我的代码
其中在"打开图片时"、"进入子进程之前"、"子进程join前"、"进入子进程区域后"，"子进程join后"、"进入子线程区域后"分别打印了进程线程的编号和数量。
python
# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'test2.ui'
#
# Created by: PyQt5 UI code generator 5.15.4
#
# WARNING: Any manual changes made to this file will be lost when pyuic5 is
# run again. Do not edit this file unless you know what you are doing.
'''
这个文件用于显示PyQt，无需输入正确的账号和密码就可以登录进去
选择图片的时候只能选择28*28像素的图片，也就是TestDigitImgs的第一张图片
'''
'''PyQt'''
from PyQt5 import QtCore, QtGui, QtWidgets
from PyQt5.QtWidgets import QFileDialog
from PyQt5.QtCore import QUrl
from PyQt5.QtGui import QDesktopServices
from PyQt5.QtCore import Qt
from PyQt5.QtWidgets import QApplication
from PyQt5.QtCore import Qt
from PyQt5.QtGui import QPixmap
from PyQt5.QtCore import QThread, pyqtSignal
from PyQt5.QtWidgets import QApplication, QFileDialog, QMessageBox
from PyQt5.Qt import Qt, QIcon
from PyQt5 import QtCore, QtGui, QtWidgets
'''调用类'''
import os
from multiprocessing import Process
from multiprocessing import Process, Queue
import threading
# from Docx import GenerateDocx
# import cv2
# import math
# import utils
# import numpy as np
# from docx2pdf import convert
# from mmdeploy_runtime import Detector, Classifier
# from datetime import datetime
# 获取当前日期和时间
INFER_WINDOW_SIZE = [1024, 1024]
INFER_WINDOW_STRIDES = (960, 960)
OVERLAP_NMS_THRESHOLD = 0.5
BBOX_DISPLAY_CONFIDENCE = 0.5
CATEGORY_COLOR = {
'papule':(140,240,255),
'nevus':(162,247,223),
'nodule':(152,192,250),
'open_comedo':(86,143,128),
'closed_comedo':(60,57,166),
'atrophic_scar':(103,49,132),
'hypertrophic_scar':(249,233,160),
'melasma':(164,93,222),
'pustule':(235,177,161),
'other':(233,222,252)
}
CATEGORY_INDEX = {0:'papule',
1:'nevus',
2:'nodule',
3:'open_comedo',
4:'closed_comedo',
5:'atrophic_scar',
6:'hypertrophic_scar',
7:'melasma',
8:'pustule',
9:'other'}
CLASSIFICATION_DRUG = {
1:"无需治疗",
2:"BPO或弱效维A酸类外用",
3:"BPO联合维A酸类外用",
4:"BPO联合维A酸,考虑口服抗生素",
5:"BPO联合维A酸,口服抗生素",
6:"BPO联合维A酸,口服抗生素,并开始考虑异维A酸",
7:"BPO联合维A酸,口服抗生素,推荐异维A酸",
8:"异维A酸"
}
QApplication.processEvents()
class Ui_MainWindow(object):
def setupUi(self, MainWindow):
MainWindow.setObjectName("MainWindow")
MainWindow.resize(1410, 902)
MainWindow.setWindowIcon(QIcon('./icon/main.ico'))
self.centralwidget = QtWidgets.QWidget(MainWindow)
self.centralwidget.setObjectName("centralwidget")
self.verticalLayout = QtWidgets.QVBoxLayout(self.centralwidget)
self.verticalLayout.setObjectName("verticalLayout")
self.groupBox_main = QtWidgets.QGroupBox(self.centralwidget)
self.groupBox_main.setTitle("")
self.groupBox_main.setObjectName("groupBox_main")
self.verticalLayout_2 = QtWidgets.QVBoxLayout(self.groupBox_main)
self.verticalLayout_2.setObjectName("verticalLayout_2")
self.horizontalLayout_largest = QtWidgets.QHBoxLayout()
self.horizontalLayout_largest.setObjectName("horizontalLayout_largest")
self.groupBox_left = QtWidgets.QGroupBox(self.groupBox_main)
self.groupBox_left.setMinimumSize(QtCore.QSize(320, 0))
self.groupBox_left.setMaximumSize(QtCore.QSize(320, 16777215))
self.groupBox_left.setTitle("")
self.groupBox_left.setObjectName("groupBox_left")
self.verticalLayout_8 = QtWidgets.QVBoxLayout(self.groupBox_left)
self.verticalLayout_8.setObjectName("verticalLayout_8")
self.groupBox_menu = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_menu.setMinimumSize(QtCore.QSize(300, 40))
self.groupBox_menu.setMaximumSize(QtCore.QSize(16777215, 40))
self.groupBox_menu.setTitle("")
self.groupBox_menu.setObjectName("groupBox_menu")
self.horizontalLayout_6 = QtWidgets.QHBoxLayout(self.groupBox_menu)
self.horizontalLayout_6.setObjectName("horizontalLayout_6")
self.label_menu = QtWidgets.QLabel(self.groupBox_menu)
self.label_menu.setStyleSheet("font-size: 22px;")
self.label_menu.setObjectName("label_menu")
self.horizontalLayout_6.addWidget(self.label_menu)
spacerItem = QtWidgets.QSpacerItem(205, 17, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.horizontalLayout_6.addItem(spacerItem)
self.verticalLayout_8.addWidget(self.groupBox_menu)
self.groupBox_startAction = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_startAction.setMaximumSize(QtCore.QSize(16777215, 130))
self.groupBox_startAction.setTitle("")
self.groupBox_startAction.setObjectName("groupBox_startAction")
self.verticalLayout_4 = QtWidgets.QVBoxLayout(self.groupBox_startAction)
self.verticalLayout_4.setObjectName("verticalLayout_4")
self.horizontalLayout_imgAndDir = QtWidgets.QHBoxLayout()
self.horizontalLayout_imgAndDir.setObjectName("horizontalLayout_imgAndDir")
self.pushButton_selectImg = QtWidgets.QPushButton(self.groupBox_startAction)
self.pushButton_selectImg.setMinimumSize(QtCore.QSize(20, 40))
self.pushButton_selectImg.setStyleSheet("font-size: 18px;")
self.pushButton_selectImg.setObjectName("pushButton_selectImg")
self.horizontalLayout_imgAndDir.addWidget(self.pushButton_selectImg)
self.pushButton_selectDir = QtWidgets.QPushButton(self.groupBox_startAction)
self.pushButton_selectDir.setMinimumSize(QtCore.QSize(0, 40))
self.pushButton_selectDir.setStyleSheet("font-size: 18px;")
self.pushButton_selectDir.setObjectName("pushButton_selectDir")
self.horizontalLayout_imgAndDir.addWidget(self.pushButton_selectDir)
self.verticalLayout_4.addLayout(self.horizontalLayout_imgAndDir)
self.pushButton_startAction = QtWidgets.QPushButton(self.groupBox_startAction)
self.pushButton_startAction.setMinimumSize(QtCore.QSize(50, 40))
self.pushButton_startAction.setStyleSheet("font-size: 18px;")
