hytos / DTI_PID / DTI_PID / RecognitionDialog.py @ eda9685a
이력 | 보기 | 이력해설 | 다운로드 (93.5 KB)
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# coding: utf-8
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"""
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This is recognition dialog module
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"""
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import sys |
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import os |
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import threading |
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import cv2 |
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import numpy as np |
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from PyQt5.QtCore import * |
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from PyQt5.QtGui import * |
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from PyQt5.QtWidgets import * |
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import Recognition_UI |
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import concurrent.futures as futures |
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from AppDocData import * |
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from SymbolSvgItem import SymbolSvgItem |
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from EngineeringTextItem import QEngineeringTextItem |
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from EngineeringUnknownItem import QEngineeringUnknownItem |
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from EngineeringErrorItem import QEngineeringErrorItem |
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from EngineeringEndBreakItem import QEngineeringEndBreakItem |
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from EngineeringLineItem import QEngineeringLineItem |
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from EngineeringTextItem import QEngineeringTextItem |
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from EngineeringLineNoTextItem import QEngineeringLineNoTextItem |
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from GraphicsBoundingBoxItem import QGraphicsBoundingBoxItem |
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from LineDetector import LineDetector |
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from symbol import Symbol |
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from MainWindow import MainWindow |
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# region Symbol Image path List for test
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targetSymbolList = [] |
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# endregion
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# region Global variables
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searchedSymbolList = [] |
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textInfoList = [] |
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src = [] |
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ocrCompletedSrc = [] |
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afterDenoising = [] |
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canvas = [] |
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WHITE_LIST_CHARS = "abcdefghijklmnopqrstuvwxyzABCDEFGHIJKLMNOPQRSTUVWXYZ1234567890-"
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MIN_TEXT_SIZE = 10
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THREAD_MAX_WORKER = os.cpu_count() |
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threadLock = threading.Lock() |
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ACCEPT_OVERLAY_AREA = 20
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# endregion
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'''
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@history 2018.05.25 Jeongwoo Add pyqtSignal(recognizeLine, loadRecognitionResult)
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'''
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class Worker(QObject): |
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from PyQt5.QtCore import QThread |
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from PyQt5.QtCore import QTranslator |
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from PyQt5.QtWidgets import QApplication, QLabel, QWidget, QGridLayout, QListWidget |
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from QtImageViewer import QtImageViewer |
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import sys |
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'''
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@history 2018.05.30 Jeongwoo Remove parameter on recognizeLine signal / Change signal name (drawDetectedItems)
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@history humkyung 2018.06.08 add signal for progressbar
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@history euisung 2018.11.27 add signal for unknown items
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'''
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finished = pyqtSignal() |
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intReady = pyqtSignal(int)
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displayTitle = pyqtSignal(str)
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displayMessage = pyqtSignal(QListWidgetItem) |
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updateProgress = pyqtSignal(int, str) |
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updateBatchProgress = pyqtSignal(int, int) |
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displayLog = pyqtSignal(MessageType, str)
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def __init__(self): |
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super(Worker, self).__init__() |
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'''
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@history 2018.05.25 Jeongwoo Add if-statements by isSymbolTextChecked and isLineChecked variable
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2018.05.28 Jeongwoo Add Parameter 'xmlPath[0]'
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2018.05.30 Jeongwoo Remove import recognizeLine and self.xmlPath and remove parameter on recognizeLine.emit() (xmlPath)
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Change signal name (drawDetectedItems)
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'''
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def procCounter(self): # A slot takes no params |
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try:
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if self.isSymbolChecked or self.isTrainingChecked: |
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Worker.executeRecognition(self.createDetectedItems, self.path, self.listWidget, self.isLineChecked, |
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self, self.batch, self.createUnknownItems) |
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except Exception as ex: |
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from App import App |
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from AppDocData import MessageType |
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message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
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sys.exc_info()[-1].tb_lineno)
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App.mainWnd().addMessage.emit(MessageType.Error, message) |
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self.displayLog.emit(MessageType.Error, message)
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except:
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(_type, value, traceback) = sys.exc_info() |
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sys.excepthook(_type, value, traceback) |
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finally:
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self.finished.emit()
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'''
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@brief remove small objects from given image
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@author humkyung
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@date 2018.04.26
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@history 2018.05.25 Jeongwoo Moved from MainWindow
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'''
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@staticmethod
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def removeSmallObjects(image): |
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try:
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appDocData = AppDocData.instance() |
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configs = appDocData.getConfigs('Small Object Size', 'Min Area') |
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minArea = int(configs[0].value) if 1 == len(configs) else 20 |
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configs = appDocData.getConfigs('Small Object Size', 'Max Area') |
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maxArea = int(configs[0].value) if 1 == len(configs) else 50 |
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contours, _ = cv2.findContours(image, cv2.RETR_TREE, cv2.CHAIN_APPROX_SIMPLE) |
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selectedContours = [] |
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for contour in contours: |
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area = cv2.contourArea(contour) |
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if area > minArea and area < maxArea: selectedContours.append(contour) |
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contourImage = cv2.drawContours(image, selectedContours, -1, (255, 255, 255), |
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-1); # draw contour with white color |
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except Exception as ex: |
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from App import App |
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message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
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sys.exc_info()[-1].tb_lineno)
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App.mainWnd().addMessage.emit(MessageType.Error, message) |
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return contourImage
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'''
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@brief arrange line's position
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@author humkyung
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@date 2018.07.04
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'''
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@staticmethod
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def arrangeLinePosition(lines, symbols, listWidget): |
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try:
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listWidget.addItem('Apply flow direction')
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pool = [line for line in lines if line.flowMark is not None] |
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visited = [] |
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visited.extend(pool) |
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while len(pool) > 0: |
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line = pool.pop() |
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print('{} - ({})'.format(line, len(pool))) |
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rhs = [item for item in lines if item not in visited and item.is_connected(line)] |
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if rhs:
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pool.extend(rhs) |
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visited.extend(rhs) |
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for item in rhs: |
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item.arrangeVertexOrder(line) |
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# skip jointed symbols
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symbolPool = [item for item in symbols if item not in visited and item.is_connected(line)] |
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if symbolPool:
