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python3 调用百度人脸识别基础实例

python3 调用百度人脸识别基础实例

作者: Xmaxdev | 来源:发表于2021-08-05 18:41 被阅读0次

    注意修改 --replace-- 变为自己的路径和参数

    实现功能

    1.SDK 活体检测-照片
    2.HTTP 人脸对比-图片
    3.HTTP 活体检测-视频
    4.HTTP 实名认证
    5.HTTP 身份证与名字比对

    pip install baidu-aip requests
    
    import requests
    from aip import AipFace
    import base64
    import json
    
    
    class Start:
        def __init__(self):
            """ 你的 APPID AK SK """
            self.APP_ID = '--replace--'
            self.API_KEY = '--replace--'
            self.SECRET_KEY = '--replace--'
            self.access_token_info = {}
    
        def live_check_img(self):
            '''
                         活体检测-照片
                          url: https://ai.baidu.com/ai-doc/FACE/ek37c1qiz
            '''
            with open("--replace--", 'rb') as f:
                base64_data = base64.b64encode(f.read()).decode()
                print(base64_data)
    
            client = AipFace(self.APP_ID,
                             self.API_KEY,
                             self.SECRET_KEY)
    
            imageType = "BASE64"
            """ 如果有可选参数 """
            options = {}
            options[
                "face_field"] = "age,beauty,expression,gender,glasses,emotion,face_type,face_shape"
            options["max_face_num"] = 1
            options["face_type"] = "LIVE"
            options["liveness_control"] = "LOW"
            result = client.detect(base64_data, imageType, options)
            for i in result:
                print(i, result[i])
    
        def face_contrast(self):
            '''
                    人脸对比-图片
                    url: https://ai.baidu.com/ai-doc/FACE/Lk37c1tpf
            '''
    
            request_url = "--replace--", 'rb') as f:
                base64_data_1 = base64.b64encode(f.read()).decode()
            with open("--replace--", 'rb') as f:
                base64_data_2 = base64.b64encode(f.read()).decode()
            faceList = [{"image": base64_data_1, "image_type": "BASE64", "face_type": "LIVE", "quality_control": "LOW"},
                        {"image": base64_data_2, "image_type": "BASE64", "face_type": "LIVE", "quality_control": "LOW"}]
            access_token = self.access_token_info['access_token']
            request_url = f"""{request_url}?access_token={access_token}"""
            headers = {'content-type': 'application/json'}
            response = requests.post(request_url, json=faceList, headers=headers)
            if response:
                print(response.json())
    
        def get_access_token_info(self):
            '''
                http请求获取access_token
            '''
            # client_id 为官网获取的AK, client_secret 为官网获取的SK
            host = f"""https://aip.baidubce.com/oauth/2.0/token?grant_type=client_credentials&client_id={self.API_KEY}&client_secret={self.SECRET_KEY}"""
            access_token_res = requests.get(host)
            self.access_token_info = json.loads(access_token_res.text)
            print(self.access_token_info, 'self.access_token_info')
    
        def live_check_video(self):
            '''
                 活体检测-视频
                  url: https://ai.baidu.com/ai-doc/FACE/lk37c1tag
            '''
            # 此接口主要用于生成随机码
            faceliveness_headers = {'content-type': 'application/x-www-form-urlencoded'}
            sessioncode_data = {
                # 'type': '1'
            }
            sessioncode_req = requests.post(
                url=f"""https://aip.baidubce.com/rest/2.0/face/v1/faceliveness/sessioncode?access_token={
                self.access_token_info['access_token']}""",
                headers=faceliveness_headers, data=sessioncode_data)
            faceliveness_extract_json = json.loads(sessioncode_req.text)
            print(faceliveness_extract_json)
            if faceliveness_extract_json['err_no'] == 0:
                faceliveness_result = faceliveness_extract_json['result']
                with open("--replace--",
                          'rb') as f:
                    base64_data = base64.b64encode(f.read()).decode()
                # print(base64_data)
                verify_data = {
                    # 'type_identify': 'action',
                    'video_base64': base64_data,
                    'session_id': faceliveness_result['session_id'],
                    # 'lip_identify': 'COMMON'
                }
                verify_req = requests.post(
                    url=f"""https://aip.baidubce.com/rest/2.0/face/v1/faceliveness/verify?access_token={
                    self.access_token_info['access_token']}""",
                    headers=faceliveness_headers, data=verify_data)
                print(verify_req.text)
    
    
        def reality_check(self):
            '''
                实名认证
                url: https://ai.baidu.com/ai-doc/FACE/7k37c1ucj
                经常出现问题[{
                'errCode':6,
                'meg':'no permission to access data',
                'info':'常见问题是有V3版本权限,调用的是v2版本接口;需要企业认证的,开通企业认证后一个小时左右即可使用。'
                }]
            '''
    
            request_url = "https://aip.baidubce.com/rest/2.0/face/v3/person/verify"
            headers = {'content-type': 'application/json'}
            with open("/Users/hayashishihime/Documents/pycharmProjects/outProjects/人脸识别/static/yu.jpg", 'rb') as f:
                base64_data_1 = base64.b64encode(f.read()).decode()
            data = {
                "image": base64_data_1,
                "image_type": "BASE64",
                "face_type": "LIVE",
                "quality_control": "LOW",  # 图片质量控制
                "liveness_control": "",  # 活体检测控制
                "id_card_number": "--replace--",
                "name": "--replace--",
                "spoofing_control": "LOW"
    
            }
            access_token = self.access_token_info['access_token']
            request_url = f"""{request_url}?access_token={access_token}"""
            print(request_url)
            response = requests.post(request_url, json=data, headers=headers)
            if response:
                print(response.json())
    
        def idcard_check(self):
            '''
                身份证与名字比对
                url: https://ai.baidu.com/ai-doc/FACE/Tkqahnjtk
                经常出现问题[{
                'errCode':6,
                'meg':'no permission to access data',
                'info':'常见问题是有V3版本权限,调用的是v2版本接口;需要企业认证的,开通企业认证后一个小时左右即可使用。'
                }]
            '''
    
            request_url = "https://aip.baidubce.com/rest/2.0/face/v3/person/verify"
            headers = {'content-type': 'application/json'}
            data = {
                "id_card_number": "--replace--",
                "name": "--replace--",
            }
            access_token = self.access_token_info['access_token']
            request_url = f"""{request_url}?access_token={access_token}"""
            response = requests.post(request_url, data=data, headers=headers)
            if response:
                print(response.json())
    
        def main(self):
            # -------------------- SDK --------------------------
            # self.live_check_img()
    
            # -------------------- http --------------------------
            self.get_access_token_info()
            # 人脸对比-图片
            # self.face_contrast()
            # 活体检测-视频
            # self.live_check_video()
            # 实名认证
            # self.reality_check()
            # 身份证与名字比对
            self.idcard_check()
    
    
    if __name__ == '__main__':
        start = Start()
        start.main()
    
    

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