self.pushButton_startAction.setObjectName("pushButton_startAction")
self.verticalLayout_4.addWidget(self.pushButton_startAction)
self.verticalLayout_8.addWidget(self.groupBox_startAction)
self.groupBox = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox.setMinimumSize(QtCore.QSize(0, 62))
self.groupBox.setTitle("")
self.groupBox.setObjectName("groupBox")
self.horizontalLayout_3 = QtWidgets.QHBoxLayout(self.groupBox)
self.horizontalLayout_3.setObjectName("horizontalLayout_3")
self.horizontalLayout = QtWidgets.QHBoxLayout()
self.horizontalLayout.setObjectName("horizontalLayout")
self.pushButton_save = QtWidgets.QPushButton(self.groupBox)
self.pushButton_save.setMinimumSize(QtCore.QSize(0, 40))
self.pushButton_save.setStyleSheet("font-size: 18px;")
self.pushButton_save.setObjectName("pushButton_save")
self.horizontalLayout.addWidget(self.pushButton_save)
self.lineEdit_savePath = QtWidgets.QLineEdit(self.groupBox)
self.lineEdit_savePath.setMinimumSize(QtCore.QSize(0, 40))
self.lineEdit_savePath.setObjectName("lineEdit_savePath")
self.horizontalLayout.addWidget(self.lineEdit_savePath)
self.horizontalLayout_3.addLayout(self.horizontalLayout)
self.verticalLayout_8.addWidget(self.groupBox)
self.groupBox_showDir = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_showDir.setMinimumSize(QtCore.QSize(0, 50))
self.groupBox_showDir.setMaximumSize(QtCore.QSize(16777215, 55))
self.groupBox_showDir.setTitle("")
self.groupBox_showDir.setObjectName("groupBox_showDir")
self.horizontalLayout_10 = QtWidgets.QHBoxLayout(self.groupBox_showDir)
self.horizontalLayout_10.setObjectName("horizontalLayout_10")
self.pushButton_showPDF = QtWidgets.QPushButton(self.groupBox_showDir)
self.pushButton_showPDF.setMinimumSize(QtCore.QSize(0, 40))
self.pushButton_showPDF.setStyleSheet("font-size: 18px;")
self.pushButton_showPDF.setObjectName("pushButton_showPDF")
self.horizontalLayout_10.addWidget(self.pushButton_showPDF)
self.verticalLayout_8.addWidget(self.groupBox_showDir)
self.verticalLayout_result = QtWidgets.QVBoxLayout()
self.verticalLayout_result.setObjectName("verticalLayout_result")
self.groupBox_resultTitle = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_resultTitle.setMinimumSize(QtCore.QSize(0, 50))
self.groupBox_resultTitle.setMaximumSize(QtCore.QSize(16777215, 50))
self.groupBox_resultTitle.setTitle("")
self.groupBox_resultTitle.setObjectName("groupBox_resultTitle")
self.horizontalLayout_8 = QtWidgets.QHBoxLayout(self.groupBox_resultTitle)
self.horizontalLayout_8.setObjectName("horizontalLayout_8")
self.label_resultTitle = QtWidgets.QLabel(self.groupBox_resultTitle)
self.label_resultTitle.setStyleSheet("font-size: 22px;")
self.label_resultTitle.setObjectName("label_resultTitle")
self.horizontalLayout_8.addWidget(self.label_resultTitle)
spacerItem1 = QtWidgets.QSpacerItem(181, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.horizontalLayout_8.addItem(spacerItem1)
self.verticalLayout_result.addWidget(self.groupBox_resultTitle)
self.groupBox_resultContent = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_resultContent.setMinimumSize(QtCore.QSize(0, 50))
self.groupBox_resultContent.setTitle("")
self.groupBox_resultContent.setObjectName("groupBox_resultContent")
self.horizontalLayout_9 = QtWidgets.QHBoxLayout(self.groupBox_resultContent)
self.horizontalLayout_9.setObjectName("horizontalLayout_9")
self.listWidget = QtWidgets.QListWidget(self.groupBox_resultContent)
self.listWidget.setLayoutDirection(QtCore.Qt.LeftToRight)
self.listWidget.setStyleSheet("font-size: 14px;")
self.listWidget.setIconSize(QtCore.QSize(7, 7))
self.listWidget.setObjectName("listWidget")
item = QtWidgets.QListWidgetItem()
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon = QtGui.QIcon()
icon.addPixmap(QtGui.QPixmap("./icon/closed_comedo.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon1 = QtGui.QIcon()
icon1.addPixmap(QtGui.QPixmap("./icon/opend_comedo.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon1)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon2 = QtGui.QIcon()
icon2.addPixmap(QtGui.QPixmap("./icon/papule.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon2)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon3 = QtGui.QIcon()
icon3.addPixmap(QtGui.QPixmap("./icon/pustule.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon3)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon4 = QtGui.QIcon()
icon4.addPixmap(QtGui.QPixmap("./icon/nodule.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon4)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon5 = QtGui.QIcon()
icon5.addPixmap(QtGui.QPixmap("./icon/atrophic_scar.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon5)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon6 = QtGui.QIcon()
icon6.addPixmap(QtGui.QPixmap("./icon/hypertrophic_scar.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon6)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon7 = QtGui.QIcon()
icon7.addPixmap(QtGui.QPixmap("./icon/melasma.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon7)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon8 = QtGui.QIcon()
icon8.addPixmap(QtGui.QPixmap("./icon/nevus.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon8)
self.listWidget.addItem(item)
item = QtWidgets.QListWidgetItem()
icon9 = QtGui.QIcon()
icon9.addPixmap(QtGui.QPixmap("./icon/other.ico"), QtGui.QIcon.Normal, QtGui.QIcon.Off)
item.setIcon(icon9)
self.listWidget.addItem(item)
