face++与python实现人脸识别签到(考勤)功能

时间:2021-05-22

项目实现利用face++开发一个课堂签到的软件,实现面向摄像头即可完成记录学号、姓名和时间的签到工作。

项目架构

项目使用场景

代码:

流程代码,主文件

#!usr/bin/# -*- coding: utf-8 -*-import requestsfrom json import JSONDecoderimport csvimport cv2import timeimport tkinter as tk search_url = "https://api-cn.faceplusplus.com/facepp/v3/search"getdetail_url = "https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail"key = "***************"secret = "*********************" filename = time.time()filepath = "photo/" + str(filename) + ".jpg" cap = cv2.VideoCapture(0)while(1): # get a frame ret, frame = cap.read() # show a frame cv2.imshow("capture", frame) if cv2.waitKey(1) & 0xFF == ord('1'): cv2.imwrite(filepath, frame) breakcap.release()cv2.destroyAllWindows() print("waiting...") csvfile = open('face_token.csv','r')freader = csv.reader(csvfile)dic = dict(freader)csvfile.close()faceID_dict = {v:k for k,v in dic.items()}print("...") data = {"api_key": key, "api_secret": secret, "outer_id":'zbpm'}files = {"image_file": open(filepath, "rb")}response = requests.post(search_url, data=data, files=files)req_con = response.content.decode('utf-8')req_dict = JSONDecoder().decode(req_con)pre_face_token = req_dict["results"][0]["face_token"]pre_confidence = req_dict["results"][0]["confidence"]pre_thresholds = req_dict["thresholds"]["1e-5"]print("...") data = {"api_key": key, "api_secret": secret,"outer_id":'zbpm'}response = requests.post(getdetail_url, data=data)req_con = response.content.decode('utf-8')req_dict = JSONDecoder().decode(req_con)faces_token = req_dict["face_tokens"]print("...") if pre_face_token in faces_token and pre_confidence >= pre_thresholds: labaltext = faceID_dict[pre_face_token] + "\n\n\n" +str(time.asctime(time.localtime())) window = tk.Tk() window.title = ('FaceID') window.geometry = ('200x200') var = tk.StringVar() l = tk.Label(window,bg = 'yellow',text = labaltext,font=("黑体",20 ,"bold"),width = 30,height = 20) l.pack() l.config(text=labaltext+var.get()) #tk.messagebox.askokcancel('faceId', faceID_dict[pre_face_token] + "\n" +str(time.asctime(time.localtime()))) print(faceID_dict[pre_face_token])else: tkinter.messagebox.askokcancel('提示', '未找到') print("未找到")

建立云脸数据集的模块:

#!usr/bin/# -*- coding: utf-8 -*-import requestsimport timefrom json import JSONDecoderimport csv http_url ='https://api-cn.faceplusplus.com/facepp/v3/faceset/addface'key = "z_qkMMqK1efq8ikgAPOEn89A7And-lAa"secret = "***********************"faceset_token = '******************************' face_tokens_str = ''csvfile = open('face_token.csv','r')freader = csv.reader(csvfile)facedata = []i = 0for item in freader: i = i + 1 face_tokens_str = face_tokens_str + item[1] + ',' if i%5 == 0: face_tokens_str = face_tokens_str[:-1] facedata.append (face_tokens_str) face_tokens_str = ''face_tokens_str = face_tokens_str[:-1]facedata.append (face_tokens_str)csvfile.close() for item in facedata: print(item) data = {"api_key":key,"api_secret":secret,"faceset_token":faceset_token,"face_tokens":item} response = requests.post(http_url, data=data) print(response) print(response.text)

初始建立云联数据集的模块:

#!/usr/bin/env/ python# _*_ coding:utf-8 _*_ import requestsfrom json import JSONDecoder http_url = "https://api-cn.faceplusplus.com/facepp/v3/faceset/create"get_url = "https://api-cn.faceplusplus.com/facepp/v3/faceset/getfacesets"getdetails_url = "https://api-cn.faceplusplus.com/facepp/v3/faceset/getdetail"key = "**********************"secret = "*********************" data = {"api_key":key,"api_secret":secret,"display_name":'SEUers',"outer_id":'zbpm'} repn = requests.post(http_url,data = data)print(repn)print(repn.text)data = {"api_key":key,"api_secret":secret}repn = requests.post(get_url,data = data)print(repn)print(repn.text)data = {"api_key":key,"api_secret":secret,"outer_id":'zbpm'}repn = requests.post(getdetails_url,data = data)print(repn)print(repn.text)

生成存储facetoken:

这里从171860学号开始生成我的facetoken

#!usr/bin/# -*- coding: utf-8 -*-import requestsfrom json import JSONDecoderimport csv id = 171860 http_url ='https://api-cn.faceplusplus.com/facepp/v3/detect'key = "*******************"secret = "*******************" faceID_List = []face_token_List = []for i in range (0,10): faceID = str(id + i) file = "picture/"+ faceID + ".jpg" data = {"api_key":key,"api_secret":secret,"return_landmark":1,} file = {"image_file":open(file,'rb')} response = requests.post(http_url,data = data,files = file) req_con = response.content.decode('utf-8') req_dict = JSONDecoder().decode(req_con) face_token = req_dict["faces"][0]["face_token"] faceID_List.append(faceID) face_token_List.append(face_token) print(faceID_List)print(face_token_List) csvfile = open('face_token.csv','a',newline = '')fwriter = csv.writer(csvfile)for i in range(len(faceID_List)): fwriter.writerow([faceID_List[i],face_token_List[i]])csvfile.close()

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