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selected = [] |
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visited.extend(symbolPool) |
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while len(symbolPool) > 0: |
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symbol = symbolPool.pop() |
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rhs = [item for item in symbols if item not in visited and item.is_connected(symbol)] |
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if rhs:
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symbolPool.extend(rhs) |
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visited.extend(rhs) |
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selected.extend(rhs) |
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else:
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selected.append(symbol) |
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# find lines which are connected last symbol
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for symbol in selected: |
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rhs = [item for item in lines if item not in visited and item.is_connected(symbol)] |
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if rhs:
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pool.extend(rhs) |
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visited.extend(rhs) |
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for item in rhs: |
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item.arrangeVertexOrder(line) |
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# up to here
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# up to here
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except Exception as ex: |
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from App import App |
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message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
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sys.exc_info()[-1].tb_lineno)
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App.mainWnd().addMessage.emit(MessageType.Error, message) |
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@staticmethod
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def executeRecognition(createDetectedItems, path, listWidget, isLineChecked, worker, batch, createUnknownItems): |
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"""
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@brief Main function
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@author Jeongwoo
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@date
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@history humkyung 2018.04.06 change error display from message box to print
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Jeongwoo 2018.04.25 Remove 'Current Symbol : ' QListItem
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Jeongwoo 2018.05.09 Make Comments OCR.removeTextFromNpArray block
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Jeongwoo 2018.05.25 Remove imgLineList variable and parameter on writeXml()
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humkyung 2018.05.26 add parameters(graphicsView, isSymbolTextChecked, isLineChecked)
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Jeongwoo 2018.05.28 Add/Remove Parameters(Add : signal / Remove : graphicsView, isLineChecked)
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Jeongwoo 2018.05.30 Remove return value
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humkyung 2018.06.08 add signal for progressbar to parameter
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humkyung 2018.06.11 get difference between original and recognized image
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Jeongwoo 2018.06.21 If noteTextInfoList is None, change from None to empty list
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humkyung 2018.08.20 remove alreay existing symbol and text item before recognizing
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block until drawing reconized objects
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euisung 2018.11.12 add title block properties
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"""
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import re |
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from TextDetector import TextDetector |
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from Drawing import Drawing |
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global ocrCompletedSrc
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global threadLock
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global searchedSymbolList
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global textInfoList
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global maxProgressValue
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try:
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app_doc_data = AppDocData.instance() |
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drawings = app_doc_data.getDrawings() |
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project = app_doc_data.getCurrentProject() |
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textDetector = TextDetector() |
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# remove already existing symbol and text
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if not batch: |
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items = [item for item in worker.graphicsView.scene.items() if |
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type(item) is QEngineeringUnknownItem or type(item) is QEngineeringEndBreakItem or type( |
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item) is QEngineeringErrorItem]
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if worker.isSymbolChecked:
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items.extend( |
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[item for item in worker.graphicsView.scene.items() if issubclass(type(item), SymbolSvgItem)]) |
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if worker.isTextChecked:
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items.extend([item for item in worker.graphicsView.scene.items() if |
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issubclass(type(item), QEngineeringTextItem)]) |
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for item in items: |
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item.transfer.onRemoved.emit(item) |
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# worker.graphicsView.scene.removeItem(item)
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for item in [item for item in worker.graphicsView.scene.items() if |
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type(item) is QGraphicsBoundingBoxItem]: |
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item.transfer.onRemoved.emit(item) |
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# up to here
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srcList = path |
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Worker.initTargetSymbolDataList() |
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for mainRes in srcList: |
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ocrCompletedSrc = [] |
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searchedSymbolList = [] |
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textInfoList = [] |
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if not os.path.isfile(mainRes): |
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item = QListWidgetItem('{} file is not found'.format(os.path.basename(mainRes)))
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item.setBackground(Qt.red) |
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listWidget.addItem(item) |
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continue
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app_doc_data.clearItemList(True)
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app_doc_data.setImgFilePath(mainRes) |
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app_doc_data.imgSrc = None
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matches = [drawing for drawing in drawings if app_doc_data.imgName == os.path.splitext(drawing.name)[0]] |
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app_doc_data.activeDrawing = matches[0] if matches else Drawing(None, app_doc_data.imgName, None) |
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app_doc_data.activeDrawing.set_pid_source(Image.open(mainRes)) |
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# remove not drawing area
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configs = app_doc_data.getConfigs('{} Equipment Desc Area'.format(app_doc_data.imgName))
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for config in configs: |
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found = re.findall('\\d+', config.value)
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if len(found) == 4: |
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cv2.rectangle(app_doc_data.imgSrc, (int(found[0]), int(found[1])), |
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(int(found[0]) + int(found[2]), int(found[1]) + int(found[3])), 255, -1) |
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configs = app_doc_data.getConfigs('{} Typical Area'.format(app_doc_data.imgName))
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for config in configs: |
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found = re.findall('\\d+', config.value)
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if len(found) == 4: |
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cv2.rectangle(app_doc_data.imgSrc, (int(found[0]), int(found[1])), |
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(int(found[0]) + int(found[2]), int(found[1]) + int(found[3])), 255, -1) |
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noteArea = app_doc_data.getArea('Note')
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if noteArea is not None: |
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noteArea.img = app_doc_data.imgSrc[round(noteArea.y):round(noteArea.y + noteArea.height), |
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round(noteArea.x):round(noteArea.x + noteArea.width)].copy() |
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cv2.rectangle(app_doc_data.imgSrc, (round(noteArea.x), round(noteArea.y)), |
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(round(noteArea.x + noteArea.width), round(noteArea.y + noteArea.height)), 255, -1) |
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# up to here
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area = app_doc_data.getArea('Drawing')
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if area is not None: |
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area.img = app_doc_data.imgSrc[round(area.y):round(area.y + area.height), |
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round(area.x):round(area.x + area.width)] |
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maxProgressValue = 0
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listWidget.addItem("Start recognition : " + mainRes)
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threadLock.acquire() |
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worker.updateBatchProgress.emit(len(srcList), 1) |
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if worker.isSymbolChecked:
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# calculate total count of symbol
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for targetItem in targetSymbolList: |
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if type(targetItem) is list: |
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maxProgressValue += len(targetItem)
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else:
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maxProgressValue += 1
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# up to here
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maxProgressValue = maxProgressValue * 2
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threadLock.release() |
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if worker.isSymbolChecked:
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worker.displayTitle.emit(worker.tr('Detecting symbols...'))
