QT部署YOLOV5
文章目录
- 前言
- 一、准备工作
-
- 1、代码下载
- 2、环境安装
-
- 2.1、安装PyQt5
- 2.2、安装Qt Designer图形界面开发工具
- 2.3、pycharm配置
- 3、模型准备
- 二、界面展示
-
- 1.界面大致如下
- 三、效果展示
-
- 1、图片效果展示如下：
- 2、摄像头或视频检测
- 四、整体代码：
- 总结
前言
这篇文章主要用来记录用pyqt5搭建YOLOV5的检测平台，代码是在yoloV5官方代码上加了个qt模块，目前可以支持GPU/CPU下pt/onnx推理。
一、准备工作
1、代码下载
git clone https://github.com/ultralytics/yolov5.git
2、环境安装
根据代码中的requirements.txt进行环境搭建，前提是你已有Python环境
pip install -r requirements.txt
这里需要注意的是，pyqt5需要配置下环境，参考连接为：安装pyqt5,步骤如下：
2.1、安装PyQt5
pip install PyQt5
2.2、安装Qt Designer图形界面开发工具
pip install PyQt5-tools
安装完成后，会在当前环境目录下生成如下文件
2.3、pycharm配置
先配置Qt Designer
参数如下：
Name：Qt Designer。方便记忆。实际可以任意取值。
Program：designer.exe程序绝对路径。根据实际安装路径填写,参考路径为安装的xxxx/Lib/sit-packages/qt5_applications\Qt\bin\designer.exe(其中xxxx为虚拟环境目录下)。
Working directory: $ProjectFileDir$。固定取值。
配置PyUIC，该工具是用于将Qt Designer工具开发完成的.ui文件转化为.py文件。配置打开路径同Qt Designer。参数配置说明：
Name：PyUIC。方便记忆。实际可以任意取值。
Program：python.exe程序绝对路径。根据实际安装路径填写。
Parameters：-m PyQt5.uic.pyuic $FileName$ -o $FileNameWithoutExtension$.py。固定取值。
Working directory: $FileDir$。固定取值。
3、模型准备
根据readme.md文件中的地址选择对应的模型下载，如图：
本文直接以yolov5s.pt进行示范
二、界面展示
1.界面大致如下
代码如下（示例）：
class Ui_Form(QtWidgets.QWidget):
def setupUi(self, Form):
Form.setObjectName("Form")
Form.resize(1130, 730)
self.stride=64
#检测结果展示区
self.label2 = QtWidgets.QLabel(Form)
self.label2.setGeometry(QtCore.QRect(650, 410, 300, 300))
self.label2.setAlignment(QtCore.Qt.AlignCenter)
self.label2.setStyleSheet("border: 1px solid black;")
self.label2.setObjectName("label2")
#图片或视频路径选择
self.pushButton = QtWidgets.QPushButton(Form)
self.pushButton.setGeometry(QtCore.QRect(50, 310, 160, 30))
self.pushButton.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton.setChecked(False) # 设置开始时的状态为未选中
self.pushButton.clicked.connect(lambda :self.select_file())
self.pushButton.setObjectName("pushButton") #图片选择按钮
#模式选择
self.comboBox = QtWidgets.QComboBox(Form)
self.comboBox.setGeometry(QtCore.QRect(50, 260, 160, 30))
self.comboBox.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.comboBox.setPlaceholderText("")
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.currentIndexChanged.connect(lambda :self.select_mode())
#开始检测按钮
self.pushButton_2 = QtWidgets.QPushButton(Form)
self.pushButton_2.setGeometry(QtCore.QRect(190, 610, 100, 70))
self.pushButton_2.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_2.setObjectName("pushButton_2")
self.pushButton_2.setChecked(False)
self.pushButton_2.clicked.connect(lambda :self.vim_show())
self.pushButton_3 = QtWidgets.QPushButton(Form)
self.pushButton_3.setGeometry(QtCore.QRect(50, 210, 160, 30))
self.pushButton_3.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_3.setObjectName("pushButton_3")
self.pushButton_3.setChecked(False) # 设置开始时的状态为未选中
self.pushButton_3.clicked.connect(lambda :self.select_modelfile())
self.pushButton_7 = QtWidgets.QPushButton(Form)
self.pushButton_7.setGeometry(QtCore.QRect(50, 550, 160, 30))
self.pushButton_7.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_7.setObjectName("pushButton_7")
self.lineEdit_2=QtWidgets.QLineEdit(Form)
self.lineEdit_2.setGeometry(QtCore.QRect(230, 550, 220, 30))
self.lineEdit_2.setStyleSheet("border: 1px solid black;")
self.lineEdit_2.setObjectName("lineEdit_2")
self.label1=QtWidgets.QLabel(Form)
self.label1.setGeometry(QtCore.QRect(650, 100, 300, 300))
self.label2.setAlignment(QtCore.Qt.AlignCenter)
self.label1.setStyleSheet("border: 1px solid black;")
self.label1.setObjectName("label1")
self.textEdit = QtWidgets.QTextEdit(Form)
self.textEdit.setGeometry(QtCore.QRect(600, 100, 40, 300))
self.textEdit.setLayoutDirection(QtCore.Qt.LeftToRight)
self.textEdit.setStyleSheet("border: 1px solid black;\n"
"font: 15pt \"宋体\";")
