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EncodeGenerator.py
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EncodeGenerator.py
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import cv2
import face_recognition
import pickle
import os
import firebase_admin
from firebase_admin import credentials, storage, db
cred = credentials.Certificate("admin-service-key.json")
firebase_admin.initialize_app(cred, {
'databaseURL': 'https://iris-attendance-module-default-rtdb.asia-southeast1.firebasedatabase.app/',
'storageBucket': 'iris-attendance-module.appspot.com'
})
# Importing Student Images
folderPath = 'Images'
faceImages = os.listdir(folderPath)
imgList = []
studentIds = []
for path in faceImages:
imgList.append(cv2.imread(os.path.join(folderPath, path)))
studentIds.append(os.path.splitext(path)[0])
fileName = f'{folderPath}/{path}'
bucket = storage.bucket()
blob = bucket.blob(fileName)
blob.upload_from_filename(fileName)
# Encoding Generation
def findEncodings(imageList):
encodeList = []
for img in imageList:
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
encode = face_recognition.face_encodings(img)[0]
encodeList.append(encode)
return encodeList
encodeListKnown = findEncodings(imgList)
faceEncodings_withId = [encodeListKnown, studentIds]
file = open("FaceEncodings.p", 'wb')
pickle.dump(faceEncodings_withId, file)
file.close()