我正在尝试在我的树莓派上运行面部识别服务,但它突然停止检测人脸
我为此使用了python-opencv,上次我测试它时一切正常。下面的代码用于在新面孔上训练系统`
import cv2
import os
import numpy as np
from PIL import Image
import sqlite3
recognizer = cv2.createLBPHFaceRecognizer()
detector= cv2.CascadeClassifier("haarcascade_frontalface_default.xml");
cam = cv2.VideoCapture(0)
con = sqlite3.connect('Users.db')
cur = con.cursor()
Id=raw_input('Enter your id: ')
name=raw_input('Enter your name: ')
sampleNum=0
while True:
ret, img = cam.read()
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = detector.detectMultiScale(gray, 1.3, 5)
for (x,y,w,h) in faces:
cv2.rectangle(img,(x,y),(x+w,y+h),(255,0,0),2)
#incrementing sample number
sampleNum=sampleNum+1
#saving the captured face in the dataset folder
cv2.imwrite("dataSet/User."+Id +'.'+ str(sampleNum) + ".jpg", gray[y:y+h,x:x+w])
cv2.imshow('frame',img)
#wait for 100 miliseconds
if cv2.waitKey(100) & 0xFF == ord('q'):
break
# break if the sample number is more than 20
elif sampleNum>30:
break
cam.release()
cv2.destroyAllWindows()
def getImagesAndLabels(path):
#get the path of all the files in the folder
imagePaths=[os.path.join(path,f) for f in os.listdir(path)]
#create empth face list
faceSamples=[]
#create empty ID list
Ids=[]
#now looping through all the image paths and loading the Ids and the images
for imagePath in imagePaths:
#loading the image and converting it to gray scale
pilImage=Image.open(imagePath).convert('L')
#Now we are converting the PIL image into numpy array
imageNp=np.array(pilImage,'uint8')
#getting the Id from the image
Id=int(os.path.split(imagePath)[-1].split(".")[1])
# extract the face from the training image sample
faces=detector.detectMultiScale(imageNp)
#If a face is there then append that in the list as well as Id of it
for (x,y,w,h) in faces:
faceSamples.append(imageNp[y:y+h,x:x+w])
Ids.append(Id)
return faceSamples,Ids
os.system("sudo rm trainer/trainer.yml")
faces,Ids = getImagesAndLabels('dataSet')
recognizer.train(faces, np.array(Ids))
recognizer.save('trainer/trainer.yml')
'通常它会打开一个窗口并连续显示 30 张用户面部照片,但现在在询问名称后什么也没显示。我运行过其他OpenCV应用程序,它可以在静态图像中找到人脸。
我不得不替换haar_cascade_frontalface.xml文件