添加了图像风格迁移的功能

modified:   main_windows/main_window.py
	modified:   main_windows/ui_main_window.py
	modified:   nst/Models.py
	new file:   sub_windows/sub_window_9.py
	new file:   sub_windows/ui_sub_window_9.py

main_windows/main_window.py

@@ -13,11 +13,11 @@ from sub_windows import sub_window_5
 from sub_windows import sub_window_6
 from sub_windows import sub_window_7
 from sub_windows import sub_window_8
+from sub_windows import sub_window_9
 from sub_windows import sub_window_10
 
 
 class MainWindow(QMainWindow):
-
     def __init__(self):
         super().__init__(parent=None)
         # 布局初始化
@@ -32,13 +32,14 @@ class MainWindow(QMainWindow):
         self.sub_window_6_ = None  # DCT图像压缩
         self.sub_window_7_ = None  # Canny边缘检测
         self.sub_window_8_ = None  # 人脸检测实例
+        self.sub_window_9_ = None  # 图像风格迁移
         self.sub_window_10_ = None  # 关于页面
         # 多线程
         pass
         # 信号与槽定义
         self.signal_and_slot()
         # 图标
-        self.setWindowIcon(QIcon('./static/icon.ico'))
+        self.setWindowIcon(QIcon("./static/icon.ico"))
 
     def signal_and_slot(self):
         self.ui.pushButton_1.clicked.connect(self.pushButton_1)
@@ -49,6 +50,7 @@ class MainWindow(QMainWindow):
         self.ui.pushButton_6.clicked.connect(self.pushButton_6)
         self.ui.pushButton_7.clicked.connect(self.pushButton_7)
         self.ui.pushButton_8.clicked.connect(self.pushButton_8)
+        self.ui.pushButton_9.clicked.connect(self.pushButton_9)
         self.ui.pushButton_10.clicked.connect(self.pushButton_10)
 
     def pushButton_1(self):
@@ -83,6 +85,10 @@ class MainWindow(QMainWindow):
         self.sub_window_8_ = sub_window_8.SubWindow()
         self.sub_window_8_.show()
 
+    def pushButton_9(self):
+        self.sub_window_9_ = sub_window_9.SubWindow()
+        self.sub_window_9_.show()
+
     def pushButton_10(self):
         self.sub_window_10_ = sub_window_10.SubWindow()
         self.sub_window_10_.show()

main_windows/ui_main_window.py

@@ -8,6 +8,9 @@
 
 from PyQt5 import QtCore, QtGui, QtWidgets
 
+from PyQt5 import QtCore, QtGui, QtWidgets
+
+
 class Ui_Form(object):
     def setupUi(self, Form):
         Form.setObjectName("Form")
@@ -56,6 +59,14 @@ class Ui_Form(object):
         self.pushButton_10.setGeometry(QtCore.QRect(560, 430, 111, 71))
         self.pushButton_10.setObjectName("pushButton_10")
 
+        # Add new groupBox and pushButton
+        self.groupBox_3 = QtWidgets.QGroupBox(Form)
+        self.groupBox_3.setGeometry(QtCore.QRect(30, 400, 331, 131))
+        self.groupBox_3.setObjectName("groupBox_3")
+        self.pushButton_9 = QtWidgets.QPushButton(self.groupBox_3)
+        self.pushButton_9.setGeometry(QtCore.QRect(110, 30, 111, 71))
+        self.pushButton_9.setObjectName("pushButton_11")
+
         self.retranslateUi(Form)
         QtCore.QMetaObject.connectSlotsByName(Form)
 
@@ -74,4 +85,6 @@ class Ui_Form(object):
         self.pushButton_5.setText(_translate("Form", "直方图变换"))
         self.pushButton_7.setText(_translate("Form", "边缘检测"))
         self.pushButton_10.setText(_translate("Form", "关于"))
-
+        # Translate new groupBox and pushButton
+        self.groupBox_3.setTitle(_translate("Form", "高级功能"))
+        self.pushButton_9.setText(_translate("Form", "图像风格迁移"))

nst/Models.py

@@ -9,7 +9,7 @@ import torchvision.models as models
 import copy
 import time
 import re
-from tools import Tool
+from nst.tools import Tool
 
 tl = Tool()
 