self.horizontalLayout_9.addWidget(self.listWidget)
self.verticalLayout_result.addWidget(self.groupBox_resultContent)
self.verticalLayout_8.addLayout(self.verticalLayout_result)
self.verticalLayout_advice = QtWidgets.QVBoxLayout()
self.verticalLayout_advice.setObjectName("verticalLayout_advice")
self.groupBox_10 = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_10.setMinimumSize(QtCore.QSize(0, 50))
self.groupBox_10.setMaximumSize(QtCore.QSize(16777215, 50))
self.groupBox_10.setTitle("")
self.groupBox_10.setObjectName("groupBox_10")
self.horizontalLayout_12 = QtWidgets.QHBoxLayout(self.groupBox_10)
self.horizontalLayout_12.setObjectName("horizontalLayout_12")
self.label_adviceTitle = QtWidgets.QLabel(self.groupBox_10)
self.label_adviceTitle.setMinimumSize(QtCore.QSize(0, 30))
self.label_adviceTitle.setStyleSheet("font-size: 22px;")
self.label_adviceTitle.setObjectName("label_adviceTitle")
self.horizontalLayout_12.addWidget(self.label_adviceTitle)
spacerItem2 = QtWidgets.QSpacerItem(137, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.horizontalLayout_12.addItem(spacerItem2)
self.verticalLayout_advice.addWidget(self.groupBox_10)
self.groupBox_12 = QtWidgets.QGroupBox(self.groupBox_left)
self.groupBox_12.setMinimumSize(QtCore.QSize(0, 70))
self.groupBox_12.setMaximumSize(QtCore.QSize(16777215, 120))
self.groupBox_12.setTitle("")
self.groupBox_12.setObjectName("groupBox_12")
self.horizontalLayout_13 = QtWidgets.QHBoxLayout(self.groupBox_12)
self.horizontalLayout_13.setObjectName("horizontalLayout_13")
self.label_adviceResult = QtWidgets.QLabel(self.groupBox_12)
self.label_adviceResult.setMinimumSize(QtCore.QSize(0, 50))
self.label_adviceResult.setMaximumSize(QtCore.QSize(16777215, 120))
self.label_adviceResult.setStyleSheet("font-size: 16px;")
self.label_adviceResult.setAlignment(QtCore.Qt.AlignCenter)
self.label_adviceResult.setObjectName("label_adviceResult")
self.horizontalLayout_13.addWidget(self.label_adviceResult)
self.verticalLayout_advice.addWidget(self.groupBox_12)
self.verticalLayout_8.addLayout(self.verticalLayout_advice)
self.horizontalLayout_largest.addWidget(self.groupBox_left)
self.groupBox_right = QtWidgets.QGroupBox(self.groupBox_main)
self.groupBox_right.setTitle("")
self.groupBox_right.setObjectName("groupBox_right")
self.verticalLayout_3 = QtWidgets.QVBoxLayout(self.groupBox_right)
self.verticalLayout_3.setObjectName("verticalLayout_3")
self.groupBox_selectImg = QtWidgets.QGroupBox(self.groupBox_right)
self.groupBox_selectImg.setMinimumSize(QtCore.QSize(0, 40))
self.groupBox_selectImg.setMaximumSize(QtCore.QSize(16777215, 40))
self.groupBox_selectImg.setTitle("")
self.groupBox_selectImg.setObjectName("groupBox_selectImg")
self.horizontalLayout_5 = QtWidgets.QHBoxLayout(self.groupBox_selectImg)
self.horizontalLayout_5.setObjectName("horizontalLayout_5")
self.label_imgTitle = QtWidgets.QLabel(self.groupBox_selectImg)
self.label_imgTitle.setMinimumSize(QtCore.QSize(0, 20))
self.label_imgTitle.setStyleSheet("font-size: 20px;")
self.label_imgTitle.setObjectName("label_imgTitle")
self.horizontalLayout_5.addWidget(self.label_imgTitle)
self.lineEdit_imgPath = QtWidgets.QLineEdit(self.groupBox_selectImg)
self.lineEdit_imgPath.setMinimumSize(QtCore.QSize(0, 25))
self.lineEdit_imgPath.setMaximumSize(QtCore.QSize(300, 16777215))
self.lineEdit_imgPath.setObjectName("lineEdit_imgPath")
self.horizontalLayout_5.addWidget(self.lineEdit_imgPath)
spacerItem3 = QtWidgets.QSpacerItem(287, 20, QtWidgets.QSizePolicy.Expanding, QtWidgets.QSizePolicy.Minimum)
self.horizontalLayout_5.addItem(spacerItem3)
self.label_5 = QtWidgets.QLabel(self.groupBox_selectImg)
self.label_5.setText("")
self.label_5.setObjectName("label_5")
self.horizontalLayout_5.addWidget(self.label_5)
self.verticalLayout_3.addWidget(self.groupBox_selectImg)
self.horizontalLayout_imgs = QtWidgets.QHBoxLayout()
self.horizontalLayout_imgs.setObjectName("horizontalLayout_imgs")
self.label_showImg = QtWidgets.QLabel(self.groupBox_right)
self.label_showImg.setMinimumSize(QtCore.QSize(500, 0))
self.label_showImg.setText("")
self.label_showImg.setAlignment(QtCore.Qt.AlignCenter)
self.label_showImg.setObjectName("label_showImg")
self.horizontalLayout_imgs.addWidget(self.label_showImg)
spacerItem4 = QtWidgets.QSpacerItem(10, 40, QtWidgets.QSizePolicy.Minimum, QtWidgets.QSizePolicy.Expanding)
self.horizontalLayout_imgs.addItem(spacerItem4)
self.label_showImg2 = QtWidgets.QLabel(self.groupBox_right)
self.label_showImg2.setMinimumSize(QtCore.QSize(500, 0))
self.label_showImg2.setText("")
self.label_showImg2.setAlignment(QtCore.Qt.AlignCenter)
self.label_showImg2.setObjectName("label_showImg2")
self.horizontalLayout_imgs.addWidget(self.label_showImg2)
self.verticalLayout_3.addLayout(self.horizontalLayout_imgs)
self.horizontalLayout_pageTurning = QtWidgets.QHBoxLayout()
self.horizontalLayout_pageTurning.setObjectName("horizontalLayout_pageTurning")
self.prev_image_button = QtWidgets.QPushButton(self.groupBox_right)
self.prev_image_button.setMinimumSize(QtCore.QSize(0, 30))
self.prev_image_button.setObjectName("prev_image_button")
self.horizontalLayout_pageTurning.addWidget(self.prev_image_button)
self.label_pageNum = QtWidgets.QLabel(self.groupBox_right)
self.label_pageNum.setMinimumSize(QtCore.QSize(80, 0))
self.label_pageNum.setMaximumSize(QtCore.QSize(50, 16777215))
self.label_pageNum.setAlignment(QtCore.Qt.AlignCenter)
self.label_pageNum.setObjectName("label_pageNum")
self.horizontalLayout_pageTurning.addWidget(self.label_pageNum)