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# detect equipments
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pool = futures.ThreadPoolExecutor(max_workers=THREAD_MAX_WORKER) |
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for symbol in targetSymbolList[0]: |
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pool.submit(Worker.detectEquipmentOnPid, mainRes, symbol, listWidget, worker) |
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pool.shutdown(wait=True)
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# up to here
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pool = futures.ThreadPoolExecutor(max_workers=THREAD_MAX_WORKER) |
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for symbol in targetSymbolList[2]: |
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if type(symbol) is list: |
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pool.submit(Worker.detectSymbolsOnPid, mainRes, symbol, listWidget, worker) |
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else:
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pool.submit(Worker.detectSymbolOnPid, mainRes, symbol, listWidget, worker) |
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pool.shutdown(wait=True)
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if worker.isTrainingChecked:
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import uuid |
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worker.displayTitle.emit(worker.tr('Generating Data...'))
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for item in searchedSymbolList: |
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path = os.path.join(project.getTempPath(), 'Tile', item.getBaseSymbol())
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if not os.path.exists(path): os.makedirs(path) |
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_img = app_doc_data.imgSrc[round(item.getSp()[1]):round(item.getSp()[1] + item.getHeight()), |
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round(item.getSp()[0]):round(item.getSp()[0] + item.getWidth())] |
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cv2.imwrite(os.path.join(path, str(uuid.uuid4()) + '.png'), _img) |
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continue
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pool = futures.ThreadPoolExecutor(max_workers=THREAD_MAX_WORKER) |
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for sym in searchedSymbolList: |
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pool.submit(Worker.removeDetectedSymbol, sym, app_doc_data.imgSrc) |
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pool.shutdown(wait=True)
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# print(searchedSymbolList[0].getOcrOption())
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else:
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# if symbol is excluded from recognition, keep it
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'''
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import math
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symbolItems = [item for item in worker.graphicsView.scene.items() if issubclass(type(item), SymbolSvgItem)]
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for symbolItem in symbolItems:
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symbolName = symbolItem.name
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symbolType = symbolItem.type
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searchedItemSp = [int(symbolItem.loc[0]), int(symbolItem.loc[1])]
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sw = symbolItem.size[0] # check later
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sh = symbolItem.size[1] # check later
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symbolThreshold = 50 # not necessary
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symbolMinMatchCount = 0 # not necessary
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hitRate = 80 # not necessary
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allowed_error = 0.0001
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#degree 0
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if abs(symbolItem.angle - 0) <= allowed_error:
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symbolRotatedAngle = 0
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#degree 90
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elif abs(symbolItem.angle - 1.57) <= allowed_error:
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symbolRotatedAngle = 90
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#degree 180
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elif abs(symbolItem.angle - 3.14) <= allowed_error:
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symbolRotatedAngle = 180
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#degree 270
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elif abs(symbolItem.angle - 4.71) <= allowed_error:
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symbolRotatedAngle = 270
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else:
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symbolRotatedAngle = math.pi / 180 * symbolItem.angle
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isDetectOnOrigin = 80 # not necessary
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symbolRotateCount = 0 # not necessary
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symbolOcrOption = 0 # not necessary
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isContainChild = 0 # not necessary
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originalPoint = [symbolItem.origin[0] - symbolItem.loc[0], symbolItem.origin[1] - symbolItem.loc[1]]
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symbolConnectionPoint = []
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baseSymbol = str(symbolItem.parentSymbol)
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additionalSymbol = str(symbolItem.childSymbol)
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isExceptDetect = 0 # not necessary
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detectFlip = symbolItem.flip
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searchedSymbolList.append(Symbol(symbolName, symbolType ,
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searchedItemSp, sw, sh, symbolThreshold, symbolMinMatchCount, hitRate, symbolRotatedAngle ,
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isDetectOnOrigin, symbolRotateCount, symbolOcrOption, isContainChild ,
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','.join(str(x) for x in originalPoint),
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[],
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baseSymbol, additionalSymbol, isExceptDetect, detectFlip))
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worker.graphicsView.scene.removeItem(symbolItem)
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pool = futures.ThreadPoolExecutor(max_workers = THREAD_MAX_WORKER)
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'''
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# symbolItems = [item for item in worker.graphicsView.scene.items() if issubclass(type(item), SymbolSvgItem)]
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# appDocData.symbols.extend(symbolItems)
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# appDocData.allItems.extend(symbolItems)
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# for sym in searchedSymbolList:
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# pool.submit(Worker.removeDetectedSymbol, sym, appDocData.imgSrc)
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# pool.shutdown(wait = True)
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worker.updateBatchProgress.emit(len(srcList), 1) |
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area = app_doc_data.getArea('Drawing')
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if area is not None: |
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area.img = app_doc_data.imgSrc[round(area.y):round(area.y + area.height), |
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round(area.x):round(area.x + area.width)] |
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offset = (area.x, area.y) if area is not None else (0, 0) |
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otherTextInfoList = None
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titleBlockTextInfoList = None
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if worker.isTextChecked:
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textAreas = textDetector.detectTextAreas(area.img if area is not None else app_doc_data.imgSrc, |
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offset) |
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if maxProgressValue < 2 * len(textAreas): |
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for _ in range(len(textAreas) - int(maxProgressValue * 0.5)): |
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worker.updateProgress.emit(2 * len(textAreas), None) |
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maxProgressValue = 2 * len(textAreas) |
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else:
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maxProgressValue = int(maxProgressValue * 0.5) + len(textAreas) |
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worker.displayTitle.emit(worker.tr('Detecting texts...'))