@@ -70,7 +70,7 @@ class StyleLoss(ContentLoss):
 
 class Transfer(object):
     def __init__(
-        self, fn_content, fn_style, model_path=r"weights/squeezenet1_0-a815701f.pth"
+        self, fn_content, fn_style, model_path=r"nst/weights/squeezenet1_0-a815701f.pth"
     ):
         """usage:
         net = Transfer('picasso.jpg','dancing.jpg')

sub_windows/sub_window_9.py

@@ -0,0 +1,87 @@
+import cv2
+from PyQt5.QtCore import pyqtSignal, QThread
+from PyQt5.QtGui import *
+from PyQt5.QtWidgets import *
+from PyQt5 import QtWidgets, QtGui
+from PyQt5 import QtCore, QtGui, QtWidgets
+from nst import Models
+import time
+import numpy as np
+
+# 子窗口布局
+from sub_windows import ui_sub_window_9
+
+
+class SubWindow(QMainWindow):
+    def __init__(self):
+        super().__init__(parent=None)
+        self.ui = ui_sub_window_9.Ui_Form()
+        self.ui.setupUi(self)
+        self.ui_init()
+        self.file_path = None
+        self.style_path = None
+
+    def ui_init(self):
+        # print("子窗口9初始化")
+        self.ui.pushButton_open_style.clicked.connect(self.open_style)
+        self.ui.pushButton_open_file.clicked.connect(self.open_file)
+        self.ui.pushButton_generate.clicked.connect(self.generate)
+
+    def open_file(self):
+        # Open a file dialog and display the selected image
+        options = QtWidgets.QFileDialog.Options()
+        options |= QtWidgets.QFileDialog.ReadOnly
+        fileName, _ = QtWidgets.QFileDialog.getOpenFileName(
+            self,
+            "QFileDialog.getOpenFileName()",
+            "",
+            "All Files (*);;Python Files (*.py)",
+            options=options,
+        )
+        if fileName:
+            self.file_path = fileName
+            pixmap = QtGui.QPixmap(fileName)
+            scaled_pixmap = pixmap.scaled(
+                self.ui.label_image_1.size(), QtCore.Qt.KeepAspectRatio
+            )
+            self.ui.label_image_1.setPixmap(scaled_pixmap)
+
+    def open_style(self):
+        # Open a file dialog and display the selected style image
+        options = QtWidgets.QFileDialog.Options()
+        options |= QtWidgets.QFileDialog.ReadOnly
+        fileName, _ = QtWidgets.QFileDialog.getOpenFileName(
+            self,
+            "QFileDialog.getOpenFileName()",
+            "",
+            "All Files (*);;Python Files (*.py)",
+            options=options,
+        )
+        if fileName:
+            self.style_path = fileName
+            pixmap = QtGui.QPixmap(fileName)
+            scaled_pixmap = pixmap.scaled(
+                self.ui.label_image_2.size(), QtCore.Qt.KeepAspectRatio
+            )
+            self.ui.label_image_2.setPixmap(scaled_pixmap)
+
+    def generate(self):
+        print("generating")
+        ph = "nst/weights/vgg19-dcbb9e9d.pth"
+
+        transfer = Models.Transfer(self.file_path, self.style_path, ph)
+
+        t = time.time()
+        dt, img = transfer.fit()
+
+        print(time.time() - t)
+        # print(dt,img)
+
+        img = np.array(img)[:, :, ::-1]
+        img = np.require(img, np.uint8, 'C')
+        
+        qimage = QImage(img.data, img.shape[1], img.shape[0], QImage.Format_RGB888)
+        pixmap = QPixmap.fromImage(qimage)
+        self.ui.label_image_3.setPixmap(pixmap)
+
+        pass

