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dublicateDataWindows.py
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# -*- coding: utf-8 -*-
import sys
from PyQt5.QtWidgets import *
from PyQt5.QtCore import *
from PyQt5.QtGui import *
from os import walk
import cv2
import os
from augmented import *
class DublicateDataWindows(QWidget):
def __init__(self,folderPath:list,dataClassesFilePath:list,checkedRadio_Image:int,checked_list:list,position_list:list,rotate_list:list,blur_list:list,central_crop_list:list,resize_list:list,adjust_brightness_list:list,noise_list:list,rgb_to_gray_list:list,rgb_to_bgr_list:list,bgr_to_gray_list:list,gray_to_rgb_list:list):
self.checked_list = checked_list
self.position_list = position_list
self.rotate_list = rotate_list
self.blur_list = blur_list
self.central_crop_list = central_crop_list
self.resize_list = resize_list
self.adjust_brightness_list = adjust_brightness_list
self.noise_list = noise_list
self.rgb_to_gray_list = rgb_to_gray_list
self.rgb_to_bgr_list = rgb_to_bgr_list
self.bgr_to_gray_list = bgr_to_gray_list
self.gray_to_rgb_list = gray_to_rgb_list
self.folderPath = folderPath
self.dataClassesFilePath = dataClassesFilePath
self.checkedRadio_Image = checkedRadio_Image
self.image_endwith=".png"
if self.checkedRadio_Image==1:
self.image_endwith=".jpeg"
if self.checkedRadio_Image==2:
self.image_endwith=".jpg"
else:
self.image_endwith=".png"
self.image = []
self.step=0
self.folder_list=[]
self.checked_list_true_count=0
for i in self.checked_list:
if i==1:
self.checked_list_true_count+=1
for line in open(dataClassesFilePath,"r",encoding="utf-8"):
self.folder_list.append(line.replace("\n",""))
super().__init__()
self.dublicate_main_windondows()
def dublicate_main_windondows(self):
# Page Building
self.setGeometry(300, 300, 1100, 320)
self.setMaximumSize(1100,330)
self.setMinimumSize(1100,320)
self.setStyleSheet("background: white;")
self.setWindowTitle("Image Prosessing Dublicate Dataset ")
self.setWindowIcon(QIcon('images/plus.png'))
v_main_layout = QVBoxLayout(self)
# ProgressBar Ui
v_progressbar_layout = QVBoxLayout(self)
self.augmented_main_title = QLabel(self)
self.augmented_main_title.setText(" Augmented Class Name : {0}".format(self.folder_list[0]))
self.augmented_main_title.setFont(QFont("MS Shell Dlg 2",20))
self.augmented_progress_bar = QProgressBar(self)
self.augmented_progress_bar.setGeometry(25, 25, 300, 40)
self.augmented_progress_bar.setMaximum(self.checked_list_true_count)
self.augmented_progress_bar.setValue(0)
self.augmented_progress_bar.setFormat('{0} % ({1}/{2})'.format(int((100*0)/self.checked_list_true_count),0,self.checked_list_true_count))
self.augmented_progress_bar.setAlignment(Qt.AlignCenter)
self.augmented_progress_bar_title = QLabel(self)
self.augmented_progress_bar_title.setText(" Augmented ProgressBar ")
self.augmented_progress_bar_title.setFont(QFont("MS Shell Dlg 2",12))
self.general_progress_bar = QProgressBar(self)
self.general_progress_bar.setGeometry(25, 25, 300, 40)
self.general_progress_bar.setMaximum(len(self.folder_list))
self.general_progress_bar.setValue(0)
self.general_progress_bar.setFormat('{0} % ({1}/{2})'.format(int((100*0)/len(self.folder_list)),0,len(self.folder_list)))
self.general_progress_bar.setAlignment(Qt.AlignCenter)
self.general_progress_bar_title = QLabel(self)
self.general_progress_bar_title.setText(" General Class ProgressBar ")
self.general_progress_bar_title.setFont(QFont("MS Shell Dlg 2",12))
self.file_progress_bar = QProgressBar(self)
self.file_progress_bar.setGeometry(25, 25, 300, 40)
self.file_progress_bar.setValue(0)