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textDetector.recognizeText(app_doc_data.imgSrc, offset, textAreas, searchedSymbolList, worker, |
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listWidget, maxProgressValue) |
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textInfoList = textDetector.textInfoList.copy() if textDetector.textInfoList is not None else None |
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otherTextInfoList = textDetector.otherTextInfoList.copy() if textDetector.otherTextInfoList is not None else None |
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titleBlockTextInfoList = textDetector.titleBlockTextInfoList.copy() if textDetector.titleBlockTextInfoList is not None else None |
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app_doc_data.activeDrawing.width, app_doc_data.activeDrawing.height = app_doc_data.imgSrc.shape[::-1]
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Worker.drawFoundSymbolsOnCanvas(mainRes, textInfoList, listWidget) |
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# remove text from image
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textDetector.removeTextFromImage(app_doc_data.imgSrc, offset) |
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# up to here
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app_doc_data.imgName = os.path.splitext(os.path.basename(mainRes))[0]
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else:
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textItems = [item for item in worker.graphicsView.scene.items() if |
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issubclass(type(item), QEngineeringTextItem)] |
462 |
app_doc_data.texts.extend(textItems) |
463 |
app_doc_data.allItems.extend(textItems) |
464 |
|
465 |
lineNoTextItems = [item for item in textItems if type(item) is QEngineeringLineNoTextItem] |
466 |
for lineNoTextItem in lineNoTextItems: |
467 |
lineNoTextItem.set_property('Freeze', False) |
468 |
# lineNoTextItem.freeze_item.update_freeze(lineNoTextItem.prop('Freeze'))
|
469 |
lineNoTextItem.explode() |
470 |
|
471 |
for textItem in textItems: |
472 |
textItem.owner = None
|
473 |
worker.graphicsView.scene.removeItem(textItem) |
474 |
|
475 |
worker.updateBatchProgress.emit(len(srcList), 2) |
476 |
|
477 |
removedSymbolImgPath = os.path.join(project.getTempPath(), os.path.basename(mainRes)) |
478 |
cv2.imwrite(removedSymbolImgPath, app_doc_data.imgSrc) |
479 |
|
480 |
area = AppDocData.instance().getArea('Drawing')
|
481 |
if area is not None: |
482 |
area.img = app_doc_data.imgSrc[round(area.y + 1):round(area.y + area.height), |
483 |
round(area.x + 1):round(area.x + area.width)] |
484 |
cv2.imwrite(os.path.join(project.getTempPath(), "RECT_" + os.path.basename(mainRes)), app_doc_data.imgSrc)
|
485 |
|
486 |
listWidget.addItem("Recognized symbol count : " + str(len(searchedSymbolList))) |
487 |
|
488 |
# get difference between original and recognized image
|
489 |
foundFilePath = os.path.join(project.getTempPath(), "FOUND_" + os.path.basename(mainRes))
|
490 |
Worker.getDifference(mainRes, foundFilePath) |
491 |
# up to here
|
492 |
|
493 |
listWidget.addItem(worker.tr('Creating detected infos...'))
|
494 |
worker.displayTitle.emit(worker.tr('Creating detected infos...'))
|
495 |
createDetectedItems(searchedSymbolList, textInfoList, |
496 |
otherTextInfoList if otherTextInfoList is not None else [], |
497 |
titleBlockTextInfoList if titleBlockTextInfoList is not None else []) |
498 |
|
499 |
if isLineChecked:
|
500 |
Worker.recognizeLine(mainRes, listWidget, worker.graphicsView, worker, batch) |
501 |
else:
|
502 |
lineItems = [item for item in worker.graphicsView.scene.items() if |
503 |
issubclass(type(item), QEngineeringLineItem)] |
504 |
app_doc_data.lines.extend(lineItems) |
505 |
app_doc_data.allItems.extend(lineItems) |
506 |
|
507 |
for lineItem in lineItems: |
508 |
lineItem.owner = None
|
509 |
for conn in lineItem.connectors: |
510 |
conn.connectedItem = None
|
511 |
worker.graphicsView.scene.removeItem(lineItem) |
512 |
|
513 |
listWidget.addItem('Connecting lines')
|
514 |
area = app_doc_data.getArea('Drawing')
|
515 |
detector = LineDetector(area.img) |
516 |
symbols = app_doc_data.symbols |
517 |
configs = app_doc_data.getConfigs('Line Detector', 'Length to connect line') |
518 |
toler = int(configs[0].value) if configs else 20 |
519 |
if app_doc_data.lines:
|
520 |
# connect line to line
|
521 |
configs = app_doc_data.getConfigs('Line Detector', 'Length to connect line') |
522 |
toler = int(configs[0].value) if configs else 20 |
523 |
try:
|
524 |
for line in app_doc_data.lines: |
525 |
matches = [it for it in app_doc_data.lines if |
526 |
(it is not line) and (not line.isParallel(it))] |
527 |
|
528 |
# get closest line
|
529 |
selected = [] |
530 |
for match in matches: |
531 |
dist = [line.distanceTo(match.startPoint()), line.distanceTo(match.endPoint())] |
532 |
if dist[0] < toler or dist[1] < toler: |
533 |
selected.append(match) |
534 |
# up to here
|
535 |
|
536 |
for match in matches: |
537 |
detector.connectLineToLine(match, line, toler) |
538 |
except Exception as ex: |
539 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[
|
540 |
-1].tb_frame.f_code.co_filename, sys.exc_info()[-1].tb_lineno) |
541 |
worker.displayLog.emit(MessageType.Error, message) |
542 |
# up to here
|
543 |
|
544 |
# connect line to symbol
|
545 |
try:
|
546 |
for line in app_doc_data.lines: |
547 |
matches = [symbol for symbol in symbols if symbol.is_connectable(line, toler=toler)] |
548 |
for symbol in matches: |
549 |
detector.connectLineToSymbol(line, symbol, toler=round(toler / 2)) |
550 |
except Exception as ex: |
551 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[
|
552 |
-1].tb_frame.f_code.co_filename, sys.exc_info()[-1].tb_lineno) |
553 |
worker.displayLog.emit(MessageType.Error, message) |
554 |
# up to here
|
555 |
|
556 |
# connect symbol to symbol
|
557 |
try:
|
558 |
for symbol in app_doc_data.symbols: |
559 |
matches = [it for it in app_doc_data.symbols if it is not symbol and symbol.is_connectable(it)] |
560 |
# print(str(symbol))
|
561 |
# print(matches)
|
562 |
for match in matches: |
563 |
symbol.connect_if_possible(match) |
564 |
except Exception as ex: |
565 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
566 |
sys.exc_info()[-1].tb_lineno)
|
567 |
worker.displayLog.emit(MessageType.Error, message) |
568 |
# up to here
|
569 |
|
570 |
createUnknownItems(mainRes) |
571 |
|
572 |
worker.updateBatchProgress.emit(len(srcList), 1) |
573 |
except Exception as ex: |
574 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
575 |
sys.exc_info()[-1].tb_lineno)
|
576 |
worker.displayLog.emit(MessageType.Error, message) |
577 |
finally:
|
578 |
pass
|
579 |
|
580 |
'''
|
581 |
@history 2018.05.25 Jeongwoo Moved from MainWindow
|
582 |
2018.05.28 Jeongwoo Add xmlPath Parameter and append LineInfo into xml
|
583 |
2018.05.29 Jeongwoo Change method to add item
|
584 |
2018.05.30 Jeongwoo Remove parameter (xmlPath)
|
585 |
humkyung 2018.06.11 add drawing path to parameter and write recognized lines to image
|
586 |
humkyung 2018.07.04 call arrangeLinePosition after creating line
|
587 |
'''
|
588 |
|
589 |
@staticmethod
|
590 |
def recognizeLine(path, listWidget, graphicsView, worker, batch): |
591 |
from shapely.geometry import Point, LineString |
592 |
from SymbolSvgItem import SymbolSvgItem |
593 |
from QEngineeringFlowArrowItem import QEngineeringFlowArrowItem |
594 |
from EngineeringLineNoTextItem import QEngineeringLineNoTextItem |
595 |
from EngineeringTextItem import QEngineeringTextItem |
596 |
from EngineeringLineItem import QEngineeringLineItem |
597 |
from LineDetector import LineDetector |
598 |
|
599 |
try:
|
600 |
listWidget.addItem('Starting line recognization')
|
601 |
worker.displayTitle.emit(worker.tr('Detecting lines...'))
