Python人臉識別考勤打卡系統(tǒng)

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運行結(jié)果如下：

?主要代碼：

import random import cv2 import numpy import datetime import os import time import cv2 as cv import numpy as np import threading from PIL import Image, ImageFont, ImageDrawdatabase_file_path = './resources/data.db' picture_dir_path = "./resources/pictures" trainer_file_path = './resources/Trainer/trainer.yml' font_file_path = './resources/simsun.ttc' zsc_circle_file_path = './resources/zsc.jpg' zsc_rectangle_file_path = './resources/zsc.png' haarcascade_frontalface_file_path = './resources/haarcascade_frontalface_default.xml' capture_opt = 0 # 攝像頭參數(shù)，0，1為本機攝像頭# 繼承wx庫里面的Frame類來使用 class MainFrame(wx.Frame):def __init__(self):# 初始化窗體數(shù)據(jù)wx.Frame.__init__(self, None, -1, '人臉識別考勤系統(tǒng)', pos=(100, 100), size=(1337, 600))panel = wx.Panel(self, -1)sizer = wx.BoxSizer(wx.HORIZONTAL)sizer1 = wx.BoxSizer(wx.VERTICAL)sizer2 = wx.BoxSizer(wx.VERTICAL)font = wx.Font(15, wx.ROMAN, wx.NORMAL, wx.BOLD)# 設(shè)置窗口以及托盤圖標icon = wx.Icon()icon.CopyFromBitmap(wx.Bitmap(wx.Image((zsc_circle_file_path), wx.BITMAP_TYPE_JPEG)))self.SetIcon(icon)# 設(shè)置左邊背景學院logoimage = wx.Image(zsc_rectangle_file_path, wx.BITMAP_TYPE_PNG).ConvertToBitmap()self.background = wx.StaticBitmap(panel, -1, bitmap=image, style=wx.ALIGN_CENTER)sizer1.Add(self.background, proportion=10, flag=wx.ALIGN_CENTER, border=10)# 設(shè)置采集人臉按鈕self.command1 = wx.Button(panel, -1, '采集人臉')self.command1.SetFont(font)self.command1.SetBackgroundColour('#3299CC')sizer1.Add(self.command1, proportion=5, flag=wx.ALL | wx.EXPAND, border=10)# 設(shè)置訓練數(shù)據(jù)按鈕self.command2 = wx.Button(panel, -1, '訓練數(shù)據(jù)')self.command2.SetFont(font)self.command2.SetBackgroundColour('#DBDB70')sizer1.Add(self.command2, proportion=5, flag=wx.ALL | wx.EXPAND, border=10)# 設(shè)置人臉識別按鈕self.command3 = wx.Button(panel, -1, '識別打卡')self.command3.SetFont(font)self.command3.SetBackgroundColour('#32CC32')sizer1.Add(self.command3, proportion=5, flag=wx.ALL | wx.EXPAND, border=10)# 設(shè)置退出系統(tǒng)按鈕self.command4 = wx.Button(panel, -1, '關(guān)閉攝像頭')self.command4.SetFont(font)self.command4.SetBackgroundColour((random.randint(1, 255), random.randint(0, 255), random.randint(0, 255)))sizer1.Add(self.command4, proportion=5, flag=wx.ALL | wx.EXPAND, border=10)# 設(shè)置消息提示文本self.text5 = wx.StaticText(panel, -1, '\n\n', style=wx.ALIGN_CENTER)self.text5.SetFont(font)self.text5.SetForegroundColour('Red')sizer1.Add(self.text5, proportion=15, flag=wx.ALL | wx.EXPAND, border=10)# 設(shè)置個人信息文本self.text6 = wx.StaticText(panel, -1, '姓名：')self.text7 = wx.StaticText(panel, -1, '學號：')self.text8 = wx.StaticText(panel, -1, '學院：')sizer1.Add(self.text6, proportion=3, flag=wx.LEFT, border=0)sizer1.Add(self.text7, proportion=3, flag=wx.LEFT, border=0)sizer1.Add(self.text8, proportion=3, flag=wx.LEFT, border=0)# 把分布局全部加入整體頂級布局sizer.Add(sizer1, flag=wx.EXPAND | wx.ALL, border=20)# 設(shè)置右上邊消息提示文本sizer3 = wx.BoxSizer(wx.HORIZONTAL)font = wx.Font(12, wx.ROMAN, wx.NORMAL, wx.BOLD)self.text9 = wx.StaticText(panel, -1, '', style=wx.ALIGN_LEFT)self.text9.SetFont(font)self.text9.SetForegroundColour('brown')self.text9.SetLabel(u''+'您好，歡迎使用人臉考勤系統(tǒng)！')