self.file_progress_bar.setFormat("")
self.file_progress_bar.setAlignment(Qt.AlignCenter)
self.file_progress_bar_title = QLabel(self)
self.file_progress_bar_title.setText(" Folder Items ProgressBar ")
self.file_progress_bar_title.setFont(QFont("MS Shell Dlg 2",12))
# Start Button
self.start_dublicate_image_button = QPushButton(self)
self.start_dublicate_image_button.setText("Start Dublicate Dataset")
self.start_dublicate_image_button.setFont(QFont("MS Shell Dlg 2",25,QFont.Bold))
self.start_dublicate_image_button.setStyleSheet("background:#000FFA; color:#ffffff; border-radius:10px; border-style: 15px solid;")
self.start_dublicate_image_button.clicked.connect(self.start_augmented_save_image)
# Size Policy
sizePolicy = QSizePolicy(QSizePolicy.Expanding,QSizePolicy.Expanding)
sizePolicy.setHorizontalStretch(0)
sizePolicy.setVerticalStretch(0)
sizePolicy.setHeightForWidth(self.start_dublicate_image_button.sizePolicy().hasHeightForWidth())
self.start_dublicate_image_button.setSizePolicy(sizePolicy)
# Add Layot
v_progressbar_layout.addWidget(self.augmented_main_title,2,alignment=Qt.AlignCenter)
v_progressbar_layout.addWidget(self.general_progress_bar_title,1,alignment=Qt.AlignCenter)
v_progressbar_layout.addWidget(self.general_progress_bar,4)
v_progressbar_layout.addWidget(self.augmented_progress_bar_title,1,alignment=Qt.AlignCenter)
v_progressbar_layout.addWidget(self.augmented_progress_bar,4)
v_progressbar_layout.addWidget(self.file_progress_bar_title,1,alignment=Qt.AlignCenter)
v_progressbar_layout.addWidget(self.file_progress_bar,4)
v_progressbar_layout.addWidget(QLabel(),1)
v_progressbar_layout.addWidget(self.start_dublicate_image_button,1)
# Add Main Layout
v_main_layout.addLayout(v_progressbar_layout,1)
self.setLayout(v_main_layout)
def file_control(self,fileName:str):
directory = self.folderPath+"\\"+fileName
if os.path.isdir(directory):
return True
else:
os.makedirs(directory)
return True
def image_save(self):
for j in range(len(self.folder_list)):
fileName = self.folder_list[j]
result_bool = self.file_control(fileName=fileName)
if result_bool:
directory = str(self.folderPath+"/"+fileName)
data_folder_list=[]
data_folder_list_len=0
folder_path =self.folderPath+"\\"+self.folder_list[j]
for (dirpath, dirnames, filenames) in walk(folder_path):
data_folder_list.extend(filenames)
try:
if data_folder_list!=[]:
for line in data_folder_list:
if line.endswith(self.image_endwith):
data_folder_list_len+=1
else:
data_folder_list_len=0
except:
data_folder_list_len=0
self.augmented_main_title.setText(" Augmented Class Name : {0}".format(fileName))
self.file_progress_bar.setMaximum(data_folder_list_len)
if data_folder_list_len>0:
for i in range(len(self.checked_list)):
if self.checked_list[i] == 1:
self.file_progress_bar.setFormat("100 % ({0}/{0})".format(data_folder_list_len))
self.file_progress_bar.setValue(data_folder_list_len)
for k in range(0,data_folder_list_len):
path = "{0}/{1}".format(directory,data_folder_list[k])
result_augmented = None
result_augmented = self.image_augmented(index=i,image_path=path)
augmentedPath="{0}/{1}{2}".format(directory,k+data_folder_list_len,self.image_endwith)
if type(result_augmented) != type(None):
cv2.imwrite(augmentedPath, result_augmented)
self.file_progress_bar.setFormat('{3} : {0} % ({1}/{2})'.format(int((100*(k+1))/data_folder_list_len),(k+1),data_folder_list_len,data_folder_list[k]))
self.file_progress_bar.setValue(k+1)
self.augmented_progress_bar.setFormat('{0} % ({1}/{2})'.format(int((100*(i+1))/self.checked_list_true_count),i+1,self.checked_list_true_count))
self.augmented_progress_bar.setValue(i+1)