self.textEdit.setObjectName("textEdit")
self.textEdit_2 = QtWidgets.QTextEdit(Form)
self.textEdit_2.setGeometry(QtCore.QRect(600, 410, 40, 300))
self.textEdit_2.setStyleSheet("border: 1px solid black;\n"
"font: 15pt \"宋体\";")
self.textEdit_2.setAlignment(QtCore.Qt.AlignHCenter)
self.textEdit_2.setObjectName("textEdit_2")
self.tableWidget = QtWidgets.QTableWidget(Form)
self.tableWidget.setGeometry(QtCore.QRect(230, 370, 221, 170))
self.tableWidget.setStyleSheet("font: 15pt \"宋体\";\n"
"")
self.tableWidget.setObjectName("tableWidget")
self.tableWidget.setColumnCount(1)
self.tableWidget.setRowCount(4)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(0, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(1, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(2, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(3, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setHorizontalHeaderItem(0, item)
self.tableWidget.horizontalHeader().setDefaultSectionSize(100)
self.tableWidget.horizontalHeader().setMinimumSectionSize(100)
self.tableWidget.verticalHeader().setDefaultSectionSize(30)
self.lineEdit_3 = QtWidgets.QLineEdit(Form)
self.lineEdit_3.setGeometry(QtCore.QRect(230, 210, 220, 30))
self.lineEdit_3.setStyleSheet("border: 1px solid black;")
self.lineEdit_3.setObjectName("lineEdit_3")
self.lineEdit_4 = QtWidgets.QLineEdit(Form)
self.lineEdit_4.setGeometry(QtCore.QRect(230, 260, 220, 30))
self.lineEdit_4.setStyleSheet("border: 1px solid black;")
self.lineEdit_4.setObjectName("lineEdit_4")
self.widget_3 = QtWidgets.QWidget(Form)
self.widget_3.setGeometry(QtCore.QRect(20, 30, 460, 690))
self.widget_3.setStyleSheet("border : 1px solid black;")
self.widget_3.setObjectName("widget_3")
self.lineEdit_5 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_5.setGeometry(QtCore.QRect(90, 20, 261, 51))
self.lineEdit_5.setStyleSheet("font: 16pt \"宋体\";")
self.lineEdit_5.setAlignment(QtCore.Qt.AlignCenter)
self.lineEdit_5.setObjectName("lineEdit_5")
self.lineEdit_7 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_7.setGeometry(QtCore.QRect(210, 280, 220, 30))
self.lineEdit_7.setStyleSheet("border: 1px solid black;")
self.lineEdit_7.setObjectName("lineEdit_7")
self.pushButton_4 = QtWidgets.QPushButton(self.widget_3)
self.pushButton_4.setGeometry(QtCore.QRect(30, 410, 160, 61))
self.pushButton_4.setStyleSheet("font: 15pt \"宋体\";\n"
"background-color:#e1e1e1;")
self.pushButton_4.setObjectName("pushButton_4")
#参数确认按钮
self.pushButton_5 = QtWidgets.QPushButton(Form)
self.pushButton_5.setGeometry(QtCore.QRect(50, 610, 100, 70))
self.pushButton_5.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_5.setObjectName("pushButton_5")
self.pushButton_5.setChecked(False)
self.pushButton_5.clicked.connect(lambda: self.param_show())
#结束检测按钮
self.pushButton_6 = QtWidgets.QPushButton(Form)
self.pushButton_6.setGeometry(QtCore.QRect(330, 610, 100, 70))
self.pushButton_6.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_6.setObjectName("pushButton_6")
self.pushButton_6.setChecked(False)
self.pushButton_6.clicked.connect(lambda: self.end_detect())
self.lineEdit_8 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_8.setGeometry(QtCore.QRect(210, 120, 220, 30))
self.lineEdit_8.setStyleSheet("border: 1px solid black;")
self.lineEdit_8.setObjectName("lineEdit_8")
self.comboBox_2 = QtWidgets.QComboBox(self.widget_3)
self.comboBox_2.setGeometry(QtCore.QRect(30, 120, 160, 30))
self.comboBox_2.setStyleSheet("font: 15pt \"宋体\";\n"
"background-color:#e1e1e1;")
self.comboBox_2.setPlaceholderText("")
self.comboBox_2.setObjectName("comboBox_2")
self.comboBox_2.currentIndexChanged.connect(lambda : self.select_device())
self.comboBox_2.addItem("")
