今天在学习深度学习知识时,发现python在安装完成后会自带几个已经训练好的xml文件,其中就有人脸识别和眼睛识别。然后我把这俩文件放到了我之前学习的打开摄像头的代码里,发现可以使用。使用结果和代码如下:
# -*- coding: utf-8 -*-
import cv2
def detect():
face_cascade = cv2.CascadeClassifier(
r'haarcascade_frontalface_alt2.xml')
eye_cascade = cv2.CascadeClassifier(
r'haarcascade_eye.xml')
camera = cv2.VideoCapture(0)
while (True):
ret, frame = camera.read()
gray = cv2.cvtColor(frame,
cv2.COLOR_BGR2GRAY)
# 检测人脸
faces = face_cascade.detectMultiScale(gray, 1.3,
5)
for (x, y,
w, h) in faces:
cv2.rectangle(frame, (x, y),
(x + w, y + h), (255, 0, 0), 2)
# 检测眼睛
eyes = eye_cascade.detectMultiScale(gray, 1.3,
5)
for (ex,
ey, ew, eh) in eyes:
cv2.rectangle(frame, (ex,
ey), (ex + ew, ey + eh), (0, 255, 0), 2)
cv2.imshow('camera', frame)
if cv2.waitKey(1000 //
12)
& 0xff == ord('q'):
break
camera.release()
cv2.destroyAllWindows()
if __name__ == '__main__':
detect()