self.text10 = wx.StaticText(panel, -1, '', style=wx.ALIGN_RIGHT)self.text10.SetFont(font)self.text10.SetForegroundColour('Blue')self.data_num = 0self.updateSumData()sizer3.Add(self.text9, proportion=1, flag= wx.ALL|wx.EXPAND, border=10)sizer3.Add(self.text10, proportion=1, flag= wx.ALL|wx.EXPAND, border=10)sizer2.Add(sizer3, proportion=1, flag=wx.EXPAND | wx.ALL, border=0)# 封面圖片self.image_cover = wx.Image(zsc_circle_file_path, wx.BITMAP_TYPE_ANY).Scale(575, 460)self.bmp = wx.StaticBitmap(panel, -1, wx.Bitmap(self.image_cover))sizer2.Add(self.bmp, proportion=1, flag=wx.ALL|wx.EXPAND ,border=0)# 加入頂級布局sizer.Add(sizer2, flag=wx.EXPAND | wx.ALL, border=10)# 實例化數(shù)據(jù)庫操作對象self.mySqlDao = MySQLDao(self)self.grid = MyGrid(panel, self.mySqlDao)self.grid.updateGrid()# 打卡記錄表sizer.Add(self.grid, proportion=1, flag=wx.EXPAND | wx.ALL, border=10)panel.SetSizer(sizer)# 四個按鈕對應(yīng)的事件self.command1.Bind(wx.EVT_BUTTON, self.command1_event)self.command4.Bind(wx.EVT_BUTTON, self.command4_event)self.command3.Bind(wx.EVT_BUTTON, self.command3_event)self.command2.Bind(wx.EVT_BUTTON, self.command2_event)# 關(guān)閉事件self.Bind(wx.EVT_CLOSE,self.onClose)# 窗口居中，顯示self.Center()self.Show()# 控制攝像頭的開啟與關(guān)閉self.recognition = Falseself.collected = False'''主窗體關(guān)閉事件'''def onClose(self,event):self.command4_event(event)# 等待子線程完成 再關(guān)閉，防止不正常退出time.sleep(1)self.Destroy()'''采集數(shù)據(jù)按鈕的響應(yīng)事件'''def command1_event(self, event):self.text6.SetLabel('姓名：')self.text7.SetLabel('學號：')self.text8.SetLabel('學院：')self.text5.SetLabel(u'\n溫馨提示：\n' + '?正在進學生信息錄入...')self.text5.Update()collectFrame = CollectFrame(self,self.mySqlDao)collectFrame.Show()'''訓練數(shù)據(jù)按鈕的響應(yīng)事件'''def command2_event(self, event):self.trainData()'''識別打卡按鈕的響應(yīng)事件'''def command3_event(self, event):self.text5.SetLabel(u'')self.recognition = Falset1 = threading.Thread(target=self.recognitionFace)t1.start()'''關(guān)閉攝像頭按鈕的響應(yīng)事件'''def command4_event(self, event):if self.collected == False:self.collected = Trueif self.recognition == False:self.recognition = Truedef updateSumData(self):self.data_num = 0for list in os.listdir(picture_dir_path):if len(os.listdir(picture_dir_path + '/' + list)) >= 200:self.data_num += 1self.text10.SetLabel(u'當前已采集人臉數(shù)據(jù)的人數(shù)：' + str(self.data_num))self.text10.Update()'''@Author：Himit_ZH@Function：處理收集人臉每一幀生成圖片存入對應(yīng)文件夾'''def collect(self,face_id):self.text5.SetLabel(u'\n溫馨提示：\n' + '請看向攝像頭\n準備采集200張人臉圖片...')count = 0 # 統(tǒng)計照片數(shù)量path = picture_dir_path+"/Stu_" + str(face_id) # 人臉圖片數(shù)據(jù)的儲存路徑# 讀取視頻cap = cv.VideoCapture(capture_opt)print(cap.isOpened())if cap.isOpened() == False:self.text5.SetLabel(u'\n錯誤提示：\n' + '×采集人臉數(shù)據(jù)失敗！