self.comboBox_2.addItem("")
self.comboBox_2.addItem("")
self.lineEdit_5.raise_()
self.lineEdit_7.raise_()
self.lineEdit_8.raise_()
self.comboBox_2.raise_()
self.pushButton_4.raise_()
self.widget_4 = QtWidgets.QWidget(Form)
self.widget_4.setGeometry(QtCore.QRect(530, 30, 510, 690))
self.widget_4.setStyleSheet("border:1px solid black;")
self.widget_4.setObjectName("widget_4")
self.lineEdit_6 = QtWidgets.QLineEdit(self.widget_4)
self.lineEdit_6.setGeometry(QtCore.QRect(70, 10, 350, 50))
self.lineEdit_6.setStyleSheet("font: 16pt \"宋体\";")
self.lineEdit_6.setAlignment(QtCore.Qt.AlignCenter)
self.lineEdit_6.setObjectName("lineEdit_6")
self.widget_4.raise_()
self.widget_3.raise_()
self.label2.raise_()
self.pushButton.raise_()
self.comboBox.raise_()
self.pushButton_3.raise_()
self.label1.raise_()
self.textEdit.raise_()
self.textEdit_2.raise_()
self.tableWidget.raise_()
self.lineEdit_3.raise_()
self.lineEdit_4.raise_()
self.pushButton_2.raise_()
self.pushButton_5.raise_()
self.pushButton_6.raise_()
self.pushButton_7.raise_()
self.lineEdit_2.raise_()
self.retranslateUi(Form)
QtCore.QMetaObject.connectSlotsByName(Form)
def retranslateUi(self, Form):
_translate = QtCore.QCoreApplication.translate
Form.setWindowTitle(_translate("Form", "YOLOV5检测"))
self.pushButton.setText(_translate("Form", "选择文件"))
self.pushButton_7.setText(_translate("Form", "是否结束"))
self.comboBox.setItemText(0, _translate("Form", "检测方式"))
self.comboBox.setItemText(1, _translate("Form", "图片检测"))
self.comboBox.setItemText(2, _translate("Form", "视频检测"))
self.comboBox.setItemText(3, _translate("Form", "摄像头检测"))
self.pushButton_2.setText(_translate("Form", "开始检测"))
self.pushButton_5.setText(_translate("Form", "确定"))
self.pushButton_6.setText(_translate("Form", "结束程序"))
self.pushButton_3.setText(_translate("Form", "模型路径"))
self.textEdit.setText(_translate("Form", "\n原\n始\n图\n片\n/\n视\n频"))
self.textEdit_2.setText(_translate("Form", "\n\n\n测\n试\n结\n果"))
item = self.tableWidget.verticalHeaderItem(0)
item.setText(_translate("Form", "imgsize"))
item = self.tableWidget.verticalHeaderItem(1)
item.setText(_translate("Form", "conf"))
item = self.tableWidget.verticalHeaderItem(2)
item.setText(_translate("Form", "iou"))
item = self.tableWidget.verticalHeaderItem(3)
item.setText(_translate("Form", "dnn"))
item = self.tableWidget.horizontalHeaderItem(0)
item.setText(_translate("Form", "数值"))
self.tableWidget.setItem(0,0,QtWidgets.QTableWidgetItem("640")) #图片大小默认值
self.tableWidget.setItem(0,1,QtWidgets.QTableWidgetItem("0.25")) #置信度阈值默认值
self.tableWidget.setItem(0,2,QtWidgets.QTableWidgetItem("0.45")) #IOU阈值默认值
self.tableWidget.setItem(0,3,QtWidgets.QTableWidgetItem("False")) #IOU阈值默认值
self.lineEdit_3.setPlaceholderText(_translate("Form", "模型的路径"))
self.lineEdit_4.setPlaceholderText(_translate("Form", "图片或视频检测及摄像头检测"))
self.lineEdit_5.setText(_translate("Form", "参数设置及可视化"))
self.lineEdit_7.setPlaceholderText(_translate("Form", "图片或视频路径"))
self.pushButton_4.setText(_translate("Form", "其他参数"))
self.lineEdit_8.setPlaceholderText(_translate("Form", "运行设备(CPU或GPU)"))
self.comboBox_2.setItemText(0, _translate("Form", "设备选择"))
self.comboBox_2.setItemText(1, _translate("Form", "CPU"))
self.comboBox_2.setItemText(2, _translate("Form", "GPU"))
self.lineEdit_6.setText(_translate("Form", "图片及测试结果可视化"))
self.lineEdit_2.setPlaceholderText(_translate("Form", "是否关闭视频或者摄像头"))
三、效果展示
1、图片效果展示如下：
2、摄像头或视频检测
四、整体代码：
若界面太大或太小，就自己添加些代码，将界面自适应电脑，或者手动修改代码33行。
# -*- coding: utf-8 -*-
# Form implementation generated from reading ui file 'det.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.
import sys
import os
root_path=os.path.abspath(os.path.join(os.path.dirname(__file__),".."))
