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main.py
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import sys
import os
import numpy as np
import cv2
#from Functions import *
from PySide6 import QtCore, QtGui, QtWidgets
from PySide6.QtWidgets import *
from gui.ui_main import Ui_MainWindow
from PySide6.QtGui import QImage, QPixmap
class MainWindow(QMainWindow):
def __init__(self, app):
# QMainWindow.__init__(self)
super().__init__()
self.ui = Ui_MainWindow()
self.ui.setupUi(self)
self.label_channel = 1
self.d = 112
self.SIDE = 480
self.INTERVAL = self.SIDE/self.d
self.HIGH_CONTRAST = False
self.HIGH_CONTRAST_MOUSE = False
self.SHOW_MASK = True
self.SHOW_GRIDS = False
self.display_timer = QtCore.QTimer()
self.load_dirs()
self.img_th = None
self.timer = QtCore.QTimer()
self.ORI_IMG = None
self.LEFT_BUTTON_DOWN = False
self.MODE = 0
self.BRUSHES = [1, 3, 5, 7, 9, 13, 17, 21]
self.BRUSH_SIZE = self.BRUSHES[1]
self.MAT = None
self.MASK = None
self.MOUSE_MASK = np.zeros((self.SIDE, self.SIDE)).astype(np.uint8)
self.LAST_X = None
self.LAST_Y = None
self.CURRENT_IDX = None
self.setup_functions()
self.show()
def init_mat(self):
return np.zeros((self.d, self.d, self.label_channel))
def setup_functions(self):
self.ui.pushButton_images.clicked.connect(self.reset_image_list)
self.ui.pushButton_set_label.clicked.connect(self.reset_label_dir)
# Load image and mat
self.ui.listWidget.itemDoubleClicked.connect(lambda item: self.load_image_and_mat(item))
# Set mode
self.ui.pushButton_brush.clicked.connect(lambda: self.set_mode(0))
self.ui.pushButton_eraser.clicked.connect(lambda: self.set_mode(1))
self.ui.checkBox_highlight_mask.stateChanged.connect(self.set_highcontrast_mask)
self.ui.checkBox_highlight_mouse.stateChanged.connect(self.set_highcontrast_mouse)
self.ui.checkBox_showmask.stateChanged.connect(self.set_showmask)
# Brush size
self.ui.pushButton_brush_1.clicked.connect(lambda: self.set_brush_size(0))
self.ui.pushButton_brush_2.clicked.connect(lambda: self.set_brush_size(1))
self.ui.pushButton_brush_3.clicked.connect(lambda: self.set_brush_size(2))
self.ui.pushButton_brush_4.clicked.connect(lambda: self.set_brush_size(3))
self.ui.pushButton_brush_5.clicked.connect(lambda: self.set_brush_size(4))
self.ui.pushButton_brush_6.clicked.connect(lambda: self.set_brush_size(5))
self.ui.pushButton_brush_7.clicked.connect(lambda: self.set_brush_size(6))
self.ui.pushButton_brush_8.clicked.connect(lambda: self.set_brush_size(7))
# Set image label
self.ui.label_image.mouseMove.connect(lambda event: self.update_image_label(event))
self.ui.label_image.mousePress.connect(lambda event: self.mouse_press(event))
self.ui.label_image.mouseRelease.connect(lambda event: self.mouse_release(event))
# Read & save mat
self.ui.pushButton_save.clicked.connect(self.save_mat)
self.ui.pushButton_next.clicked.connect(lambda: self.select_next_image(True))
self.ui.pushButton_back.clicked.connect(lambda: self.select_next_image(False))
def load_dirs(self):
try:
with open('dir.txt', 'r') as f:
self.IMAGE_DIR = f.readline().rstrip('\n')
self.LABEL_DIR = f.readline()
assert os.path.exists(self.IMAGE_DIR)
assert os.path.exists(self.LABEL_DIR)
except BaseException as e:
print(e)
self.IMAGE_DIR = os.getcwd()
self.LABEL_DIR = os.getcwd()
finally:
# set label text
self.ui.label_label_dir.setText(self.LABEL_DIR)
# set image list
all_file = os.listdir(self.IMAGE_DIR)
self.image_list = [i for i in all_file if i.endswith(".png") or i.endswith(".jpg")]
self.image_list.sort(key=lambda x:x[:-4])
self.ui.listWidget.clear()
for i, f in enumerate(self.image_list):
item = QListWidgetItem()
item.setText(f)
self.ui.listWidget.insertItem(i, item)
def write_dirs(self):
with open('dir.txt', 'w') as f:
f.writelines([self.IMAGE_DIR, '\n', self.LABEL_DIR])
def select_next_image(self, Next):
if self.CURRENT_IDX is None:
return
if Next: # Next
self.CURRENT_IDX += 1
else: # Back
self.CURRENT_IDX -= 1
if self.CURRENT_IDX < 0:
self.CURRENT_IDX = 0
elif self.CURRENT_IDX >= len(self.image_list):
self.CURRENT_IDX = len(self.image_list) - 1
self.ui.listWidget.setCurrentRow(self.CURRENT_IDX)
self.load_image_and_mat(self.ui.listWidget.currentItem())
def set_mode(self, mode):
self.MODE = mode
def set_brush_size(self, size_idx):
self.BRUSH_SIZE = self.BRUSHES[size_idx]
self.update_image_label(None)
def reset_label_dir(self):
label_dir = QtWidgets.QFileDialog.getExistingDirectory()
if not label_dir:
return
else:
self.LABEL_DIR = label_dir
self.ui.label_label_dir.setText(self.LABEL_DIR)
self.write_dirs()
def reset_image_list(self):
image_dir = QtWidgets.QFileDialog.getExistingDirectory()
if not image_dir:
return
else:
self.IMAGE_DIR = image_dir
all_file = os.listdir(self.IMAGE_DIR)
self.image_list = [i for i in all_file if i.endswith(".png") or i.endswith(".jpg") or i.endswith(".bmp")]
self.image_list.sort(key=lambda x:x[:-4])
self.ui.listWidget.clear()
for i, f in enumerate(self.image_list):
item = QListWidgetItem()
item.setText(f)
self.ui.listWidget.insertItem(i, item)
self.write_dirs()
def mouse_press(self, event):
if event.button() == QtCore.Qt.MouseButton.LeftButton:
self.LEFT_BUTTON_DOWN = True
self.update_image_label(event)
def mouse_release(self, event):
if event.button() == QtCore.Qt.MouseButton.LeftButton:
self.LEFT_BUTTON_DOWN = False
def set_highcontrast_mask(self):
self.HIGH_CONTRAST = self.ui.checkBox_highlight_mask.isChecked()
self.update_image_label(None)
def set_highcontrast_mouse(self):
self.HIGH_CONTRAST_MOUSE = self.ui.checkBox_highlight_mouse.isChecked()
self.update_image_label(None)
def set_showmask(self):
self.SHOW_MASK = self.ui.checkBox_showmask.isChecked()
self.update_image_label(None)
def save_mat(self):
np.save(self.LABEL_PATH, self.MAT)
self.ui.statusbar.showMessage("Saved mask at: {}".format(self.LABEL_PATH), 8000)
print("Saved mask at: {}".format(self.LABEL_PATH))
def load_image_and_mat(self, item):
if item is None:
return
image_name = item.text()
self.CURRENT_IDX = self.ui.listWidget.currentRow()
# set name
self.ui.label_filename.setText(image_name)
# load image
self.ORI_IMG = cv2.imread(os.path.join(self.IMAGE_DIR, image_name))
self.ORI_IMG = cv2.resize(self.ORI_IMG, (self.SIDE, self.SIDE))
self.ORI_IMG = cv2.cvtColor(self.ORI_IMG, cv2.COLOR_BGR2RGB)
self.channel = self.ORI_IMG.shape[2]
# load mat and mask
self.LABEL_PATH = os.path.join(self.LABEL_DIR, image_name[:image_name.find('.')] + '.npy')
# set blank mask
self.MASK = np.zeros((self.SIDE, self.SIDE)).astype(np.uint8)
if os.path.isfile(self.LABEL_PATH):
try:
# load mat
self.MAT = np.load(self.LABEL_PATH)
# load mask from mat
for i in range(self.d):
for j in range(self.d):
if self.MAT[i, j] == 1:
n = 225
else:
n = 0
start_pt = (int(j * self.INTERVAL), int(i * self.INTERVAL))
