调用百度AI的baidu-aip库进行人脸识别,baidu-aip库可以使用pip install baidu-aip进行安装
关于人脸检测请求参数可参考传送门
运行代码如下:
# coding=UTF-8
# 利用baidu-aip库进行人脸识别
import cv2
import matplotlib.pyplot as plt
from aip import AipFace
def detection(APP_ID, API_KEY, SECRET_KEY, filename, maxnum):
'''
:param APP_ID: https://console.bce.baidu.com/ai/创建人脸检测应用对应的APP_ID
:param API_KEY: https://console.bce.baidu.com/ai/创建人脸检测应用对应的API_KEY
:param SECRET_ID: https://console.bce.baidu.com/ai/创建人脸检测应用对应的SECRET_ID
:param filename: 图片路径
:param maxnum: 最大检测数
:return:
'''
# 初始化AirFace对象
aipface = AipFace(APP_ID, API_KEY, SECRET_KEY)
# 设置
options = {
'max_face_num': 10, # 检测人脸的最大数量
'face_fields': "age,beauty,expression,faceshape",
}
# 读取文件内容
def get_file_content(filePath):
with open(filePath, 'rb') as fp:
return fp.read()
result = aipface.detect(get_file_content(filename), options)
return result
def result_show(filename, result):
'''
:param filename: 原始图像
:param result: 检测结果
:return:
'''
img = cv2.imread(filename)
face_num = len(result['result'])
for i in range(face_num):
location = result['result'][i]['location']
left_top = (location['left'], location['top'])
right_bottom = (left_top[0] + location['width'], left_top[1] + location['height'])
cv2.rectangle(img, left_top, right_bottom, (200, 100, 0), 2)
cv2.imshow('img', img)
cv2.waitKey(0)
if __name__ =='__main__':
# 定义APP_ID、API_KEY、SECRET_KEY
APP_ID = '10761235'
API_KEY = 'PF4Ytr53mYdeKY8fjChE4Elh'
SECRET_KEY = 'q83srw3x3YDg6nTIh4I7ZzscntT7qWWO '
filename = 'girl.jpg'
result = detection(APP_ID, API_KEY, SECRET_KEY, filename, 10)
result_show(filename, result)
运行结果如下:
换张图像试试效果: