使用python开发均值滤波调试器
简介
用来调试均值滤波效果的小工具，滑动条可以控制均值滤波核的大小，用来查看不同滤波核下的均值滤波效果。
效果
源码
import sys
from PyQt5.QtWidgets import QApplication, QWidget, QVBoxLayout, QHBoxLayout, QPushButton, QLabel, QFileDialog, QSlider
from PyQt5.QtGui import QPixmap, QImage
from PyQt5.QtCore import Qt
import cv2
import numpy as np
class ImageDisplayWidget(QWidget):
def __init__(self):
super().__init__()
self.initUI()
self.image = None
def initUI(self):
self.main_layout = QVBoxLayout()
self.resize(820, 620)
self.open_button = self.create_button("打开图片", self.open_image)
self.img_win = QWidget()
img_win_layout = QHBoxLayout()
self.img_win.setLayout(img_win_layout)
self.orgin_img_label = QLabel()
self.image_label = QLabel()
self.add_image_view(img_win_layout, "原图", self.orgin_img_label)
self.add_image_view(img_win_layout, "处理后的图", self.image_label)
self.slider = self.create_slider(self.process_image)
self.slider2 = self.create_slider(self.process_image)
self.slider_value_label = QLabel("滤波核大小: 0x0")
controls_layout = QHBoxLayout()
self.add_control(controls_layout, "滤波核大小（ksize）:", self.slider, self.slider_value_label)
controls_layout2 = QHBoxLayout()
self.main_layout.addWidget(self.open_button)
self.main_layout.addWidget(self.img_win)
self.main_layout.addLayout(controls_layout)
self.main_layout.addLayout(controls_layout2)
self.setLayout(self.main_layout)
self.setWindowTitle('均值滤波调试器')
self.set_common_style(self.slider_value_label)
# self.set_common_style()
self.show()
def add_image_view(self, layout, label_text, image_label):
image_view_layout = QVBoxLayout()
name_label = QLabel(label_text)
name_label.setAlignment(Qt.AlignCenter)
image_view_layout.addWidget(image_label, alignment=Qt.AlignCenter)
image_view_layout.addWidget(name_label, alignment=Qt.AlignCenter)
layout.addLayout(image_view_layout)
self.set_common_style(name_label)
def create_button(self, text, clicked_slot):
button = QPushButton(text)
button.clicked.connect(clicked_slot)
self.set_common_style(button)
return button
def create_slider(self, value_changed_slot):
slider = QSlider(Qt.Horizontal)
slider.setMinimum(1)
slider.setMaximum(100)
slider.valueChanged.connect(value_changed_slot)
self.set_slider_style(slider)
return slider
def add_control(self, layout, label_text, slider, value_label):
control_label = QLabel(label_text)
layout.addWidget(control_label)
layout.addWidget(slider)
layout.addWidget(value_label)
self.set_common_style(control_label)
def set_common_style(self, label):
label.setStyleSheet("""
QLabel {
font-family: '微软雅黑';
font-size: 12pt;
color: red;
}
QPushButton {
font-family: '微软雅黑';
font-size: 12pt;
color: red;
}
""")
def set_slider_style(self, slider):
slider.setStyleSheet("""
QSlider::groove:horizontal {
background: #999999;
height: 8px;
margin: 0;
border-radius: 4px;
}
QSlider::handle:horizontal {
background: red;
border: 1px solid #999999;
width: 16px;
height: 16px;
margin: -7px 0; /* handle is placed in the middle */
border-radius: 8px;
}
QSlider::add-page:horizontal {
background: #FF0000; /* This is the red color from your font color */
}
QSlider::sub-page:horizontal {
background: #555555; /* You can choose a different color for the filled part */
}
""")
def open_image(self):
self.filename, _ = QFileDialog.getOpenFileName(self, '打开图片', '.', '图片文件 (*.png *.jpg *.jpeg *.bmp)')
if self.filename:
self.image = cv2.imread(self.filename)
or_img = cv2.cvtColor(self.image, cv2.COLOR_BGR2RGB)
h, w, ch = or_img.shape
bytes_per_line = ch * w
q_img = QImage(or_img.data, w, h, bytes_per_line, QImage.Format_RGB888)
pixmap = QPixmap.fromImage(q_img)
if pixmap.width() > 600 or pixmap.height() > 600:
pixmap = pixmap.scaled(600, 600, Qt.KeepAspectRatio, Qt.SmoothTransformation)
self.orgin_img_label.setPixmap(pixmap)
self.process_image()
def process_image(self):
if self.image is None:
return
kernel_size = self.slider.value()
self.slider_value_label.setText(f"矩形核大小: {kernel_size}x{kernel_size}")
processed_image = cv2.blur(self.image, (kernel_size, kernel_size))
processed_image = cv2.cvtColor(processed_image, cv2.COLOR_BGR2RGB)
h, w, ch = processed_image.shape
bytes_per_line = ch * w
q_img = QImage(processed_image.data, w, h, bytes_per_line, QImage.Format_RGB888)
pixmap = QPixmap.fromImage(q_img)
if pixmap.width() > 600 or pixmap.height() > 600:
pixmap = pixmap.scaled(600, 600, Qt.KeepAspectRatio, Qt.SmoothTransformation)
self.image_label.setPixmap(pixmap)
if __name__ == '__main__':
app = QApplication(sys.argv)
ex = ImageDisplayWidget()
sys.exit(app.exec_())