def start_augmented_save_image(self):
self.image_save()
while self.step<len(self.folder_list):
self.general_progress_bar.setFormat('{0} % ({1}/{2})'.format(int((100*(self.step+1))/len(self.folder_list)),self.step+1,len(self.folder_list)))
self.general_progress_bar.setValue(self.step+1)
self.step+=1
if self.step == len(self.folder_list):
self.general_progress_bar.setFormat('{0} % ({1}/{2})'.format(100,self.step,len(self.folder_list)))
self.general_progress_bar.setValue(self.step+1)
self.control_message()
def control_message(self):
self.message = QMessageBox(self)
self.message.setWindowTitle("Dublicate Data")
self.message.setText("Finished Augmented Data")
self.message.setWindowIcon(QIcon('images/plus.png'))
self.message.show()
def image_augmented(self,index:int,image_path:str):
control=0
augmented_result_image = None
# Position
if self.position_list[index]==1:
if control==0:
augmented_result_image = horizantally_flipped(image_path,1)
control=1
else:
augmented_result_image = horizantally_flipped(cv2.imread(image_path),0)
elif self.position_list[index]==2:
if control==0:
augmented_result_image = vertically_flipped(image_path,1)
control=1
else:
augmented_result_image = vertically_flipped(cv2.imread(image_path),0)
# Rotate
if self.rotate_list[index]!=0.0:
if control==0:
augmented_result_image = rotate_image(image_path,self.rotate_list[index],1)
control=1
else:
augmented_result_image = rotate_image(cv2.imread(image_path),self.rotate_list[index],0)
# Blur
if self.blur_list[index]!=0:
if control==0:
augmented_result_image = blur_image(image_path,self.blur_list[index],1)
control=1
else:
augmented_result_image = blur_image(cv2.imread(image_path),self.blur_list[index],0)
# Central Crop
if self.central_crop_list[index]!=0:
if control==0:
augmented_result_image = central_crop(image_path,self.central_crop_list[index],1)
control=1
else:
augmented_result_image = central_crop(cv2.imread(image_path),self.central_crop_list[index],0)
# Resize
if self.resize_list[index][0]!=0 or self.resize_list[index][1]!=0:
if control==0:
augmented_result_image = image_resize(image_path,self.resize_list[index][0],self.resize_list[index][1],1)
control=1
else:
augmented_result_image = image_resize(cv2.imread(image_path),self.resize_list[index][0],self.resize_list[index][1],0)
# Adjust Brightness
if self.adjust_brightness_list[index]!=0.0:
if control==0:
augmented_result_image = adjust_brightness(image_path,self.adjust_brightness_list[index],1)
control=1
else:
augmented_result_image = adjust_brightness(cv2.imread(image_path),self.adjust_brightness_list[index],0)
# Noise
if self.noise_list[index]!=0:
if control==0:
augmented_result_image = image_adding_noise(image_path,1)
control=1
else:
augmented_result_image = image_adding_noise(cv2.imread(image_path),0)
# RGB to GRAY
if self.rgb_to_gray_list[index]!=0:
if control==0:
augmented_result_image = rgb_to_gray(image_path,1)
control=1
else:
augmented_result_image = rgb_to_gray(cv2.imread(image_path),0)
# RGB to BGR
if self.rgb_to_bgr_list[index]!=0:
if control==0:
augmented_result_image = rgb_to_bgr(image_path,1)
control=1
else:
augmented_result_image = rgb_to_bgr(cv2.imread(image_path),0)
# BGR to GRAY
if self.bgr_to_gray_list[index]!=0:
if control==0:
augmented_result_image = bgr_to_gray(image_path,1)
control=1
else:
augmented_result_image = bgr_to_gray(cv2.imread(image_path),0)
# GRAY to RGB
if self.gray_to_rgb_list[index]!=0:
if control==0:
augmented_result_image = gray_to_rgb(image_path,1)
control=1
else:
augmented_result_image = gray_to_rgb(cv2.imread(image_path),0)
return augmented_result_image