sys.path.append(root_path)
from PyQt5 import QtCore, QtGui, QtWidgets
import torch
import cv2
from PIL import Image,ImageQt
import numpy as np
from utils.general import non_max_suppression
from utils.general import check_img_size,scale_coords
from utils.augmentations import letterbox
import os
from pathlib import Path
from utils.plots import Annotator,colors
from models.experimental import attempt_load
class Ui_Form(QtWidgets.QWidget):
def setupUi(self, Form):
Form.setObjectName("Form")
Form.resize(1130, 730)
self.stride=64
#检测结果展示区
self.label2 = QtWidgets.QLabel(Form)
self.label2.setGeometry(QtCore.QRect(650, 410, 300, 300))
self.label2.setAlignment(QtCore.Qt.AlignCenter)
self.label2.setStyleSheet("border: 1px solid black;")
self.label2.setObjectName("label2")
#图片或视频路径选择
self.pushButton = QtWidgets.QPushButton(Form)
self.pushButton.setGeometry(QtCore.QRect(50, 310, 160, 30))
self.pushButton.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton.setChecked(False) # 设置开始时的状态为未选中
self.pushButton.clicked.connect(lambda :self.select_file())
self.pushButton.setObjectName("pushButton") #图片选择按钮
#模式选择
self.comboBox = QtWidgets.QComboBox(Form)
self.comboBox.setGeometry(QtCore.QRect(50, 260, 160, 30))
self.comboBox.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.comboBox.setPlaceholderText("")
self.comboBox.setObjectName("comboBox")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.addItem("")
self.comboBox.currentIndexChanged.connect(lambda :self.select_mode())
#开始检测按钮
self.pushButton_2 = QtWidgets.QPushButton(Form)
self.pushButton_2.setGeometry(QtCore.QRect(190, 610, 100, 70))
self.pushButton_2.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_2.setObjectName("pushButton_2")
self.pushButton_2.setChecked(False)
self.pushButton_2.clicked.connect(lambda :self.vim_show())
self.pushButton_3 = QtWidgets.QPushButton(Form)
self.pushButton_3.setGeometry(QtCore.QRect(50, 210, 160, 30))
self.pushButton_3.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_3.setObjectName("pushButton_3")
self.pushButton_3.setChecked(False) # 设置开始时的状态为未选中
self.pushButton_3.clicked.connect(lambda :self.select_modelfile())
self.pushButton_7 = QtWidgets.QPushButton(Form)
self.pushButton_7.setGeometry(QtCore.QRect(50, 550, 160, 30))
self.pushButton_7.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_7.setObjectName("pushButton_7")
self.lineEdit_2=QtWidgets.QLineEdit(Form)
self.lineEdit_2.setGeometry(QtCore.QRect(230, 550, 220, 30))
self.lineEdit_2.setStyleSheet("border: 1px solid black;")
self.lineEdit_2.setObjectName("lineEdit_2")
self.label1=QtWidgets.QLabel(Form)
self.label1.setGeometry(QtCore.QRect(650, 100, 300, 300))
self.label2.setAlignment(QtCore.Qt.AlignCenter)
self.label1.setStyleSheet("border: 1px solid black;")
self.label1.setObjectName("label1")
self.textEdit = QtWidgets.QTextEdit(Form)
self.textEdit.setGeometry(QtCore.QRect(600, 100, 40, 300))
self.textEdit.setLayoutDirection(QtCore.Qt.LeftToRight)
self.textEdit.setStyleSheet("border: 1px solid black;\n"
"font: 15pt \"宋体\";")
self.textEdit.setObjectName("textEdit")
self.textEdit_2 = QtWidgets.QTextEdit(Form)
self.textEdit_2.setGeometry(QtCore.QRect(600, 410, 40, 300))
self.textEdit_2.setStyleSheet("border: 1px solid black;\n"
"font: 15pt \"宋体\";")
self.textEdit_2.setAlignment(QtCore.Qt.AlignHCenter)
self.textEdit_2.setObjectName("textEdit_2")
self.tableWidget = QtWidgets.QTableWidget(Form)
self.tableWidget.setGeometry(QtCore.QRect(230, 370, 221, 170))
self.tableWidget.setStyleSheet("font: 15pt \"宋体\";\n"
"")
self.tableWidget.setObjectName("tableWidget")