\n原因：未能成功打開攝像頭')return# 加載特征數(shù)據(jù)face_detector = cv.CascadeClassifier(haarcascade_frontalface_file_path)if not os.path.exists(path): # 如果沒有對應(yīng)文件夾，自動生成os.makedirs(path)while self.collected == False:flag, frame = cap.read()# print('flag:',flag,'frame.shape:',frame.shape)if not flag:break# 將圖片灰度gray = cv.cvtColor(frame, cv.COLOR_BGR2GRAY)faces = face_detector.detectMultiScale(gray, 1.1, 3)if len(faces) > 1: # 一幀出現(xiàn)兩張照片丟棄，原因：有人亂入，也有可能人臉識別出現(xiàn)差錯continue# 框選人臉，for循環(huán)保證一個能檢測的實時動態(tài)視頻流for x, y, w, h in faces:cv.rectangle(frame, (x, y), (x + w, y + h), color=(0, 255, 0), thickness=2)count += 1cv.imwrite(path + '/' + str(count) + '.png', gray[y:y + h, x:x + w])# # 顯示圖片# cv.imshow('Camera', frame)# 將一幀幀圖片顯示在UI中image1 = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)image2 = cv2.resize(image1, (575, 460))height, width = image2.shape[:2]pic = wx.Bitmap.FromBuffer(width, height, image2)# 顯示圖片在panel上self.bmp.SetBitmap(pic)self.bmp.Update()self.text9.SetLabel(u'溫馨提示：\n' + '已采集'+ str(count)+'張人臉照片')if count >= 200: #默認采集200張照片break# 關(guān)閉資源if count >=200:self.text5.SetLabel(u'\n溫馨提示：\n' + '?已成功采集到人臉數(shù)據(jù)！')self.updateSumData()else:self.text5.SetLabel(u'\n錯誤提示：\n' + '×采集人臉數(shù)據(jù)失敗!\n未能收集到200張人臉數(shù)據(jù)！')# 刪除該文件夾下的所有數(shù)據(jù)ls = os.listdir(path)for file_path in ls:f_path = os.path.join(path, file_path)os.remove(f_path)os.rmdir(path)cv.destroyAllWindows()cap.release()self.bmp.SetBitmap(wx.Bitmap(self.image_cover))'''@Author：Himit_ZH@Function：遍歷指定文件夾里面的人臉數(shù)據(jù)，根據(jù)文件夾名字，訓練對應(yīng)數(shù)據(jù)'''def trainData(self):self.text5.SetLabel(u'\n溫馨提示：\n' + '?正在整合訓練的人臉數(shù)據(jù)\n請稍后...')# 圖片路徑path = picture_dir_pathfacesSamples = []imageFiles = []ids = []for root, dirs, files in os.walk(path):# root 表示當前正在訪問的文件夾路徑# dirs 表示該文件夾下的子目錄名list# files 表示該文件夾下的文件list# 遍歷文件for file in files:imageFiles.append(os.path.join(root, file))# 檢測人臉的模型數(shù)據(jù)face_detector = cv2.CascadeClassifier(haarcascade_frontalface_file_path)# 遍歷列表中的圖片stu_map = self.mySqlDao.getIdfromSql()for imagefile in imageFiles: # 獲得所有文件名字imagefile = imagefile.replace('\\', '/')sno = imagefile.split('/')[3].split('_')[1]if stu_map.get(sno):PIL_img = Image.open(imagefile).convert('L') # 打開圖片并且轉(zhuǎn)為灰度圖片# 將圖像轉(zhuǎn)換為數(shù)組img_numpy = np.array(PIL_img, 'uint8')faces = face_detector.detectMultiScale(img_numpy)for x, y, w, h in faces:facesSamples.append(img_numpy[y:y + h, x:x + w])ids.append(int(stu_map.get(sno)))if __name__ == '__main__':app = wx.App()app.locale = wx.Locale(wx.LANGUAGE_CHINESE_SIMPLIFIED)frame = MainFrame()app.MainLoop()