|
602 |
|
603 |
appDocData = AppDocData.instance() |
604 |
# remove already existing line and flow arrow item
|
605 |
if not batch: |
606 |
items = [item for item in worker.graphicsView.scene.items() if (type(item) is QEngineeringLineItem)] |
607 |
for item in items: |
608 |
item.transfer.onRemoved.emit(item) |
609 |
# worker.graphicsView.scene.removeItem(item)
|
610 |
|
611 |
# up to here
|
612 |
|
613 |
# detect line
|
614 |
connectedLines = [] |
615 |
|
616 |
area = appDocData.getArea('Drawing')
|
617 |
area.img = worker.removeSmallObjects(area.img) |
618 |
detector = LineDetector(area.img) |
619 |
|
620 |
symbols = [] |
621 |
for item in appDocData.symbols: |
622 |
if issubclass(type(item), SymbolSvgItem): |
623 |
symbols.append(item) |
624 |
res = detector.detectConnectedLine(item, round(area.x), round(area.y)) |
625 |
if res is not None: |
626 |
connectedLines.extend(res) |
627 |
|
628 |
# line detection without symbol connection point info
|
629 |
remainLines = detector.detectLineWithoutSymbol(area) |
630 |
windowSize = appDocData.getSlidingWindowSize() |
631 |
thickness = int(windowSize[1]) |
632 |
for line in remainLines: |
633 |
line.append(thickness) |
634 |
connectedLines.extend(remainLines) |
635 |
|
636 |
configs = appDocData.getConfigs('Line Detector', 'Length to connect line') |
637 |
toler = int(configs[0].value) if configs else 20 |
638 |
detector.mergeLines(connectedLines, toler=toler) |
639 |
|
640 |
for pts in connectedLines: |
641 |
processLine = QEngineeringLineItem( |
642 |
vertices=[(area.x + param[0], area.y + param[1]) for param in pts[:-1]], thickness=pts[2]) |
643 |
processLine.area = 'Drawing'
|
644 |
|
645 |
appDocData.lines.append(processLine) |
646 |
appDocData.allItems.append(processLine) |
647 |
|
648 |
# if processLine.length() > 100: # TODO: check critical length
|
649 |
# processLine.addFlowArrow()
|
650 |
|
651 |
listWidget.addItem('Connecting lines')
|
652 |
if appDocData.lines:
|
653 |
# connect line to symbol
|
654 |
try:
|
655 |
for line in appDocData.lines: |
656 |
matches = [symbol for symbol in symbols if symbol.is_connectable(line, toler=toler)] |
657 |
for symbol in matches: |
658 |
detector.connectLineToSymbol(line, symbol, toler=round(toler / 2)) |
659 |
except Exception as ex: |
660 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
661 |
sys.exc_info()[-1].tb_lineno)
|
662 |
worker.displayLog.emit(MessageType.Error, message) |
663 |
# up to here
|
664 |
|
665 |
# connect line to line
|
666 |
configs = appDocData.getConfigs('Line Detector', 'Length to connect line') |
667 |
toler = int(configs[0].value) if configs else 20 |
668 |
try:
|
669 |
for line in appDocData.lines: |
670 |
matches = [it for it in appDocData.lines if (it is not line) and (not line.isParallel(it))] |
671 |
|
672 |
# get closest line
|
673 |
selected = [] |
674 |
for match in matches: |
675 |
dist = [line.distanceTo(match.startPoint()), line.distanceTo(match.endPoint())] |
676 |
if dist[0] < toler or dist[1] < toler: |
677 |
selected.append(match) |
678 |
# up to here
|
679 |
|
680 |
for match in matches: |
681 |
detector.connectLineToLine(match, line, toler) |
682 |
except Exception as ex: |
683 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
684 |
sys.exc_info()[-1].tb_lineno)
|
685 |
worker.displayLog.emit(MessageType.Error, message) |
686 |
# up to here
|
687 |
|
688 |
listWidget.addItem(worker.tr('Creating lines...'))