self.next_image_button = QtWidgets.QPushButton(self.groupBox_right)
self.next_image_button.setMinimumSize(QtCore.QSize(0, 30))
self.next_image_button.setObjectName("next_image_button")
self.horizontalLayout_pageTurning.addWidget(self.next_image_button)
self.verticalLayout_3.addLayout(self.horizontalLayout_pageTurning)
self.horizontalLayout_largest.addWidget(self.groupBox_right)
self.verticalLayout_2.addLayout(self.horizontalLayout_largest)
self.groupBox_botton = QtWidgets.QGroupBox(self.groupBox_main)
self.groupBox_botton.setMinimumSize(QtCore.QSize(0, 32))
self.groupBox_botton.setTitle("")
self.groupBox_botton.setObjectName("groupBox_botton")
self.horizontalLayout_2 = QtWidgets.QHBoxLayout(self.groupBox_botton)
self.horizontalLayout_2.setObjectName("horizontalLayout_2")
self.label_condition = QtWidgets.QLabel(self.groupBox_botton)
self.label_condition.setMinimumSize(QtCore.QSize(0, 12))
self.label_condition.setObjectName("label_condition")
self.horizontalLayout_2.addWidget(self.label_condition)
self.verticalLayout_2.addWidget(self.groupBox_botton)
self.verticalLayout.addWidget(self.groupBox_main)
MainWindow.setCentralWidget(self.centralwidget)
self.retranslateUi(MainWindow)
QtCore.QMetaObject.connectSlotsByName(MainWindow)
def retranslateUi(self, MainWindow):
_translate = QtCore.QCoreApplication.translate
MainWindow.setWindowTitle(_translate("MainWindow", "痤疮检测"))
self.label_menu.setText(_translate("MainWindow", "菜单栏"))
self.pushButton_selectImg.setText(_translate("MainWindow", "选择图片"))
self.pushButton_selectDir.setText(_translate("MainWindow", "选择文件夹"))
self.pushButton_startAction.setText(_translate("MainWindow", "开始检测"))
self.pushButton_save.setText(_translate("MainWindow", "保存报告"))
self.pushButton_showPDF.setText(_translate("MainWindow", "显示输出文件夹"))
self.label_resultTitle.setText(_translate("MainWindow", "检测结果"))
__sortingEnabled = self.listWidget.isSortingEnabled()
self.listWidget.setSortingEnabled(False)
item = self.listWidget.item(0)
item.setText(_translate("MainWindow", "痤疮分级结果：待检测"))
item = self.listWidget.item(2)
item.setText(_translate("MainWindow", "各类别痤疮检测数量："))
item = self.listWidget.item(4)
item.setText(_translate("MainWindow", " 闭口粉刺：待检测"))
item = self.listWidget.item(5)
item.setText(_translate("MainWindow", " 开口粉刺：待检测"))
item = self.listWidget.item(6)
item.setText(_translate("MainWindow", " 丘疹：待检测"))
item = self.listWidget.item(7)
item.setText(_translate("MainWindow", " 脓疱：待检测"))
item = self.listWidget.item(8)
item.setText(_translate("MainWindow", " 结节：待检测"))
item = self.listWidget.item(9)
item.setText(_translate("MainWindow", " 萎缩性瘢痕：待检测"))
item = self.listWidget.item(10)
item.setText(_translate("MainWindow", " 增生性瘢痕刺：待检测"))
item = self.listWidget.item(11)
item.setText(_translate("MainWindow", " 斑：待检测"))
item = self.listWidget.item(12)
item.setText(_translate("MainWindow", " 色素痣：待检测"))
item = self.listWidget.item(13)
item.setText(_translate("MainWindow", " 其他：待检测"))
self.listWidget.setSortingEnabled(__sortingEnabled)
self.label_adviceTitle.setText(_translate("MainWindow", "推荐治疗方案"))
self.label_adviceResult.setText(_translate("MainWindow", "用药指南"))
self.label_imgTitle.setText(_translate("MainWindow", "所选图片"))
self.prev_image_button.setText(_translate("MainWindow", "上一页"))
self.label_pageNum.setText(_translate("MainWindow", "共 0 页"))
self.next_image_button.setText(_translate("MainWindow", "下一页"))
self.label_condition.setText(_translate("MainWindow", "系统运行情况"))
# 按钮关联函数
self.pushButton_selectDir.clicked.connect(self.openImageFolder)
# self.pushButton_startAction.clicked.connect(self.startAction)
self.pushButton_selectImg.clicked.connect(self.openImage)
self.pushButton_startAction.clicked.connect(self.start_work)
# self.worker_thread.finished.connect(self.on_worker_finished)
self.pushButton_save.clicked.connect(self.start_work_pdf)
# self.worker_thread_pdf.finished.connect(self.on_worker_finished_pdf)
self.pushButton_showPDF.clicked.connect(self.button_show_dir)
self.prev_image_button.clicked.connect(self.showPrevImage)
self.next_image_button.clicked.connect(self.showNextImage)
QApplication.processEvents()
def start_work(self):
def run_child_process():
QApplication.processEvents()
self.pushButton_startAction.setEnabled(False) # 禁用按钮
self.pushButton_selectImg.setEnabled(False) # 禁用按钮
self.pushButton_save.setEnabled(False) # 禁用按钮
self.pushButton_showPDF.setEnabled(False) # 禁用按钮
self.pushButton_selectDir.setEnabled(False) # 禁用按钮
self.prev_image_button.setEnabled(False)
self.next_image_button.setEnabled(False)
self.label_condition.setText('正在检测,请耐心等待')
import multiprocessing
print("主线程join前:")
process_info = multiprocessing.current_process()
print(f"当前进程数量: {multiprocessing.cpu_count()}")
print(f"当前进程编号: {process_info.name}")
# 打印当前线程数量和编号
thread_info = threading.current_thread()
print(f"当前线程数量: {threading.active_count()}")
print(f"当前线程编号: {thread_info.name}")
print("启动进程")
p = Worker(self.q, self.selected_imgPaths,self.now)
p.daemon = True
p.start()
p.join()
import multiprocessing
print("主线程join后:")
process_info = multiprocessing.current_process()
print(f"当前进程数量: {multiprocessing.cpu_count()}")
print(f"当前进程编号: {process_info.name}")
# 打印当前线程数量和编号
thread_info = threading.current_thread()
print(f"当前线程数量: {threading.active_count()}")
print(f"当前线程编号: {thread_info.name}")
self.generated_image_paths = self.q.get()
self.generated_docxFilePath_List = self.q.get()
self.text = self.q.get()
print("我得到啦")