?運行結(jié)果如下：

?

Python, C++, PHP語言學習參考實例連接：

C++學習參考實例：

C++實現(xiàn)圖形界面五子棋游戲源碼：

https://blog.csdn.net/alicema1111/article/details/90035420

C++實現(xiàn)圖形界面五子棋游戲源碼2：

https://blog.csdn.net/alicema1111/article/details/106479579

C++ OpenCV相片視頻人臉識別統(tǒng)計人數(shù)：

https://blog.csdn.net/alicema1111/article/details/105833928

VS2017+PCL開發(fā)環(huán)境配置：

https://blog.csdn.net/alicema1111/article/details/106877145

VS2017+Qt+PCL點云開發(fā)環(huán)境配置：

https://blog.csdn.net/alicema1111/article/details/105433636

C++ OpenCV汽車檢測障礙物與測距：

https://blog.csdn.net/alicema1111/article/details/105833449

Windows VS2017安裝配置PCL點云庫：

https://blog.csdn.net/alicema1111/article/details/105111110

VS+VTK+Dicom(dcm)+CT影像切片窗體界面顯示源碼

https://blog.csdn.net/alicema1111/article/details/106994839

Python學習參考實例：

Python相片更換背景顏色qt窗體程序：

https://blog.csdn.net/alicema1111/article/details/106919140

OpenCV汽車識別檢測數(shù)量統(tǒng)計：

https://blog.csdn.net/alicema1111/article/details/106597260

OpenCV視頻識別檢測人數(shù)跟蹤統(tǒng)計：

https://blog.csdn.net/alicema1111/article/details/106113042

OpenCV米粒檢測數(shù)量統(tǒng)計：

https://blog.csdn.net/alicema1111/article/details/106089697

opencv人臉識別與變形哈哈鏡：

https://blog.csdn.net/alicema1111/article/details/105833123

OpenCV人臉檢測打卡系統(tǒng)：

https://blog.csdn.net/alicema1111/article/details/105315066

Python+OpenCV攝像頭人臉識別：

https://blog.csdn.net/alicema1111/article/details/105107286

Python+Opencv識別視頻統(tǒng)計人數(shù)：

https://blog.csdn.net/alicema1111/article/details/103804032

Python+OpenCV圖像人臉識別人數(shù)統(tǒng)計：

https://blog.csdn.net/alicema1111/article/details/105378639

python人臉頭發(fā)身體部位識別人數(shù)統(tǒng)計：

https://blog.csdn.net/alicema1111/article/details/116424942

VS+QT+VTK三維網(wǎng)格圖像顯示GUI

https://blog.csdn.net/alicema1111/article/details/117060734

PHP網(wǎng)頁框架：

PHP Laravel框架安裝與配置后臺管理前臺頁面顯示：

https://blog.csdn.net/alicema1111/article/details/106686523

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