一个视频脸部识别和训练的小程序
2023-12-20 09:36:54
https://download.csdn.net/download/nn_84/88644035
这是本人没事用 opencv 写的脸部识别训练 小程序? 所有文件都在里面?
看懂了会笑死人? 一个算法也没有
识别脸部训练:
import cv2, numpy, os ,time
os.environ["CUDA_VISIBLE_DEVICES"] = "1"
labels, faces = [], []
file = 'haarcascade_frontalface_default.xml'
face_cascade = cv2.CascadeClassifier(file)
recognizer = cv2.face.LBPHFaceRecognizer_create()
cap = cv2.VideoCapture(0)
def detect_face(image):
gray = cv2.cvtColor(image, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.2, 5, minSize=(20, 20))
if (len(faces) == 0):
return None
(x, y, w, h) = faces[0]
return gray[y:y+w, x:x+h]
def read_face(label):
while (True):
ret,image = cap.read()
face = detect_face(image)
# time.sleep(0.08)
cv2.imshow("windows",image)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
if face is not None:
face = cv2.resize(face, (256, 256))
faces.append(face)
labels.append(label)
if __name__ == '__main__':
print("请问需要识别几个人:")
numb = int(input())
i = 1
while (i <= numb):
read_face(i)
time.sleep(8)
print("第" + str(i) + "个人完成训练 ")
i += 1
recognizer.train(faces, numpy.array(labels))
recognizer.save('trainner.yml')
脸部识别主程序:
import cv2, os, time
os.environ["CUDA_VISIBLE_DEVICES"] = "1"
names = ('None', 'Your name')
file = 'haarcascade_frontalface_default.xml'
face_cascade = cv2.CascadeClassifier(file)
recognizer = cv2.face.LBPHFaceRecognizer_create()
recognizer.read('trainner.yml')
cap = cv2.VideoCapture(0)
while (True):
ret,img = cap.read()
gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray, 1.2, 5)
for (x, y, w, h) in faces:
face = gray[y:y+w, x:x+h]
face = cv2.resize(face, (256, 256))
label, confidence = recognizer.predict(face)
confidence = 100 - confidence
if label > 0 and confidence > 75 :
cv2.rectangle(img, (x, y), (x+w, y+h), (0, 0, 0), 3)
text = 'Name: %s %i' %(names[label],confidence)
font = cv2.FONT_HERSHEY_PLAIN
cv2.putText(img, text, (x, y), font, 1.2, (220, 220, 220), 2)
# else:
# cv2.rectangle(img, (x, y), (x+w, y+h), (0, 0, 255), 3)
# time.sleep(0.5)
cv2.imshow('Image', img)
if cv2.waitKey(1) & 0xFF == ord('q'):
break
关于opencv 安装
fedora 38 39 :? # sudo yum install opencv opencv-contrib python3-opencv
文章来源:https://blog.csdn.net/nn_84/article/details/135089547
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本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。 如若内容造成侵权/违法违规/事实不符,请联系我的编程经验分享网邮箱:veading@qq.com进行投诉反馈,一经查实,立即删除!