|
689 |
|
690 |
"""
|
691 |
for pts in connectedLines:
|
692 |
processLine = QEngineeringLineItem(vertices=[(area.x + param[0], area.y + param[1]) for param in pts[:-1]], thickness=pts[2])
|
693 |
processLine.area = 'Drawing'
|
694 |
|
695 |
appDocData.lines.append(processLine)
|
696 |
appDocData.allItems.append(processLine)
|
697 |
|
698 |
if processLine.length() > 100: # TODO: check critical length
|
699 |
processLine.addFlowArrow()
|
700 |
"""
|
701 |
except Exception as ex: |
702 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
703 |
sys.exc_info()[-1].tb_lineno)
|
704 |
worker.displayLog.emit(MessageType.Error, message) |
705 |
finally:
|
706 |
listWidget.addItem('Finishing line recognization')
|
707 |
worker.finished.emit() |
708 |
|
709 |
'''
|
710 |
@history 2018.04.24 Jeongwoo Add isExceptDetect Field
|
711 |
2018.05.09 Jeongwoo Add targetSymbolList clear
|
712 |
humkyung 2018.07.07 store symbols to list as like [equipments],[nozzles],[symbols]
|
713 |
'''
|
714 |
|
715 |
@staticmethod
|
716 |
def initTargetSymbolDataList(): |
717 |
global targetSymbolList
|
718 |
|
719 |
targetSymbolList.clear() |
720 |
appDocData = AppDocData.instance() |
721 |
symbolList = appDocData.getTargetSymbolList() |
722 |
equipments = [item for item in symbolList if appDocData.getSymbolCategoryByType(item.getType()) == 'Equipment'] |
723 |
nozzles = [item for item in symbolList if item.getType() == 'Nozzles'] |
724 |
# [[equipments],[nozzles],[symbols]]
|
725 |
targetSymbolList.append(equipments) |
726 |
targetSymbolList.append(nozzles) |
727 |
targetSymbolList.append([item for item in symbolList if item not in equipments and item not in nozzles]) |
728 |
|
729 |
# for i in range(len(targetSymbolList[0])):
|
730 |
# print(targetSymbolList[0][i].getName())
|
731 |
# for i in range(len(targetSymbolList[1])):
|
732 |
# print(targetSymbolList[1][i].getName())
|
733 |
# for i in range(len(targetSymbolList[2])):
|
734 |
# print(targetSymbolList[2][i].getName())
|
735 |
|
736 |
return targetSymbolList
|
737 |
|
738 |
'''
|
739 |
@brief detect equipment
|
740 |
@author humkyung
|
741 |
@date 2018.07.07
|
742 |
'''
|
743 |
|
744 |
@staticmethod
|
745 |
def detectEquipmentOnPid(mainRes, targetSymbol, listWidget, worker): |
746 |
try:
|
747 |
equipments = Worker.detectSymbolOnPid(mainRes, targetSymbol, listWidget, worker) |
748 |
for equipment in equipments: |
749 |
# detect nozzles around equimpent
|
750 |
for nozzle in targetSymbolList[1]: |
751 |
Worker.detectNozzleOnPid(equipment, nozzle, listWidget, worker) |
752 |
# up to here
|
753 |
except Exception as ex: |
754 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
755 |
sys.exc_info()[-1].tb_lineno)
|
756 |
worker.displayLog(MessageType.Error, message) |
757 |
|
758 |
'''
|
759 |
@brief detect symbol on PID
|
760 |
@author jwkim
|
761 |
@date
|
762 |
@history humkyung 2018.04.06 check if symbol file exists
|
763 |
Jeongwoo 2018.05.29 Change method to adjust detail symbol location with hit-rate. Not feature point count
|
764 |
Change parameter on add symbol part (mpCount → hitRate)
|
765 |
Remove unusing calculation (avg)
|
766 |
Jeongwoo 2018.06.27 Remove part to split P&ID image and for loop
|
767 |
humkyung 2018.07.07 return searched symbols
|
768 |
'''
|
769 |
|
770 |
@staticmethod
|
771 |
def detectSymbolOnPid(mainRes, targetSymbol, listWidget, worker): |
772 |
import copy |
773 |
global ocrCompletedSrc
|
774 |
global threadLock
|
775 |
global maxProgressValue
|
776 |
|
777 |
try:
|
778 |
forTraining = worker.isTrainingChecked |
779 |
symbolName = targetSymbol.getName() |
780 |
# threadLock.acquire()
|
781 |
# print(symbolName)
|
782 |
# threadLock.release()
|
783 |
symbolType = targetSymbol.getType() |
784 |
symbolPath = targetSymbol.getPath() |
785 |
symbolThreshold = targetSymbol.getThreshold() # if not forTraining else targetSymbol.getThreshold() / 3 * 2
|
786 |
symbolMinMatchCount = targetSymbol.getMinMatchCount() |
787 |
isDetectOnOrigin = targetSymbol.getIsDetectOnOrigin() |
788 |
symbolRotateCount = targetSymbol.getRotationCount() |
789 |
symbolOcrOption = targetSymbol.getOcrOption() |
790 |
isContainChild = targetSymbol.getIsContainChild() |
791 |
symbolOriginalPoint = targetSymbol.getOriginalPoint() |
792 |
symbolConnectionPoint = targetSymbol.getConnectionPoint() |
793 |
baseSymbol = targetSymbol.getBaseSymbol() |
794 |
additionalSymbol = targetSymbol.getAdditionalSymbol() |
795 |
isExceptDetect = targetSymbol.getIsExceptDetect() |
796 |
detectFlip = targetSymbol.getDetectFlip() |
797 |
|
798 |
# check if symbol file is target or not
|
799 |
if isExceptDetect == 1: |
800 |
item = QListWidgetItem('{} file is not target'.format(os.path.split(os.path.basename(symbolPath))[0])) |
801 |
item.setBackground(QColor('green'))
|
802 |
listWidget.addItem(item) |
803 |
return
|
804 |
|
805 |
foundSymbolCount = 0
|
806 |
|
807 |
# check if symbol file exists
|