self.tableWidget.setColumnCount(1)
self.tableWidget.setRowCount(4)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(0, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(1, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(2, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setVerticalHeaderItem(3, item)
item = QtWidgets.QTableWidgetItem()
self.tableWidget.setHorizontalHeaderItem(0, item)
self.tableWidget.horizontalHeader().setDefaultSectionSize(100)
self.tableWidget.horizontalHeader().setMinimumSectionSize(100)
self.tableWidget.verticalHeader().setDefaultSectionSize(30)
self.lineEdit_3 = QtWidgets.QLineEdit(Form)
self.lineEdit_3.setGeometry(QtCore.QRect(230, 210, 220, 30))
self.lineEdit_3.setStyleSheet("border: 1px solid black;")
self.lineEdit_3.setObjectName("lineEdit_3")
self.lineEdit_4 = QtWidgets.QLineEdit(Form)
self.lineEdit_4.setGeometry(QtCore.QRect(230, 260, 220, 30))
self.lineEdit_4.setStyleSheet("border: 1px solid black;")
self.lineEdit_4.setObjectName("lineEdit_4")
self.widget_3 = QtWidgets.QWidget(Form)
self.widget_3.setGeometry(QtCore.QRect(20, 30, 460, 690))
self.widget_3.setStyleSheet("border : 1px solid black;")
self.widget_3.setObjectName("widget_3")
self.lineEdit_5 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_5.setGeometry(QtCore.QRect(90, 20, 261, 51))
self.lineEdit_5.setStyleSheet("font: 16pt \"宋体\";")
self.lineEdit_5.setAlignment(QtCore.Qt.AlignCenter)
self.lineEdit_5.setObjectName("lineEdit_5")
self.lineEdit_7 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_7.setGeometry(QtCore.QRect(210, 280, 220, 30))
self.lineEdit_7.setStyleSheet("border: 1px solid black;")
self.lineEdit_7.setObjectName("lineEdit_7")
self.pushButton_4 = QtWidgets.QPushButton(self.widget_3)
self.pushButton_4.setGeometry(QtCore.QRect(30, 410, 160, 61))
self.pushButton_4.setStyleSheet("font: 15pt \"宋体\";\n"
"background-color:#e1e1e1;")
self.pushButton_4.setObjectName("pushButton_4")
#参数确认按钮
self.pushButton_5 = QtWidgets.QPushButton(Form)
self.pushButton_5.setGeometry(QtCore.QRect(50, 610, 100, 70))
self.pushButton_5.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_5.setObjectName("pushButton_5")
self.pushButton_5.setChecked(False)
self.pushButton_5.clicked.connect(lambda: self.param_show())
#结束检测按钮
self.pushButton_6 = QtWidgets.QPushButton(Form)
self.pushButton_6.setGeometry(QtCore.QRect(330, 610, 100, 70))
self.pushButton_6.setStyleSheet("font: 15pt \"宋体\";\n"
"border:1px solid black;\n"
"background-color:#e1e1e1;")
self.pushButton_6.setObjectName("pushButton_6")
self.pushButton_6.setChecked(False)
self.pushButton_6.clicked.connect(lambda: self.end_detect())
self.lineEdit_8 = QtWidgets.QLineEdit(self.widget_3)
self.lineEdit_8.setGeometry(QtCore.QRect(210, 120, 220, 30))
self.lineEdit_8.setStyleSheet("border: 1px solid black;")
self.lineEdit_8.setObjectName("lineEdit_8")
self.comboBox_2 = QtWidgets.QComboBox(self.widget_3)
self.comboBox_2.setGeometry(QtCore.QRect(30, 120, 160, 30))
self.comboBox_2.setStyleSheet("font: 15pt \"宋体\";\n"
"background-color:#e1e1e1;")
self.comboBox_2.setPlaceholderText("")
self.comboBox_2.setObjectName("comboBox_2")
self.comboBox_2.currentIndexChanged.connect(lambda : self.select_device())
self.comboBox_2.addItem("")
self.comboBox_2.addItem("")
self.comboBox_2.addItem("")
self.lineEdit_5.raise_()
self.lineEdit_7.raise_()
self.lineEdit_8.raise_()
self.comboBox_2.raise_()
self.pushButton_4.raise_()
self.widget_4 = QtWidgets.QWidget(Form)
self.widget_4.setGeometry(QtCore.QRect(530, 30, 510, 690))
self.widget_4.setStyleSheet("border:1px solid black;")