self.label_condition.setText('检测完毕,请点击保存图片')
self.pushButton_startAction.setEnabled(True) # 启动之前被禁用的按钮
self.pushButton_selectImg.setEnabled(True)
self.pushButton_save.setEnabled(True)
self.pushButton_showPDF.setEnabled(True)
self.pushButton_selectDir.setEnabled(True)
self.prev_image_button.setEnabled(True)
self.next_image_button.setEnabled(True)
img_path = self.selected_imgPaths[0]
img_name = os.path.splitext(os.path.basename(img_path))[0]
grading_result = self.text[img_name]["grading_result"]
item = self.listWidget.item(0)
item.setText(f"痤疮分级结果：{grading_result}")
item = self.listWidget.item(2)
item.setText("各类别痤疮检测数量：")
item = self.listWidget.item(4)
closed_comedo_count = self.text[img_name]["category_count"]["closed_comedo"]
item.setText(f" 闭口粉刺：{closed_comedo_count}")
item = self.listWidget.item(5)
open_comedo_count = self.text[img_name]["category_count"]["open_comedo"]
item.setText(f" 开口粉刺：{open_comedo_count}")
item = self.listWidget.item(6)
papule_count = self.text[img_name]["category_count"]["papule"]
item.setText(f" 丘疹：{papule_count}")
item = self.listWidget.item(7)
pustule_count = self.text[img_name]["category_count"]["pustule"]
item.setText(f" 脓疱：{pustule_count}")
item = self.listWidget.item(8)
nodule_count = self.text[img_name]["category_count"]["nodule"]
item.setText(f" 结节：{nodule_count}")
item = self.listWidget.item(9)
atrophic_scar_count = self.text[img_name]["category_count"]["atrophic_scar"]
item.setText(f" 萎缩性瘢痕：{atrophic_scar_count}")
item = self.listWidget.item(10)
hypertrophic_scar_count = self.text[img_name]["category_count"]["hypertrophic_scar"]
item.setText(f" 增生性瘢痕刺：{hypertrophic_scar_count}")
item = self.listWidget.item(11)
melasma_count = self.text[img_name]["category_count"]["melasma"]
item.setText(f" 斑：{melasma_count}")
item = self.listWidget.item(12)
nevus_count = self.text[img_name]["category_count"]["nevus"]
item.setText(f" 色素痣：{nevus_count}")
item = self.listWidget.item(13)
other_count = self.text[img_name]["category_count"]["other"]
item.setText(f" 其他：{other_count}")
img_path = self.generated_image_paths[0]
# 通过文件路径获取图片文件，并设置图片长宽为label控件的长、宽
img = QtGui.QPixmap(img_path).scaled(self.label_showImg2.width(), self.label_showImg2.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
# 在label控件上显示选择的图片
self.label_showImg2.setPixmap(img)
#显示用药指南
self.label_adviceResult.setText(CLASSIFICATION_DRUG[grading_result])
# if self.thread.is_alive():
# self.thread.join() # 等待子线程完成
self.thread = threading.Thread(target=run_child_process)
self.thread.setDaemon(True)
self.thread.start()
# self.thread.join()
# print("ok")
def start_work_pdf(self):
import multiprocessing
print("进入子线程区域后:")
process_info = multiprocessing.current_process()
print(f"当前进程数量: {multiprocessing.cpu_count()}")
print(f"当前进程编号: {process_info.name}")
# 打印当前线程数量和编号
thread_info = threading.current_thread()
print(f"当前线程数量: {threading.active_count()}")
print(f"当前线程编号: {thread_info.name}")
if len(self.generated_image_paths) == 0:
return
self.dir_choose = QFileDialog.getExistingDirectory(self.centralwidget, "选取文件夹", "./report_pdf")
if self.dir_choose == '':
print("未生成报告,保存无效")
self.label_condition.setText('未生成报告,保存无效')
return
else:
# f=open(fd,'w')
import queue
for i in range(len(self.generated_image_paths)):
QApplication.processEvents()
img_name = os.path.splitext(os.path.basename(self.generated_docxFilePath_List[i]))[0]
self.label_condition.setText(f"正在生成{img_name}.pdf报告")
# 创建队列对象
data_queue = queue.Queue()
data_queue.put(self.generated_docxFilePath_List[i])
data_queue.put(self.dir_choose)
# 启动工作线程
self.worker_pdf = threading.Thread(target=self.my_thread_pdf,args=(data_queue,))
self.worker_pdf.setDaemon(True)
self.worker_pdf.start()
def my_thread_pdf(self,data_queue_in):
from docx2pdf import convert
# 执行耗时的任务
generated_docxFilePath = data_queue_in.get()
dir_choose = data_queue_in.get()
img_name = os.path.splitext(os.path.basename(generated_docxFilePath))[0]
convert(generated_docxFilePath, dir_choose+f"/{img_name}.pdf")
print("pdf报告全部转换完毕")
self.label_condition.setText(f"pdf报告生成完毕")
self.lineEdit_savePath.setText(self.dir_choose)
self.label_condition.setText('已保存所有报告')
def showNextImage(self):
if len(self.selected_imgPaths) == 0:
return
self.current_image_index += 1
if self.current_image_index >= len(self.selected_imgPaths):
self.current_image_index = 0
img_path = self.selected_imgPaths[self.current_image_index]
img = QtGui.QPixmap(img_path).scaled(self.label_showImg.width(), self.label_showImg.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
self.label_showImg.setPixmap(img)
self.lineEdit_imgPath.setText(img_path)
pageNum = len(self.selected_imgPaths)
current_image_index_fact = self.current_image_index + 1
self.label_pageNum.setText(f"{current_image_index_fact} / {pageNum} ")
if len(self.text) == len(self.selected_imgPaths):
img_name = os.path.splitext(os.path.basename(img_path))[0]
# self.label_showResult.setText(self.text[img_name])
# print(self.text[img_name])
grading_result = self.text[img_name]["grading_result"]
self.label_adviceResult.setText(CLASSIFICATION_DRUG[grading_result])
item = self.listWidget.item(0)
item.setText(f"痤疮分级结果：{grading_result}")
item = self.listWidget.item(2)
item.setText("各类别痤疮检测数量：")
item = self.listWidget.item(4)
closed_comedo_count = self.text[img_name]["category_count"]["closed_comedo"]
item.setText(f" 闭口粉刺：{closed_comedo_count}")
item = self.listWidget.item(5)
open_comedo_count = self.text[img_name]["category_count"]["open_comedo"]
