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.gitignore ADDED
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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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+
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+ # C extensions
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+ *.so
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+
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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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+
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+ # PyInstaller
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+ # Usually these files are written by a python script from a template
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+ # before PyInstaller builds the exe, so as to inject date/other infos into it.
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+ *.manifest
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+ *.spec
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+ # Installer logs
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+ pip-log.txt
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+ pip-delete-this-directory.txt
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+ # Unit test / coverage reports
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+ htmlcov/
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+ .tox/
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+ .coverage
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+ .coverage.*
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+ .cache
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+ nosetests.xml
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+ coverage.xml
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+ *.cover
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+ .hypothesis/
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+
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+ # Translations
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+ *.pot
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+
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+ # Django stuff:
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+ *.log
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+ local_settings.py
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+ db.sqlite3
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+ db.sqlite3-journal
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+
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+ # Flask stuff:
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+ instance/
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+ .webassets-cache
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+ # Scrapy stuff:
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+ .scrapy
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+
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+ # Sphinx documentation
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+ docs/_build/
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+
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+ # PyBuilder
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+ .pybuilder/
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+ target/
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+
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+ # Jupyter Notebook
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+ .ipynb_checkpoints
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+
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+ # IPython
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+ profile_default/
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+ ipython_config.py
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+
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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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+
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+ # pipenv
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+ # According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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+ # install all needed dependencies.
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+ # Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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+ # This is especially recommended for binary packages to ensure reproducibility, and is more
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+ # commonly ignored for libraries.
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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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+
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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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+ #pdm.lock
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+ # pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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+ # in version control.
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+ # https://pdm.fming.dev/#use-with-ide
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+ .pdm.toml
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+
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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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+
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+ # Celery stuff
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+ celerybeat-schedule
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+ celerybeat.pid
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+
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+ # SageMath parsed files
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+ *.sage.py
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+
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+ # Environments
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+ .env
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+ .venv
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+ env/
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+ venv/
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+ ENV/
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+ env.bak/
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+
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+ # Spyder project settings
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+ # Rope project settings
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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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+ # pytype static type analyzer
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+
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+ # Cython debug symbols
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+ cython_debug/
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+
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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/
Attendance/Attendance_25-02-2024.csv ADDED
@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
+ NAME,TIME
2
+ Manish,23:32-09
3
+ Manish,23:32-45
4
+ Manish,23:45-43
5
+ Manish,23:46-48
Attendance/Attendance_26-02-2024.csv ADDED
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1
+ NAME,TIME
2
+ Manish,00:36-47
3
+ Manish,10:53-49
4
+ Manish,10:54-19
5
+ Manish,10:55-27
6
+ Manish,10:56-09
Attendance/Attendance_28-02-2024.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
1
+ NAME,TIME
2
+ Manish,21:24-07
3
+ Manish,21:26-05
4
+ Manish,21:54-42
5
+ Manish,21:55-06
6
+ Aman,21:57-47
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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
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- license: apache-2.0
9
- ---
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-
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- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
 
1
+ # Face-Recognition
 
 
 
 
 
 
 
 
 
 
app.py ADDED
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1
+ from sklearn.neighbors import KNeighborsClassifier
2
+ import cv2
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+ import pickle
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+ import numpy as np
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+ import os
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+ import csv
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+ import time
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+ from datetime import datetime
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+ from flask import Flask, render_template, request
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+
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+
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+ from win32com.client import Dispatch
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+
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+ def speak(str1):
15
+ speak=Dispatch(("SAPI.SpVoice"))
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+ speak.Speak(str1)
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+
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+
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+ facedetect=cv2.CascadeClassifier('data/haarcascade_frontalface_default.xml')
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+
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+ with open('data/names.pkl', 'rb') as w:
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+ LABELS=pickle.load(w)
23
+ with open('data/faces_data.pkl', 'rb') as f:
24
+ FACES=pickle.load(f)
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+
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+ # print('Shape of Faces matrix --> ', FACES.shape)
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+
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+ knn=KNeighborsClassifier(n_neighbors=5)
29
+ knn.fit(FACES, LABELS)
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+
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+ COL_NAMES = ['NAME', 'TIME']
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+
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+ # def take_attendence():
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+ # ret,frame=video.read()
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+
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+ # gray=cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
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+ # faces=facedetect.detectMultiScale(gray, 1.3 ,5)
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+
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+ # 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
+
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+
74
+ app = Flask(__name__)
75
+
76
+ @app.route('/')
77
+ def index():
78
+ return render_template('index.html')
79
+
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+ @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 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ <!DOCTYPE html>
2
+ <html>
3
+ <head>
4
+ <title>Take Attendance</title>
5
+ </head>
6
+ <body>
7
+ <h2>Click the Button to take Attendance</h2>
8
+ <img src="" alt="">
9
+ <form action="/take_attendance" method="post">
10
+ <input type="submit" value="Take Attendance" id="btn">
11
+ </form>
12
+ </body>
13
+
14
+
15
+ <style>
16
+ body {
17
+ font-family: Arial, Helvetica, sans-serif;
18
+ background-color: black;
19
+ color: white;
20
+ height: 500px;
21
+ }
22
+
23
+ input{
24
+ background-color: #00b2ff;
25
+ font-size: 1.2em;
26
+ border: none;
27
+ border-radius: 0.5em;
28
+ padding: 0.3em;
29
+ margin-left: 130px;
30
+
31
+ }
32
+ </style>
33
+
34
+ </html>
templates/index2.html ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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>