百度人脸识别api及face++人脸识别api测试(python)

2017-09-06 00:05 出处:360java.com 作者:360java  阅读()
一.百度人脸识别服务 1.官方网址: http://apistore.baidu.com/apiworks/servicedetail/464.html 2.提供的接口包括: 2.1 多人脸比对:请求多个人脸图片做比对,使用前无需人脸注册过程。即同时上

一.百度人脸识别服务

1.官方网址:http://apistore.baidu.com/apiworks/servicedetail/464.html

2.提供的接口包括:

 2.1 多人脸比对:请求多个人脸图片做比对,使用前无需人脸注册过程。即同时上传多张图片,返回结果为每对图片的比对分数

 2.2 人脸识别:返回指定group中所有username的注册人脸和query人脸的相似度,返回结果按照相似度排序;人脸识别需要先在group里注册username和人脸图片,您可以使用这个功能自己实现一个小规模的人脸识别系统,比如明星脸识别、家庭成员识别等等。其实就是1n的比对,按照比对的分数返回

 2.3人脸验证:验证query人脸图片是否为指定username注册的人脸,需要先在username下注册人脸图片,其实就是11的比对,返回比对的分数

3.测试的接口:多人脸比对接口,不需要注册的过程,所以选择这个接口,

4.测试的数据:lfw数据集上的数据,可以去官网下载数据及pairs.txt,可以先研究一下该数据集

5.测试的代码(python)(官网上python例子中传入的参数是有问题的)

 

  1 import base64
  2 import urllib
  3 import urllib.request
  4 import urllib.parse
  5 import time
  6 import json
  7 
  8 #所需的图片要以base64编码的形式上传二进制字符串
  9 def image_to_base64(image_path):
 10     image_data = open(image_path, "rb")
 11     temp = image_data.read()
 12     base64_data = base64.b64encode(temp)
 13     image_data.close()
 14     data_string = str(base64_data)
 15     data_string = data_string.strip('\'b')
 16     return data_string
 17 
 18 def compare(image1, image2):
 19     url = 'http://apis.baidu.com/idl_baidu/faceverifyservice/face_compare'
 20     reg = r'{"params": [{"cmdid": "1000", "appid": "你的apikey", "clientip": "你的ip","type": "st_groupverify", "groupid": "12345", "versionnum": "1.0.0.1", "usernames": {"name1": "name1", "name2": "name2"}, "images": {"name1": "%s", "name2": "%s"}, "cates": {"name1":"7", "name2":"7"}}], "jsonrpc": "2.0","method": "Compare"}' % (image1, image2)
 21     byte_data = reg.encode(encoding="utf-8")
 22     req = urllib.request.Request(url, data=byte_data)
 23     req.add_header("apikey", "你的apikey")
 24    #请求第一次可能会出错,重新请求一次就好了
 25     try:
 26         resp = urllib.request.urlopen(req)
 27         content = resp.read()
 28         if content:
 29             print(content)
 30         return content
 31     except Exception:
 32         resp = urllib.request.urlopen(req)
 33         content = resp.read()
 34         if content:
 35             print(content)
 36         return content
 37 
 38 def compare_test():
 39     lfw_file = open("pairs.txt")
 40     res_file = open("res_baidu.txt", "a+")
 41     count = 0
 42     while 1:
 43         image_path = "你本地的lfw图片地址"
 44         line = lfw_file.readline()
 45         if not line:
 46             break
 47         line = line.strip('\n')
 48         images = line.split('\t')
 49         if len(images) > 3:
 50             register_image = image_path + images[0] + "\\" + images[0] + "_"
 51             if len(images[1]) < 2:
 52                 register_image = register_image + "000" + images[1] + ".jpg"
 53             elif len(images[1]) < 3:
 54                 register_image = register_image + "00" + images[1] + ".jpg"
 55             elif len(images[1]) < 4:
 56                 register_image = register_image + "0" + images[1] + ".jpg"
 57             else:
 58                 register_image = register_image + images[1] + ".jpg"
 59 
 60             verify_image = image_path + images[2] + "\\" + images[2] + "_"
 61             if len(images[3]) < 2:
 62                 verify_image = verify_image + "000" + images[3] + ".jpg"
 63             elif len(images[3]) < 3:
 64                 verify_image = verify_image + "00" + images[3] + ".jpg"
 65             elif len(images[3]) < 4:
 66                 verify_image = verify_image + "0" + images[3] + ".jpg"
 67             else:
 68                 verify_image = verify_image + images[3] + ".jpg"
 69         else:
 70             register_image = image_path + images[0] + "\\" + images[0] + "_"
 71             if len(images[1]) < 2:
 72                 register_image = register_image + "000" + images[1] + ".jpg"
 73             elif len(images[1]) < 3:
 74                 register_image = register_image + "00" + images[1] + ".jpg"
 75             elif len(images[1]) < 4:
 76                 register_image = register_image + "0" + images[1] + ".jpg"
 77             else:
 78                 register_image = register_image + images[1] + ".jpg"
 79 
 80             verify_image = image_path + images[0] + "\\" + images[0] + "_"
 81             if len(images[2]) < 2:
 82                 verify_image = verify_image + "000" + images[2] + ".jpg"
 83             elif len(images[2]) < 3:
 84                 verify_image = verify_image + "00" + images[2] + ".jpg"
 85             elif len(images[2]) < 4:
 86                 verify_image = verify_image + "0" + images[2] + ".jpg"
 87             else:
 88                 verify_image = verify_image + images[2] + ".jpg"
 89 
 90         content = compare(image_to_base64(register_image), image_to_base64(verify_image))
 91         content = str(content)
 92         content = content.strip('b\'')
 93         content = json.loads(content)
 94 
 95         if (int(count/300)) % 2 == 0:
 96             flag = 1
 97         else:
 98             flag = 0
 99 
100         if content['result']['_ret']['reslist']:
101             score = content['result']['_ret']['reslist']['name2|name1']
102         else:
103             score = "-1"
104 
105         res_file.write(line + '\t' + score + '\t' + str(flag) + '\n')
106         count += 1
107 
108     lfw_file.close()
109     res_file.close()
110 
111 compare_test()