item.setText(f" 开口粉刺：{open_comedo_count}")
item = self.listWidget.item(6)
papule_count = self.text[img_name]["category_count"]["papule"]
item.setText(f" 丘疹：{papule_count}")
item = self.listWidget.item(7)
pustule_count = self.text[img_name]["category_count"]["pustule"]
item.setText(f" 脓疱：{pustule_count}")
item = self.listWidget.item(8)
nodule_count = self.text[img_name]["category_count"]["nodule"]
item.setText(f" 结节：{nodule_count}")
item = self.listWidget.item(9)
atrophic_scar_count = self.text[img_name]["category_count"]["atrophic_scar"]
item.setText(f" 萎缩性瘢痕：{atrophic_scar_count}")
item = self.listWidget.item(10)
hypertrophic_scar_count = self.text[img_name]["category_count"]["hypertrophic_scar"]
item.setText(f" 增生性瘢痕刺：{hypertrophic_scar_count}")
item = self.listWidget.item(11)
melasma_count = self.text[img_name]["category_count"]["melasma"]
item.setText(f" 斑：{melasma_count}")
item = self.listWidget.item(12)
nevus_count = self.text[img_name]["category_count"]["nevus"]
item.setText(f" 色素痣：{nevus_count}")
item = self.listWidget.item(13)
other_count = self.text[img_name]["category_count"]["other"]
item.setText(f" 其他：{other_count}")
img_path2 = self.generated_image_paths[self.current_image_index]
img2 = QtGui.QPixmap(img_path2).scaled(self.label_showImg2.width(), self.label_showImg2.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
self.label_showImg2.setPixmap(img2)
def showPrevImage(self):
if len(self.selected_imgPaths) == 0:
return
self.current_image_index -= 1
if self.current_image_index < 0:
self.current_image_index = len(self.selected_imgPaths) - 1
img_path = self.selected_imgPaths[self.current_image_index]
img = QtGui.QPixmap(img_path).scaled(self.label_showImg.width(), self.label_showImg.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
self.label_showImg.setPixmap(img)
self.lineEdit_imgPath.setText(img_path)
pageNum = len(self.selected_imgPaths)
current_image_index_fact = self.current_image_index + 1
self.label_pageNum.setText(f"{current_image_index_fact} / {pageNum} ")
img_path = self.selected_imgPaths[self.current_image_index]
img_name = os.path.splitext(os.path.basename(img_path))[0]
grading_result = self.text[img_name]["grading_result"]
if len(self.text) == len(self.selected_imgPaths):
img_name = os.path.splitext(os.path.basename(img_path))[0]
# self.label_showResult.setText(self.text[img_name])
# print(self.text[img_name])
grading_result = self.text[img_name]["grading_result"]
self.label_adviceResult.setText(CLASSIFICATION_DRUG[grading_result])
item = self.listWidget.item(0)
item.setText(f"痤疮分级结果：{grading_result}")
item = self.listWidget.item(2)
item.setText("各类别痤疮检测数量：")
item = self.listWidget.item(4)
closed_comedo_count = self.text[img_name]["category_count"]["closed_comedo"]
item.setText(f" 闭口粉刺：{closed_comedo_count}")
item = self.listWidget.item(5)
open_comedo_count = self.text[img_name]["category_count"]["open_comedo"]
item.setText(f" 开口粉刺：{open_comedo_count}")
item = self.listWidget.item(6)
papule_count = self.text[img_name]["category_count"]["papule"]
item.setText(f" 丘疹：{papule_count}")
item = self.listWidget.item(7)
pustule_count = self.text[img_name]["category_count"]["pustule"]
item.setText(f" 脓疱：{pustule_count}")
item = self.listWidget.item(8)
nodule_count = self.text[img_name]["category_count"]["nodule"]
item.setText(f" 结节：{nodule_count}")
item = self.listWidget.item(9)
atrophic_scar_count = self.text[img_name]["category_count"]["atrophic_scar"]
item.setText(f" 萎缩性瘢痕：{atrophic_scar_count}")
item = self.listWidget.item(10)
hypertrophic_scar_count = self.text[img_name]["category_count"]["hypertrophic_scar"]
item.setText(f" 增生性瘢痕刺：{hypertrophic_scar_count}")
item = self.listWidget.item(11)
melasma_count = self.text[img_name]["category_count"]["melasma"]
item.setText(f" 斑：{melasma_count}")
item = self.listWidget.item(12)
nevus_count = self.text[img_name]["category_count"]["nevus"]
item.setText(f" 色素痣：{nevus_count}")
item = self.listWidget.item(13)
other_count = self.text[img_name]["category_count"]["other"]
item.setText(f" 其他：{other_count}")
img_path2 = self.generated_image_paths[self.current_image_index]
img2 = QtGui.QPixmap(img_path2).scaled(self.label_showImg2.width(), self.label_showImg2.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
self.label_showImg2.setPixmap(img2)
def button_show_dir(self):
default_dir = "./report_pdf"
show_dirPath = 0
if self.dir_choose == '':
show_dirPath = default_dir
else:
show_dirPath = self.dir_choose
url = QUrl.fromLocalFile(show_dirPath)
if url:
print("选择的文件夹路径：", show_dirPath)
else:
print("未选择文件夹")
QDesktopServices.openUrl(url)
# 选择本地图片上传
def openImage(self):
import multiprocessing
print("打开图片时:")
process_info = multiprocessing.current_process()
print(f"当前进程数量: {multiprocessing.cpu_count()}")
print(f"当前进程编号: {process_info.name}")
# 打印当前线程数量和编号
thread_info = threading.current_thread()
print(f"当前线程数量: {threading.active_count()}")
print(f"当前线程编号: {thread_info.name}")
self.selected_imgPaths = [] # 清空之前选择的所有图片
self.generated_image_paths = [] # 清空之前推理生成的所有图片
empty_pixmap = QPixmap()
self.label_showImg.setPixmap(empty_pixmap)
self.label_showImg2.setPixmap(empty_pixmap)
# 弹出一个文件选择框，第一个返回值imgName记录选中的文件路径+文件名，第二个返回值imgType记录文件的类型
# QFileDialog就是系统对话框的那个类第一个参数是上下文，第二个参数是弹框的名字，第三个参数是默认打开的路径，第四个参数是需要的格式
self.selected_imgPaths, _ = QtWidgets.QFileDialog.getOpenFileNames(
self, "打开图片", "./pending_images", "*.jpg;;*.JPG;;*.png;;*.png;;All Files(*)")
if len(self.selected_imgPaths) == 0:
print('没有选择图片!')
