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import face_recognition as fr
import os
import cv2
KNOWN_FACES_DIR = "Known pics"
UNKNOWN_FACES_DIR ="Unknown pics"
TOLERANCE = 0.45
FRAME_THICKNESS = 3
FONT_THICKNESS = 2
MODEL = "hog"
print("Loading known faces :")
known_faces = []
known_names = []
for name in os.listdir(KNOWN_FACES_DIR):
for filename in os.listdir(f"{KNOWN_FACES_DIR}/{name}"):
image = fr.load_image_file(f"{KNOWN_FACES_DIR}/{name}/{filename}")
encoding = fr.face_encodings(image)[0]
known_faces.append(encoding)
known_names.append(name)
print("processing unknown faces :")
for filename in os.listdir(UNKNOWN_FACES_DIR):
print(filename)
image = fr.load_image_file(f"{UNKNOWN_FACES_DIR}/{filename}")
locations = fr.face_locations(image,model = MODEL)
encodings = fr.face_encodings(image,locations)
image = cv2.cvtColor(image,cv2.COLOR_RGB2BGR)
for face_encoding, face_location in zip(encodings,locations):
results = fr.compare_faces(known_faces,face_encoding,TOLERANCE)
match = None
if True in results:
match = known_names[results.index(True)]
print(f"Match found:{match}")
color =[0,255,0]
else:
match = "Unknown"
color =[200,200,200]
top_left = (face_location[3],face_location[0]-75)
bottom_right = (face_location[1],face_location[2])
cv2.rectangle(image, top_left, bottom_right, color, FRAME_THICKNESS)
top_left = (face_location[3],face_location[2])
bottom_right = (face_location[1],face_location[2]+22)
cv2.rectangle(image, top_left, bottom_right, color, cv2.FILLED)
cv2.putText(image, match,(face_location[3]+10,face_location[2]+15),cv2.FONT_HERSHEY_SIMPLEX,0.5,(0,0,0),FONT_THICKNESS)
cv2.namedWindow(filename,cv2.WINDOW_NORMAL)
cv2.imshow(filename,image)
cv2.waitKey(1000)