sub_windows/ui_sub_window_9.py

@@ -0,0 +1,82 @@
+from PyQt5 import QtCore, QtGui, QtWidgets
+
+
+class Ui_Form(object):
+    def setupUi(self, Form):
+        Form.setObjectName("Form")
+        Form.resize(1800, 700)
+        self.label_title = QtWidgets.QLabel(Form)
+        self.label_title.setGeometry(QtCore.QRect(800, 20, 200, 50))
+        font = QtGui.QFont()
+        font.setFamily("Agency FB")
+        font.setPointSize(22)
+        font.setBold(True)
+        font.setWeight(75)
+        self.label_title.setFont(font)
+        self.label_title.setAlignment(QtCore.Qt.AlignCenter)
+        self.label_title.setObjectName("label_title")
+
+        self.pushButton_open_file = QtWidgets.QPushButton(Form)
+        self.pushButton_open_file.setGeometry(
+            QtCore.QRect(281, 620, 150, 28)
+        )  # Adjusted button position
+        self.pushButton_open_file.setCheckable(False)
+        self.pushButton_open_file.setDefault(True)
+        self.pushButton_open_file.setObjectName("pushButton_open_file")
+
+        self.pushButton_open_style = QtWidgets.QPushButton(Form)
+        self.pushButton_open_style.setGeometry(
+            QtCore.QRect(831, 620, 150, 28)
+        )  # Adjusted button position
+        self.pushButton_open_style.setCheckable(False)
+        self.pushButton_open_style.setDefault(True)
+        self.pushButton_open_style.setObjectName("pushButton_open_style")
+
+        self.pushButton_generate = QtWidgets.QPushButton(Form)
+        self.pushButton_generate.setGeometry(
+            QtCore.QRect(1381, 620, 150, 28)
+        )  # Adjusted button position
+        self.pushButton_generate.setCheckable(False)
+        self.pushButton_generate.setDefault(True)
+        self.pushButton_generate.setObjectName("pushButton_generate")
+
+        self.label_image_1 = QtWidgets.QLabel(Form)
+        self.label_image_1.setGeometry(QtCore.QRect(100, 80, 512, 512))
+        self.label_image_1.setFont(font)
+        self.label_image_1.setFrameShape(QtWidgets.QFrame.Box)
+        self.label_image_1.setFrameShadow(QtWidgets.QFrame.Raised)
+        self.label_image_1.setScaledContents(False)
+        self.label_image_1.setAlignment(QtCore.Qt.AlignCenter)
+        self.label_image_1.setObjectName("label_image_1")
+
+        self.label_image_2 = QtWidgets.QLabel(Form)
+        self.label_image_2.setGeometry(QtCore.QRect(650, 80, 512, 512))
+        self.label_image_2.setFont(font)
+        self.label_image_2.setFrameShape(QtWidgets.QFrame.Box)
+        self.label_image_2.setFrameShadow(QtWidgets.QFrame.Raised)
+        self.label_image_2.setScaledContents(False)
+        self.label_image_2.setAlignment(QtCore.Qt.AlignCenter)
+        self.label_image_2.setObjectName("label_image_2")
+
+        self.label_image_3 = QtWidgets.QLabel(Form)
+        self.label_image_3.setGeometry(QtCore.QRect(1200, 80, 512, 512))
+        self.label_image_3.setFont(font)
+        self.label_image_3.setFrameShape(QtWidgets.QFrame.Box)
+        self.label_image_3.setFrameShadow(QtWidgets.QFrame.Raised)
+        self.label_image_3.setScaledContents(False)
+        self.label_image_3.setAlignment(QtCore.Qt.AlignCenter)
+        self.label_image_3.setObjectName("label_image_3")
+
+        self.retranslateUi(Form)
+        QtCore.QMetaObject.connectSlotsByName(Form)
+
+    def retranslateUi(self, Form):
+        _translate = QtCore.QCoreApplication.translate
+        Form.setWindowTitle(_translate("Form", "图像风格迁移"))
+        self.label_title.setText(_translate("Form", "图像风格迁移"))
+        self.pushButton_open_file.setText(_translate("Form", "打开原图片"))
+        self.pushButton_open_style.setText(_translate("Form", "打开风格图片"))
+        self.pushButton_generate.setText(_translate("Form", "生成风格迁移结果"))
+        self.label_image_1.setText(_translate("Form", "原图片预览"))
+        self.label_image_2.setText(_translate("Form", "风格图片预览"))
+        self.label_image_3.setText(_translate("Form", "结果图片预览"))