self.label_condition.setText("没有选择图片!") # 点击选择图片按钮后不选择图片会将存放图片路径的列表置为空
# 创建一个空的QPixmap对象
empty_pixmap = QPixmap()
self.label_showImg.setPixmap(empty_pixmap)
pageNum = 0
self.label_pageNum.setText(f"共 {pageNum} 页")
return
# 通过文件路径获取图片文件，并设置图片长宽为label控件的长、宽
img = QtGui.QPixmap(self.selected_imgPaths[0]).scaled(self.label_showImg.width(), self.label_showImg.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
# 提示点击生成
self.label_condition.setText("请点击 开始检测")
# 在label控件上显示选择的图片
self.label_showImg.setPixmap(img)
# 显示所选图片的路径
self.lineEdit_imgPath.setText(self.selected_imgPaths[0])
pageNum = len(self.selected_imgPaths)
self.label_pageNum.setText(f"共 {pageNum} 页")
# 选择图片文件夹上传
def openImageFolder(self):
self.selected_imgPaths = [] # 清空之前选择的所有图片
self.generated_image_paths = [] # 清空之前推理生成的所有图片
empty_pixmap = QPixmap()
self.label_showImg.setPixmap(empty_pixmap)
self.label_showImg2.setPixmap(empty_pixmap)
# 弹出一个文件夹选择框，返回选中的文件夹路径
selected_folder = QtWidgets.QFileDialog.getExistingDirectory(self, "选择文件夹", "./pending_images")
if selected_folder:
# 获取文件夹中的所有图片文件路径
for file_name in os.listdir(selected_folder):
if file_name.lower().endswith((".jpg", ".png")):
self.selected_imgPaths.append(os.path.join(selected_folder, file_name))
# 通过第一个图片文件路径获取图片，并设置图片长宽为label控件的长、宽
img = QtGui.QPixmap(self.selected_imgPaths[0]).scaled(self.label_showImg.width(), self.label_showImg.height(), Qt.KeepAspectRatio,Qt.SmoothTransformation)
# 提示点击开始检测
self.label_condition.setText("请点击 开始检测")
# 在label控件上显示第一张图片
self.label_showImg.setPixmap(img)
# 显示所选图片的路径
self.lineEdit_imgPath.setText(self.selected_imgPaths[0])
pageNum = len(self.selected_imgPaths)
self.label_pageNum.setText(f"共 {pageNum} 页")
else:
print('没有选择图片!')
self.label_condition.setText("没有选择图片!")
empty_pixmap = QPixmap()
self.label_showImg.setPixmap(empty_pixmap)
pageNum = 0
self.label_pageNum.setText(f"共 {pageNum} 页")
return
def closeEvent(self, event):
# 在这里执行你的函数
self.delete_files_in_current_folder()
if self.thread.is_alive():
self.thread.join() # 等待子线程完成
# self.p.terminate()
event.accept()
# 删除中途产生的图片和docx文件
def delete_files_in_current_folder(self):
# 获取当前文件夹路径
# current_folder = os.path.dirname(self.generated_docxFilePath)
current_folder = "./result"
# 获取当前文件夹中的所有文件
if len(current_folder) == 0:
print('没有报告生成')
return
file_list = os.listdir(current_folder)
# 遍历文件列表
for file_name in file_list:
# 构建文件的绝对路径
file_path = os.path.join(current_folder, file_name)
# 判断是否是文件
if os.path.isfile(file_path):
# 删除文件
os.remove(file_path)
# 自定义的工作线程类
class Worker(Process):
# 生成对应预测的数字
# 定义一个信号，用于在工作完成后发送通知
# on_result = pyqtSignal(object,object,object)
QApplication.processEvents()
def __init__(self, q, selected_imgPaths,now):
super().__init__()
self.q = q
self.selected_imgPaths = selected_imgPaths
self.generated_image_paths = []
self.text = {}
self.generated_docxFilePath_List = []
self.now = now
# self.detector, self.classifier = self.create_acne_inference(acne_infer_config)
def run(self):
import multiprocessing
print("进入子进程区域后:")
process_info = multiprocessing.current_process()
print(f"当前进程数量: {multiprocessing.cpu_count()}")
print(f"当前进程编号: {process_info.name}")
# 打印当前线程数量和编号
thread_info = threading.current_thread()
print(f"当前线程数量: {threading.active_count()}")
print(f"当前线程编号: {thread_info.name}")
from Docx import GenerateDocx
import os
import cv2
import math
import utils
import numpy as np
from docx2pdf import convert
from mmdeploy_runtime import Detector, Classifier
from infer_config import acne_infer_config
def create_acne_inference(cfg):
QApplication.processEvents()
self.detector = Detector(model_path=cfg['detector']['model_path'],
device_name=cfg['detector']['device_name'],
device_id=cfg['detector']['device_id'])
QApplication.processEvents()
self.classifier = Classifier(model_path=cfg['classifier']['model_path'],
device_name=cfg['classifier']['device_name'],
device_id=cfg['classifier']['device_id'])
QApplication.processEvents()
return self.detector, self.classifier
def acne_instance_seg(img: np.ndarray, detector: Detector):
QApplication.processEvents()
win_gen = utils.WindowGenerator(img.shape[0], img.shape[1],
INFER_WINDOW_SIZE[0], INFER_WINDOW_SIZE[1],
INFER_WINDOW_STRIDES[0], INFER_WINDOW_STRIDES[1])
QApplication.processEvents()
p_bboxes, p_labels, p_masks = [], [], []
for h_slice, w_slice in win_gen:
QApplication.processEvents()
img_patch = img[h_slice, w_slice, :]
offset_x, offset_y = w_slice.start, h_slice.start
b, l, m = detector(img_patch)
b[:, [0, 2]] += offset_x
b[:, [1, 3]] += offset_y
p_bboxes.append(b)
p_labels.append(l)
p_masks.extend(m)
p_bboxes = np.concatenate(p_bboxes, axis=0)
p_labels = np.concatenate(p_labels, axis=0)
p_masks = np.array(p_masks, dtype=object)
bboxes, labels, masks = [], [], []
cls = np.unique(p_labels)
for c in cls:
QApplication.processEvents()
idx = p_labels == c
b = p_bboxes[idx]