self.widget_4.setObjectName("widget_4")
self.lineEdit_6 = QtWidgets.QLineEdit(self.widget_4)
self.lineEdit_6.setGeometry(QtCore.QRect(70, 10, 350, 50))
self.lineEdit_6.setStyleSheet("font: 16pt \"宋体\";")
self.lineEdit_6.setAlignment(QtCore.Qt.AlignCenter)
self.lineEdit_6.setObjectName("lineEdit_6")
self.widget_4.raise_()
self.widget_3.raise_()
self.label2.raise_()
self.pushButton.raise_()
self.comboBox.raise_()
self.pushButton_3.raise_()
self.label1.raise_()
self.textEdit.raise_()
self.textEdit_2.raise_()
self.tableWidget.raise_()
self.lineEdit_3.raise_()
self.lineEdit_4.raise_()
self.pushButton_2.raise_()
self.pushButton_5.raise_()
self.pushButton_6.raise_()
self.pushButton_7.raise_()
self.lineEdit_2.raise_()
self.retranslateUi(Form)
QtCore.QMetaObject.connectSlotsByName(Form)
def retranslateUi(self, Form):
_translate = QtCore.QCoreApplication.translate
Form.setWindowTitle(_translate("Form", "YOLOV5检测"))
self.pushButton.setText(_translate("Form", "选择文件"))
self.pushButton_7.setText(_translate("Form", "是否结束"))
self.comboBox.setItemText(0, _translate("Form", "检测方式"))
self.comboBox.setItemText(1, _translate("Form", "图片检测"))
self.comboBox.setItemText(2, _translate("Form", "视频检测"))
self.comboBox.setItemText(3, _translate("Form", "摄像头检测"))
self.pushButton_2.setText(_translate("Form", "开始检测"))
self.pushButton_5.setText(_translate("Form", "确定"))
self.pushButton_6.setText(_translate("Form", "结束程序"))
self.pushButton_3.setText(_translate("Form", "模型路径"))
self.textEdit.setText(_translate("Form", "\n原\n始\n图\n片\n/\n视\n频"))
self.textEdit_2.setText(_translate("Form", "\n\n\n测\n试\n结\n果"))
item = self.tableWidget.verticalHeaderItem(0)
item.setText(_translate("Form", "imgsize"))
item = self.tableWidget.verticalHeaderItem(1)
item.setText(_translate("Form", "conf"))
item = self.tableWidget.verticalHeaderItem(2)
item.setText(_translate("Form", "iou"))
item = self.tableWidget.verticalHeaderItem(3)
item.setText(_translate("Form", "dnn"))
item = self.tableWidget.horizontalHeaderItem(0)
item.setText(_translate("Form", "数值"))
self.tableWidget.setItem(0,0,QtWidgets.QTableWidgetItem("640")) #图片大小默认值
self.tableWidget.setItem(0,1,QtWidgets.QTableWidgetItem("0.25")) #置信度阈值默认值
self.tableWidget.setItem(0,2,QtWidgets.QTableWidgetItem("0.45")) #IOU阈值默认值
self.tableWidget.setItem(0,3,QtWidgets.QTableWidgetItem("False")) #IOU阈值默认值
self.lineEdit_3.setPlaceholderText(_translate("Form", "模型的路径"))
self.lineEdit_4.setPlaceholderText(_translate("Form", "图片或视频检测及摄像头检测"))
self.lineEdit_5.setText(_translate("Form", "参数设置及可视化"))
self.lineEdit_7.setPlaceholderText(_translate("Form", "图片或视频路径"))
self.pushButton_4.setText(_translate("Form", "其他参数"))
self.lineEdit_8.setPlaceholderText(_translate("Form", "运行设备(CPU或GPU)"))
self.comboBox_2.setItemText(0, _translate("Form", "设备选择"))
self.comboBox_2.setItemText(1, _translate("Form", "CPU"))
self.comboBox_2.setItemText(2, _translate("Form", "GPU"))
self.lineEdit_6.setText(_translate("Form", "图片及测试结果可视化"))
self.lineEdit_2.setPlaceholderText(_translate("Form", "是否关闭视频或者摄像头"))
#选择图片或视频路径
def select_file(self):
file,_=QtWidgets.QFileDialog.getOpenFileName(None,"选择文件",os.getcwd(),"All Files(*.jpg;*.png;*.jpeg;*.mp4;*.flv;*.avi;);;Text Files (*.txt)")
self.lineEdit_7.setText(file)
#选择模型路径
def select_modelfile(self):
file,_=QtWidgets.QFileDialog.getOpenFileName(None,"选择文件",os.getcwd(),"All Files(*.pt;*.onnx;*.pth);;")
self.lineEdit_3.setText(file)
#设备选择
def select_device(self):
device=self.comboBox_2.currentText() #获取下拉框的信息
self.lineEdit_8.setText(device)
#模式选择
def select_mode(self):