 

6.比对结果中会出现很多个0.00000的情况,不了解具体的原因。。。知道的兄弟求告知!!!

二.Face++人脸识别服务

1.官方网址:https://console.faceplusplus.com.cn/documents/4887586

2.提供的接口包括Detect,Compare,Search等,只研究了一下Compare接口即11比对的接口,测试用的数据还是lfw,该请求直接传入图片的远程url地址即可,不需要直接上传图片文件,用之前还是要注册生成apikeyapisecret(注意用试用的apikey),直接上代码:

3.Python测试代码:

 

  1 import urllib
  2 import urllib.request
  3 import urllib.parse
  4 import json
  5 
  6 
  7 def compare(image1, image2):
  8     url = "https://api-cn.faceplusplus.com/facepp/v3/compare"
  9     data = {
 10         'api_key': '你自己的apikey',
 11         'api_secret': '你自己的apisecret',
 12         'image_url1': image1,
 13         'image_url2': image2
 14     }
 15     data = urllib.parse.urlencode(data)
 16     data = data.encode('utf-8')
 17     req = urllib.request.Request(url, data=data)
 18 
 19     try:
 20         resp = urllib.request.urlopen(req)
 21         content = resp.read()
 22         if content:
 23             print(content)
 24         return content
 25     except Exception:
 26         resp = urllib.request.urlopen(req)
 27         content = resp.read()
 28         if content:
 29             print(content)
 30         return content
 31 
 32 
 33 def compare_test():
 34     lfw_file = open("pairs.txt")
 35     res_file = open("res_face.txt", "a+")
 36     count = 0
 37     while 1:
 38         image_path = "http://vis-www.cs.umass.edu/lfw/images/"
 39         line = lfw_file.readline()
 40         if not line:
 41             break
 42         line = line.strip('\n')
 43         images = line.split('\t')
 44         if len(images) > 3:
 45             register_image = image_path + images[0] + "/" + images[0] + "_"
 46             if len(images[1]) < 2:
 47                 register_image = register_image + "000" + images[1] + ".jpg"
 48             elif len(images[1]) < 3:
 49                 register_image = register_image + "00" + images[1] + ".jpg"
 50             elif len(images[1]) < 4:
 51                 register_image = register_image + "0" + images[1] + ".jpg"
 52             else:
 53                 register_image = register_image + images[1] + ".jpg"
 54 
 55             verify_image = image_path + images[2] + "/" + images[2] + "_"
 56             if len(images[3]) < 2:
 57                 verify_image = verify_image + "000" + images[3] + ".jpg"
 58             elif len(images[3]) < 3:
 59                 verify_image = verify_image + "00" + images[3] + ".jpg"
 60             elif len(images[3]) < 4:
 61                 verify_image = verify_image + "0" + images[3] + ".jpg"
 62             else:
 63                 verify_image = verify_image + images[3] + ".jpg"
 64         else:
 65             register_image = image_path + images[0] + "/" + images[0] + "_"
 66             if len(images[1]) < 2:
 67                 register_image = register_image + "000" + images[1] + ".jpg"
 68             elif len(images[1]) < 3:
 69                 register_image = register_image + "00" + images[1] + ".jpg"
 70             elif len(images[1]) < 4:
 71                 register_image = register_image + "0" + images[1] + ".jpg"
 72             else:
 73                 register_image = register_image + images[1] + ".jpg"
 74 
 75             verify_image = image_path + images[0] + "/" + images[0] + "_"
 76             if len(images[2]) < 2:
 77                 verify_image = verify_image + "000" + images[2] + ".jpg"
 78             elif len(images[2]) < 3:
 79                 verify_image = verify_image + "00" + images[2] + ".jpg"
 80             elif len(images[2]) < 4:
 81                 verify_image = verify_image + "0" + images[2] + ".jpg"
 82             else:
 83                 verify_image = verify_image + images[2] + ".jpg"
 84 
 85         content = compare(register_image, verify_image)
 86         content = str(content)
 87         content = content.strip('b\'')
 88         content = json.loads(content)
 89 
 90         if (int(count / 300)) % 2 == 0:
 91             flag = 1
 92         else:
 93             flag = 0
 94 
 95         if 'confidence' in content.keys():
 96             score = content['confidence']
 97         else:
 98             score = '-1'
 99         res_file.write(line + '\t' + str(score) + '\t' + str(flag) + '\n')
100 
101         count += 1
102 
103     lfw_file.close()
104     res_file.close()
105 compare_test()

 

4.测试结果有待分析。。

 

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本文标签: 百度, 人脸, 识别, face++, 测试, python

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