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Drowsiness_Detection.py
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71 lines (63 loc) · 2.52 KB
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import os
from scipy.spatial import distance
from imutils import face_utils
import imutils
import dlib
import cv2
from pygame import mixer
mixer.init() # you must initialize the mixer
alert = mixer.Sound('warning.wav')
def eye_aspect_ratio(eye):
A = distance.euclidean(eye[1], eye[5])
B = distance.euclidean(eye[2], eye[4])
C = distance.euclidean(eye[0], eye[3])
ear = (A + B) / (2.0 * C)
return ear
thresh = 0.25
frame_check = 20
detect = dlib.get_frontal_face_detector()
# predict = dlib.shape_predictor("E:\Github projects\Drowsiness_Detection_fork\shape_predictor_68_face_landmarks.dat")# Dat file is the crux of the code
predict = dlib.shape_predictor("shape_predictor_68_face_landmarks.dat") # Dat file is the crux of the code
(lStart, lEnd) = face_utils.FACIAL_LANDMARKS_68_IDXS["left_eye"]
(rStart, rEnd) = face_utils.FACIAL_LANDMARKS_68_IDXS["right_eye"]
cap = cv2.VideoCapture(0)
flag = 0
while True:
ret, frame = cap.read()
frame = imutils.resize(frame, width=550)
gray = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)
subjects = detect(gray, 0)
for subject in subjects:
shape = predict(gray, subject)
shape = face_utils.shape_to_np(shape) # converting to NumPy Array
leftEye = shape[lStart:lEnd]
rightEye = shape[rStart:rEnd]
leftEAR = eye_aspect_ratio(leftEye)
rightEAR = eye_aspect_ratio(rightEye)
ear = (leftEAR + rightEAR) / 2.0
leftEyeHull = cv2.convexHull(leftEye)
rightEyeHull = cv2.convexHull(rightEye)
cv2.drawContours(frame, [leftEyeHull], -1, (0, 255, 0), 1)
cv2.drawContours(frame, [rightEyeHull], -1, (0, 255, 0), 1)
if ear < thresh:
flag += 1
print(flag)
if flag >= frame_check:
cv2.drawContours(frame, [leftEyeHull], -1, (0, 0, 255), 1)
cv2.drawContours(frame, [rightEyeHull], -1, (0, 0, 255), 1)
cv2.putText(frame, "****************ALERT!****************", (50, 30),
cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 0, 255), 2)
cv2.putText(frame, "****************ALERT!****************", (50, 400),
cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 0, 255), 2)
# os.system('spd-say "your program has finished"')
alert.play()
# print ("Drowsy")
else:
alert.stop()
flag = 0
cv2.imshow("Frame", frame)
key = cv2.waitKey(1) & 0xFF
if key == ord("q"):
break
cv2.destroyAllWindows()
cap.stop()