808 |
if not os.path.isfile(symbolPath): |
809 |
item = QListWidgetItem('{} file not found'.format(os.path.split(os.path.basename(symbolPath))[0])) |
810 |
item.setBackground(QColor('red'))
|
811 |
listWidget.addItem(item) |
812 |
return
|
813 |
# up to here
|
814 |
|
815 |
sym = cv2.imread(symbolPath, 1)
|
816 |
symGray = Worker.cvtGrayImage(sym) |
817 |
symGrayOri = copy.copy(symGray) |
818 |
## TODO: 이진화 시켰을때 심볼이 검출되지 않음
|
819 |
## symGray = cv2.threshold(cvtGrayImage(sym), 127, 255, cv2.THRESH_BINARY)[1]
|
820 |
## cv2.imshow('symbol', symGray)
|
821 |
## cv2.waitKey(0)
|
822 |
sow, soh = symGray.shape[::-1] # symbol original w, h |
823 |
|
824 |
offsetDrawingArea = [] |
825 |
appDocData = AppDocData.instance() |
826 |
area = appDocData.getArea('Drawing')
|
827 |
if area is not None: |
828 |
copiedBasePid = area.img.copy() |
829 |
offsetDrawingArea.append(area.x) |
830 |
offsetDrawingArea.append(area.y) |
831 |
else:
|
832 |
offsetDrawingArea.append(0)
|
833 |
offsetDrawingArea.append(0)
|
834 |
if isDetectOnOrigin == 1: |
835 |
copiedBasePid = appDocData.imgSrc.copy() |
836 |
else:
|
837 |
copiedBasePid = ocrCompletedSrc.copy() |
838 |
srcWidth, srcHeight = copiedBasePid.shape[::-1]
|
839 |
|
840 |
roiItemSp = (0, 0) |
841 |
roiItemEp = (srcWidth, srcHeight) |
842 |
roiItem = copiedBasePid |
843 |
|
844 |
for index in range(2): |
845 |
if index is 0: |
846 |
# continue
|
847 |
pass
|
848 |
elif detectFlip is not 1 and index is 1: |
849 |
continue
|
850 |
else:
|
851 |
symGray = symGrayOri |
852 |
symGray = cv2.flip(symGray, 1)
|
853 |
# cv2.imwrite('out.png', symGray)
|
854 |
opx = sow - float(symbolOriginalPoint.split(',')[0]) |
855 |
opy = float(symbolOriginalPoint.split(',')[1]) |
856 |
symbolOriginalPoint = str(opx) + ',' + str(opy) |
857 |
|
858 |
symbolConnectionPoint = symbolConnectionPoint.split("/")
|
859 |
symbolConnectionPointStr = ''
|
860 |
for strConnPt in symbolConnectionPoint: |
861 |
if strConnPt == '': continue |
862 |
tokens = strConnPt.split(',')
|
863 |
|
864 |
direction = 'AUTO'
|
865 |
symbol_idx = '0'
|
866 |
if len(tokens) == 2: |
867 |
cpx = sow - float(tokens[0]) |
868 |
cpy = float(tokens[1]) |
869 |
cflip = direction + ',' + str(cpx) + ',' + str(cpy) |
870 |
elif len(tokens) == 3: |
871 |
direction = tokens[0]
|
872 |
cpx = sow - float(tokens[1]) |
873 |
cpy = float(tokens[2]) |
874 |
cflip = direction + ',' + str(cpx) + ',' + str(cpy) |
875 |
elif len(tokens) == 4: |
876 |
direction = tokens[0]
|
877 |
cpx = sow - float(tokens[1]) |
878 |
cpy = float(tokens[2]) |
879 |
symbol_idx = tokens[3]
|
880 |
cflip = direction + ',' + str(cpx) + ',' + str(cpy) + ',' + str(symbol_idx) |
881 |
|
882 |
if symbolConnectionPointStr == '': |
883 |
symbolConnectionPointStr = cflip |
884 |
else:
|
885 |
symbolConnectionPointStr = symbolConnectionPointStr + '/' + cflip
|
886 |
symbolConnectionPoint = symbolConnectionPointStr |
887 |
|
888 |
# print(symbolOriginalPoint)
|
889 |
# print(symbolConnectionPoint)
|
890 |
symbolRotatedAngle = 0
|
891 |
for rc in range(symbolRotateCount + 1): ## Rotation Count를 사용자 기준으로 받아서 1을 더한 후 사용 |
892 |
sw, sh = symGray.shape[::-1]
|
893 |
roiw = (roiItemEp[0] - roiItemSp[0]) |
894 |
roih = (roiItemEp[1] - roiItemSp[1]) |
895 |
|
896 |
## Case : Bigger Symbol than Split ROI
|
897 |
if roiw < sw or roih < sh: |
898 |
symGray = cv2.rotate(symGray, cv2.ROTATE_90_COUNTERCLOCKWISE) |
899 |
symbolRotatedAngle = symbolRotatedAngle + 90
|
900 |
|
901 |
if baseSymbol is not None and additionalSymbol is not None: |
902 |
additionalSymbol = Worker.getRotatedChildInfo(additionalSymbol) |
903 |
continue
|
904 |
|
905 |
## get Rotated Original Point
|
906 |
originalPoint = Worker.getCalculatedOriginalPoint(additionalSymbol, symbolOriginalPoint, |
907 |
symbolRotatedAngle, sw, sh, sow, soh) |
908 |
connectionPoint = Worker.getCalculatedConnectionPoint(symbolConnectionPoint, symbolRotatedAngle, sw, |
909 |
sh, sow, soh) |
910 |
|
911 |
## Template Matching
|
912 |
tmRes = cv2.matchTemplate(roiItem, symGray, cv2.TM_CCOEFF_NORMED) |
913 |
loc = np.where(tmRes >= symbolThreshold) |
914 |
|
915 |
for pt in zip(*loc[::-1]): |
916 |
mpCount = 0 # Match Point Count |
917 |
|
918 |
roi = roiItem[pt[1]:pt[1] + sh, pt[0]:pt[0] + sw] |
919 |
|
920 |
if symbolMinMatchCount > 0: |
921 |
mpCount = Worker.getMatchPointCount(roi, symGray) |
922 |
if not (mpCount >= symbolMinMatchCount): |
923 |
continue
|
924 |
|
925 |
searchedItemSp = (roiItemSp[0] + pt[0] + round(offsetDrawingArea[0]), |
926 |
roiItemSp[1] + pt[1] + round(offsetDrawingArea[1])) |
927 |
# print(searchedItemSp)
|
928 |
|
929 |
overlapArea = 0
|
930 |
symbolIndex = -1
|
931 |
for i in range(len(searchedSymbolList) - 1, -1, -1): |
932 |
area = Worker.contains(searchedSymbolList[i], searchedItemSp, sw, sh) |
933 |
if area > ACCEPT_OVERLAY_AREA:
|
934 |
# if area > overlapArea:
|
935 |