l = p_labels[idx]
m = p_masks[idx]
keep = utils.nms(b, OVERLAP_NMS_THRESHOLD)
bboxes.append(b[keep])
labels.append(l[keep])
masks.append(m[keep])
bboxes = np.concatenate(bboxes, axis=0)
labels = np.concatenate(labels, axis=0)
masks = np.concatenate(masks, axis=0)
return bboxes, labels, masks
def acne_severity_grading(img: np.ndarray, classifier: Classifier):
result = classifier(img)
return result
from infer_config import acne_infer_config
detector, classifier = create_acne_inference(acne_infer_config)
# 执行耗时的任务
print("开始处理图片")
QApplication.processEvents()
# 模拟耗时的任务
# '''人脸严重程度分级'''
grading_result = 0 # 从1开始的痤疮等级
# count = 0
# 判断是否选择了图片
if len(self.selected_imgPaths)== 0:
print("未选择图片")
return
for i in range(len(self.selected_imgPaths)):
QApplication.processEvents()
# count = i+1
# self.label_showResult.setText(f'正在检测第{count}张图片')
# self.label_condition.setText(f'请耐心等待,正在检测第{count}张图片')
image = cv2.imread(self.selected_imgPaths[i])
QApplication.processEvents()
# self.detector, self.classifier = self.create_acne_inference(acne_infer_config)
QApplication.processEvents()
bboxes, labels, masks = acne_instance_seg(image, detector)
QApplication.processEvents()
cls_result = acne_severity_grading(image, classifier)
QApplication.processEvents()
grading_result = cls_result[0][0]+1
indices = [i for i in range(len(bboxes))]
QApplication.processEvents()
category_count = {
'papule':0,
'nevus':0,
'nodule':0,
'open_comedo':0,
'closed_comedo':0,
'atrophic_scar':0,
'hypertrophic_scar':0,
'melasma':0,
'pustule':0,
'other':0
}
for index, bbox, label_id in zip(indices, bboxes, labels):
QApplication.processEvents()
# print(count,index,bbox,label_id)
[left, top, right, bottom], score = bbox[0:4].astype(int), bbox[4]
if score < BBOX_DISPLAY_CONFIDENCE:
continue
color = CATEGORY_COLOR[CATEGORY_INDEX[label_id]]
cv2.rectangle(image, (left, top), (right, bottom), color)
label_text = f"{CATEGORY_INDEX[label_id]} | {int(100 * score)}%" # 使用痤疮的标签作为标注信息
cv2.putText(image, label_text, (left, top - 10), cv2.FONT_HERSHEY_SIMPLEX, 0.5, color, 1) # 添加标注信息
if masks[index].size:
mask = masks[index]
if mask.shape == image.shape[:2]: # rtmdet-inst
mask_img = image.copy()
else: # maskrcnn
x0 = int(max(math.floor(bbox[0]) - 1, 0))
y0 = int(max(math.floor(bbox[1]) - 1, 0))
mask_img = image[y0:y0 + mask.shape[0], x0:x0 + mask.shape[1]]
mask_img[mask.astype(bool)] = color
category_count[CATEGORY_INDEX[label_id]] += 1
text = f'Prediction: {cls_result[0][0]}, {cls_result[0][1]:.4f} ' \
f'({acne_infer_config["classifier"]["classes"][cls_result[0][0]]})'
cv2.putText(image, text, (20, 40), cv2.FONT_HERSHEY_SIMPLEX, 1.0, (255, 255, 255), 2)
img_name = os.path.splitext(os.path.basename(self.selected_imgPaths[i]))[0]
# from datetime import datetime
# # 获取当前日期和时间
# now = datetime.now()
# 提取年、月和日
year = self.now.year
month = self.now.month
day = self.now.day
generated_image_path = f"./result/{img_name}_report_{year}_{month}_{day}.jpg"
cv2.imwrite(generated_image_path , image)
self.generated_image_paths.append(generated_image_path)
closed_comedo_count = category_count['closed_comedo']
open_comedo_count = category_count['open_comedo']
papule_count = category_count['papule']
pustule_count = category_count['pustule']
nodule_count = category_count['nodule']
atrophic_scar_count = category_count['atrophic_scar']
hypertrophic_scar_count = category_count['hypertrophic_scar']
melasma_count = category_count['melasma']
nevus_count = category_count['nevus']
other_count = category_count['other']
self.text[img_name] = {
"grading_result":grading_result,
"category_count":{
"closed_comedo":closed_comedo_count,
"open_comedo":open_comedo_count,
"papule":papule_count,
"pustule":pustule_count,
"nodule":nodule_count,
"atrophic_scar":atrophic_scar_count,
"hypertrophic_scar":hypertrophic_scar_count,
"melasma":melasma_count,
"nevus":nevus_count,
"other":other_count
}
}
'''生成报告'''
#必须先生成docx文件再生成pdf文件,我的docx文件和产生的结果图片保存在同一个位置的
grading_result = self.text[img_name]["grading_result"]
category_count = self.text[img_name]["category_count"]
docx_generate = GenerateDocx(generated_image_path,'./result',grading_result,category_count)
generated_docxFilePath = docx_generate.predict()
self.generated_docxFilePath_List.append(generated_docxFilePath)
self.q.put(self.generated_image_paths)
self.q.put(self.generated_docxFilePath_List)
self.q.put(self.text)
运行截图
"打开图片时"：
"进入子进程前"：
"子进程join前"：
"进入子进程区域后"：
"子进程join后"：
"进入子线程区域后"：
实验感悟
当前环境进程本来就有8个，在创建进程的时候没有增添多的进程的数量，说明我自己在创建子进程知识借用了当前环境下空余的进程。
当切换进程时，进程的编号从"MainProcess"变为"Workler-1"，当前线程的编号没有变，还是"MainThread"，当启动当前进程的第二个线程的时候，子线程的编号变为"Thread-1"。
当第二次、第三次打开图片并运行的时候，实验运行结果为：
当第四次打开图片比选哪个运行的时候，GUI程序退出，但是子进程仍然在执行
当前线程的编号夜班的很大，为"Thread-8"，说明进程线程开启的太多了，超过了负荷。
GUI自动退出后，再次启动程序
运行结果和初步试验的结果相同，说明主进程退出后，子进程、子线程同步退出
后续实验展望：
在使用第二个进程，和第二个线程的时候，应该采取什么办法来使得销毁或者释放当前进程和线程，使得第三次使用子进程，子线程的时候还是第二个进程和线程