
|
17 |
+
body {
|
18 |
+
font-family: Arial, Helvetica, sans-serif;
|
19 |
+
background-color: black;
|
20 |
+
color: white;
|
21 |
+
}
|
22 |
+
</style>
|
23 |
+
</body>
|
24 |
+
</html>
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