end_pt = (int((j + 1) * self.INTERVAL), int((i + 1) * self.INTERVAL))
self.MASK = cv2.rectangle(self.MASK, start_pt, end_pt, n, -1)
except BaseException as e:
print("error during loading mask")
print(type(e).__name__, ':', str(e))
self.MAT = self.init_mat()
self.MASK = np.zeros((self.SIDE, self.SIDE)).astype(np.uint8)
else:
self.MAT = self.init_mat()
# load image on image_label
self.update_image_label(None)
def update_mat_and_mask(self, event):
if self.LEFT_BUTTON_DOWN:
offset = int((self.BRUSH_SIZE - 1) / 2)
grid_x = int((self.d * event.x()) / self.SIDE)
grid_y = int((self.d * event.y()) / self.SIDE)
if self.MODE == 0: # Brush
n = 255 # for mask
m = 1 # for mat
elif self.MODE == 1: # Eraser
n = 0
m = 0
# Mat mask
start_pt = (int((grid_x - offset) * self.INTERVAL), int((grid_y - offset) * self.INTERVAL))
end_pt = (int((grid_x + 1 + offset) * self.INTERVAL), int((grid_y + 1 + offset) * self.INTERVAL))
self.MASK = cv2.rectangle(self.MASK, start_pt, end_pt, n, -1)
# Mat
coords = [grid_y - offset, grid_y + offset + 1, grid_x - offset, grid_x + offset +1]
y0, y1, x0, x1 = np.clip(coords, 0, self.SIDE)
self.MAT[y0:y1, x0:x1] = m
def update_mouse_mask(self, move_event):
self.MOUSE_MASK = np.zeros((self.SIDE, self.SIDE)).astype(np.uint8)
if not move_event and self.LAST_X is not None and self.LAST_Y is not None:
x, y = self.LAST_X, self.LAST_Y
elif move_event:
x, y = move_event.x(), move_event.y()
self.LAST_X, self.LAST_Y = x, y # if mouse not move
else:
return
offset = int((self.BRUSH_SIZE-1)/2)
grid_x = int((self.d*x)/self.SIDE)
grid_y = int((self.d*y)/self.SIDE)
n = 255
start_pt = (int((grid_x-offset)*self.INTERVAL), int((grid_y-offset)*self.INTERVAL))
end_pt = (int((grid_x+1+offset)*self.INTERVAL), int((grid_y+1+offset)*self.INTERVAL))
self.MOUSE_MASK = cv2.rectangle(self.MOUSE_MASK, start_pt, end_pt, n, -1)
def apply_mask(self):
# Apply mouse mask
if self.HIGH_CONTRAST_MOUSE:
MOUSE_MASK_CH3 = cv2.cvtColor(self.MOUSE_MASK, cv2.COLOR_GRAY2RGB) # 255, background 0, 3 channels
MOUSE_MASK_CH3 = 2 * (-(MOUSE_MASK_CH3 / 255)) # -2, background 0
MOUSE_MASK_CH3 = MOUSE_MASK_CH3 + 1 # -1, background 1
MOUSE_MASK_CH3 = MOUSE_MASK_CH3.astype(np.uint8)
self.IMG_SHOW *= MOUSE_MASK_CH3
else:
self.IMG_SHOW[:, :, 0] = cv2.addWeighted(self.ORI_IMG[:, :, 0], 1, self.MOUSE_MASK, 0.6, 0)
self.IMG_SHOW[:, :, 2] = cv2.addWeighted(self.ORI_IMG[:, :, 2], 1, self.MOUSE_MASK, 0.6, 0)
# Apply mat mask
if self.SHOW_MASK is True:
if self.HIGH_CONTRAST:
self.IMG_SHOW[:, :, 1] = cv2.addWeighted(self.IMG_SHOW[:, :, 1], 0.8, self.MASK, 0.9, 0)
else:
self.IMG_SHOW[:, :, 1] = cv2.addWeighted(self.IMG_SHOW[:, :, 1], 1, self.MASK, 0.2, 0)
def update_image_label(self, move_event):
if self.ORI_IMG is None:
return
else:
self.IMG_SHOW = self.ORI_IMG.copy()
self.update_mouse_mask(move_event)
if move_event is not None:
# self.update_mouse_mask(move_event)
self.update_mat_and_mask(move_event)
self.apply_mask()
# Show image on QLabel
bytesPerLine = self.channel * self.SIDE
convertToQtFormat = QImage(self.IMG_SHOW.data, self.SIDE, self.SIDE, bytesPerLine, QImage.Format_RGB888)
#self.img_show = convertToQtFormat.scaled(self.SIDE, self.SIDE, QtCore.Qt.KeepAspectRatio)
self.ui.label_image.setPixmap(QPixmap.fromImage(convertToQtFormat))
if __name__ == "__main__":
app = QApplication(sys.argv)
window = MainWindow(app)
# app.aboutToQuit.connect(window.on_exit)
sys.exit(app.exec_())