mode=self.comboBox.currentText()
self.lineEdit_4.setText(mode)
#模型初始化
def param_show(self):
device = torch.device("cpu" if self.lineEdit_8.text()=="CPU" else "cuda") #设备
modelpath = self.lineEdit_3.text() #模型路径
self.suffix = Path(modelpath).suffix[1:]
if self.suffix == "pt":
self.flag=True
self.model = attempt_load(modelpath if isinstance(modelpath, list) else modelpath,
map_location=device)
self.stride = int(self.model.stride.max()) # model stride
self.names = self.model.module.names if hasattr(self.model, 'module') else self.model.names # get class names
if self.lineEdit_8.text() == "GPU":
self.model.half()
elif self.suffix == "onnx":
self.dnn = False
self.flag=False
if self.dnn:
# check_requirements(('opencv-python>=4.5.4',))
self.model = cv2.dnn.readNetFromONNX(modelpath)
else:
# check_requirements(('onnx', 'onnxruntime-gpu' if torch.has_cuda else 'onnxruntime'))
import onnxruntime
self.model = onnxruntime.InferenceSession(modelpath, None)
# 后两项分别为按钮(以|隔开，共有7种按钮类型，见示例后)、默认按钮(省略则默认为第一个按钮)
msg=QtWidgets.QMessageBox(QtWidgets.QMessageBox.Warning,"消息框", "模型初始化完成,请开始检测")
msg.exec_()
#检测
def vim_show(self):
filepath=self.lineEdit_7.text() #文件路径
detect_mode=self.lineEdit_4.text()#检测模式
imgsize = int(self.tableWidget.item(0, 0).text()) # 图片尺寸
conf_thres = float(self.tableWidget.item(1, 0).text()) # 置信度阈值
iou_thres = float(self.tableWidget.item(2, 0).text()) # iou阈值
device = self.lineEdit_8.text() # 设备
if detect_mode=="图片检测":
#opencv读图展示
origin_img=cv2.imread(filepath)
if origin_img.shape[0] > origin_img.shape[1]: # h>w
orgin_img1 = cv2.resize(origin_img, (int(origin_img.shape[1] * (300 / origin_img.shape[0])-1), 300),
cv2.INTER_LINEAR)
else: # w>=h
orgin_img1 = cv2.resize(origin_img, (300, int(origin_img.shape[0] * (300 / origin_img.shape[1]))-1),
cv2.INTER_LINEAR)
#图片预处理
input_img=self.process_img(origin_img,device,imgsize)
#推理
result=self.process_inference(origin_img,input_img,conf_thres,iou_thres)
#结果展示
if result.shape[0] > result.shape[1]: # h>w
img1 = cv2.resize(result, (int(result.shape[1] * (300 / result.shape[0]))-1, 300),
cv2.INTER_LINEAR)
else: # w>=h
img1 = cv2.resize(result, (300, int(result.shape[0] * (300 / result.shape[1]))-1),
cv2.INTER_LINEAR)
#原图展示
rgb_img = cv2.cvtColor(orgin_img1, cv2.COLOR_BGR2RGB)
qimg = QtGui.QImage(rgb_img.data, rgb_img.shape[1], rgb_img.shape[0], QtGui.QImage.Format_RGB888)
self.label1.setPixmap(QtGui.QPixmap.fromImage(qimg))
#结果展示
rgb_img1 = cv2.cvtColor(img1, cv2.COLOR_BGR2RGB)
qimg1 = QtGui.QImage(rgb_img1.data, rgb_img1.shape[1], rgb_img1.shape[0], QtGui.QImage.Format_RGB888)
self.label2.setPixmap(QtGui.QPixmap.fromImage(qimg1))
elif detect_mode=="视频检测":
cap = cv2.VideoCapture(filepath)
count = 1
while cap.isOpened():
if count % 2 == 0:
ret, frame = cap.read()
if ret:
if frame.shape[0] > frame.shape[1]: # h>w
img = cv2.resize(frame, (int(frame.shape[1] * (300 / frame.shape[0])), 300),
cv2.INTER_LINEAR)
else: # w>=h
img = cv2.resize(frame, (300, int(frame.shape[0] * (300 / frame.shape[1]))),
cv2.INTER_LINEAR)
input_img = self.process_img(frame, device, imgsize)
result = self.process_inference(frame, input_img, conf_thres, iou_thres)
if result.shape[0] > result.shape[1]: # h>w
img1 = cv2.resize(result, (int(result.shape[1] * (300 / result.shape[0])) - 1, 300),
cv2.INTER_LINEAR)
else: # h<=w
img1 = cv2.resize(result, (300, int(result.shape[0] * (300 / result.shape[1])) - 1),
cv2.INTER_LINEAR)
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
cv2.waitKey(1)
qimg = QtGui.QImage(img.data, img.shape[1], img.shape[0], QtGui.QImage.Format_RGB888)
self.label1.setPixmap(QtGui.QPixmap.fromImage(qimg))
# 结果展示
rgb1 = cv2.cvtColor(img1, cv2.COLOR_BGR2RGB)
qimg1 = QtGui.QImage(rgb1.data, rgb1.shape[1], rgb1.shape[0], QtGui.QImage.Format_RGB888)
self.label2.setPixmap(QtGui.QPixmap.fromImage(qimg1))
else:
break
count=1
else:
count += 1
cap.release()
cv2.destroyAllWindows()
else:
self.cap = cv2.VideoCapture(0)
count = 1
while True:
if count % 2 == 0:
ret, frame = self.cap.read()
if ret:
if frame.shape[0] > frame.shape[1]: # h>w
img = cv2.resize(frame, (int(frame.shape[1] * (300 / frame.shape[0])), 300),
cv2.INTER_LINEAR)
else: # w>=h
img = cv2.resize(frame, (300, int(frame.shape[0] * (300 / frame.shape[1]))),
cv2.INTER_LINEAR)
input_img=self.process_img(frame,device,imgsize)
result=self.process_inference(frame,input_img,conf_thres,iou_thres)
if result.shape[0]>result.shape[1]: #h>w
img1=cv2.resize(result,(int(result.shape[1]*(300/result.shape[0]))-1,300),cv2.INTER_LINEAR)
else: #h<=w
img1=cv2.resize(result,(300,int(result.shape[0]*(300/result.shape[1]))-1),
cv2.INTER_LINEAR)
img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)
cv2.waitKey(1)
qimg = QtGui.QImage(img.data, img.shape[1], img.shape[0], QtGui.QImage.Format_RGB888)
self.label1.setPixmap(QtGui.QPixmap.fromImage(qimg))
#结果展示
rgb1=cv2.cvtColor(img1,cv2.COLOR_BGR2RGB)
qimg1=QtGui.QImage(rgb1.data,rgb1.shape[1],rgb1.shape[0],QtGui.QImage.Format_RGB888)
self.label2.setPixmap(QtGui.QPixmap.fromImage(qimg1))
#复位
count=1
if self.lineEdit_2.text()=="是":
break
else:
count += 1
self.cap.release()
cv2.destroyAllWindows()
#退出程序
def end_detect(self):
sys.exit(1)
#图片处理
def process_img(self,org_img,device,imgsize):
'''
Args:
org_img: 原图
device: 设备
imgsize: 图片尺寸
Returns:
'''
# 查看图片尺寸是否能别stride整除
imgsz = check_img_size(imgsize, s=self.stride)
# resize_padding
img = letterbox(org_img, imgsz, self.stride, auto=self.flag)[0]
img = img.transpose((2, 0, 1))[::-1] # HWC to CHW, BGR to RGB
img = np.ascontiguousarray(img)
if self.suffix == "onnx":
img = img.astype("float32")
else:
img = torch.from_numpy(img).to(device.lower())
# 设置是否为半精度测试
if device == "GPU":
img = img.half()
else:
img=img.float()
img /= 255.0 # 归一化
if len(img.shape) == 3:
img = img[None]
return img
#推理进程
def process_inference(self,org_img,img,conf_thres,iou_thres):
'''
Args:
org_img: 原图
img: 缩放后的图
conf_thres: 置信度阈值
iou_thres: IOU阈值
Returns:
'''
if self.suffix == "pt":
pred = self.model(img)[0]
elif self.suffix == "onnx":
if self.dnn:
self.model.setInput(img)
pred = torch.tensor(self.model.forward())
else:
pred = torch.tensor(self.model.run([self.model.get_outputs()[0].name], {self.model.get_inputs()[0].name: img}))
pred = non_max_suppression(pred, conf_thres, iou_thres, classes=None, agnostic=False, max_det=1000)
dt, seen = [0.0, 0.0, 0.0], 0
for i, det in enumerate(pred):
seen += 1
im0 = org_img.copy()
# 绘制预测框
annotator = Annotator(im0, line_width=3, example=str(1))
# 检测到目标时
if len(det):
det[:, :4] = scale_coords(img.shape[2:], det[:, :4], im0.shape).round()
# 写结果
for *xyxy, conf, cls in reversed(det):
c = int(cls)
# label = f'{conf:.2f}'
label = f'{self.names[c]} {conf:.2f}'
annotator.box_label(xyxy, label, color=colors(c, True))
im0 = annotator.result()
# cv2.imwrite(save_path + os.sep + Path(img_path).name, im0)
return im0
if __name__ == '__main__':
import sys
QtCore.QCoreApplication.setAttribute(QtCore.Qt.AA_EnableHighDpiScaling) # 解决了Qtdesigner设计的界面与实际运行界面不一致的问题
app = QtWidgets.QApplication(sys.argv)
widget = QtWidgets.QWidget()
ui = Ui_Form()
ui.setupUi(widget)
widget.show()
sys.exit(app.exec_())
总结
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