# overlapArea = area
|
936 |
# symbolIndex = i
|
937 |
overlapArea = area |
938 |
symbolIndex = i |
939 |
break
|
940 |
"""
|
941 |
categories = [appDocData.isEquipmentType(symbolType), appDocData.isEquipmentType(searchedSymbolList[i].getType())]
|
942 |
if categories[0] == categories[1]:
|
943 |
symbolIndex = i
|
944 |
break
|
945 |
"""
|
946 |
|
947 |
hitRate = tmRes[pt[1], pt[0]] |
948 |
|
949 |
## 겹치는 영역이 기준값보다 작을 경우
|
950 |
if overlapArea <= ACCEPT_OVERLAY_AREA:
|
951 |
threadLock.acquire() |
952 |
foundSymbolCount = foundSymbolCount + 1
|
953 |
Worker.addSearchedSymbol(symbolName, symbolType, |
954 |
searchedItemSp, sw, sh, symbolThreshold, symbolMinMatchCount, |
955 |
hitRate, symbolRotatedAngle, |
956 |
isDetectOnOrigin, symbolRotateCount, symbolOcrOption, |
957 |
isContainChild, |
958 |
originalPoint, connectionPoint, baseSymbol, additionalSymbol, |
959 |
isExceptDetect, detectFlip=1 if index is 1 else 0) |
960 |
threadLock.release() |
961 |
else: ## 겹치는 영역이 기준값보다 클 경우 |
962 |
if symbolIndex != -1 and symbolIndex < len(searchedSymbolList): |
963 |
searchedSymbol = searchedSymbolList[symbolIndex] |
964 |
## 현재 심볼과 검출된 심볼이 같을 경우 Match Point가 더 높은 정보로 교체
|
965 |
if symbolName == searchedSymbol.getName():
|
966 |
symbolHitRate = searchedSymbol.getHitRate() |
967 |
if symbolHitRate - searchedSymbol.getThreshold() < hitRate - symbolThreshold:
|
968 |
threadLock.acquire() |
969 |
# replace existing symbol with new symbol has high accuracy
|
970 |
searchedSymbolList[symbolIndex] = symbol.Symbol(symbolName, symbolType, |
971 |
searchedItemSp, sw, sh, |
972 |
symbolThreshold, |
973 |
symbolMinMatchCount, hitRate, |
974 |
symbolRotatedAngle, |
975 |
isDetectOnOrigin, |
976 |
symbolRotateCount, |
977 |
symbolOcrOption, isContainChild, |
978 |
','.join(str(x) for x in |
979 |
originalPoint), |
980 |
'/'.join('{},{},{},{}'.format( |
981 |
param[0], param[1], |
982 |
param[2], param[3]) for |
983 |
param in
|
984 |
connectionPoint), |
985 |
baseSymbol, additionalSymbol, |
986 |
isExceptDetect, |
987 |
detectFlip=1 if index is 1 else 0) |
988 |
threadLock.release() |
989 |
## 현재 심볼과 검출된 심볼이 같지 않을 경우 (포함)
|
990 |
elif appDocData.isEquipmentType(searchedSymbol.getType()):
|
991 |
if searchedSymbol.area > sw * sh * 10: # searched equipment area is greather than 10 times of symbol's area |
992 |
threadLock.acquire() |
993 |
foundSymbolCount = foundSymbolCount + 1
|
994 |
Worker.addSearchedSymbol(symbolName, symbolType, |
995 |
searchedItemSp, sw, sh, symbolThreshold, hitRate, |
996 |
hitRate, symbolRotatedAngle, |
997 |
isDetectOnOrigin, symbolRotateCount, symbolOcrOption, |
998 |
isContainChild, |
999 |
originalPoint, connectionPoint, baseSymbol, |
1000 |
additionalSymbol, isExceptDetect, |
1001 |
detectFlip=1 if index is 1 else 0) |
1002 |
threadLock.release() |
1003 |
## 현재 심볼과 검출된 심볼이 같지 않을 경우 (교체)
|
1004 |
elif not forTraining: |
1005 |
searchedSymbol = searchedSymbolList[symbolIndex] |
1006 |
symbolHitRate = searchedSymbol.getHitRate() |
1007 |
if symbolHitRate - searchedSymbol.getThreshold() < hitRate - symbolThreshold:
|
1008 |
threadLock.acquire() |
1009 |
searchedSymbolList[symbolIndex] = symbol.Symbol(symbolName, symbolType, |
1010 |
searchedItemSp, sw, sh, |
1011 |
symbolThreshold, |
1012 |
symbolMinMatchCount, hitRate, |
1013 |
symbolRotatedAngle, |
1014 |
isDetectOnOrigin, |
1015 |
symbolRotateCount, |
1016 |
symbolOcrOption, isContainChild, |
1017 |
','.join(str(x) for x in |
1018 |
originalPoint), |
1019 |
'/'.join('{},{},{},{}'.format( |
1020 |
param[0], param[1], |
1021 |
param[2], param[3]) for |
1022 |
param in
|
1023 |
connectionPoint), |
1024 |
baseSymbol, additionalSymbol, |
1025 |
isExceptDetect, |
1026 |
detectFlip=1 if index is 1 else 0) |
1027 |
threadLock.release() |
1028 |
# 학습용 데이터 생성을 위해 교체하지 않고 추가함
|
1029 |
elif forTraining:
|
1030 |
threadLock.acquire() |
1031 |
foundSymbolCount = foundSymbolCount + 1
|
1032 |
Worker.addSearchedSymbol(symbolName, symbolType, |
1033 |
searchedItemSp, sw, sh, symbolThreshold, |
1034 |
symbolMinMatchCount, hitRate, symbolRotatedAngle, |
1035 |
isDetectOnOrigin, symbolRotateCount, symbolOcrOption, |
1036 |
isContainChild, |
1037 |
originalPoint, connectionPoint, baseSymbol, |
1038 |
additionalSymbol, isExceptDetect, |
1039 |
detectFlip=1 if index is 1 else 0) |
1040 |
threadLock.release() |
1041 |
|
1042 |
## Rotate Symbol
|
1043 |
symGray = cv2.rotate(symGray, cv2.ROTATE_90_COUNTERCLOCKWISE) |
1044 |
symbolRotatedAngle = symbolRotatedAngle + 90
|
1045 |
|
1046 |
if additionalSymbol is not None: |
1047 |
additionalSymbol = Worker.getRotatedChildInfo(additionalSymbol) |
1048 |
|
1049 |
threadLock.acquire() |
1050 |
listWidget.addItem('Found Symbol : ' + os.path.splitext(os.path.basename(symbolPath))[0] + ' - (' + str( |
1051 |
foundSymbolCount) + ')')
|
1052 |
threadLock.release() |
1053 |
|
1054 |
worker.updateProgress.emit(maxProgressValue, symbolPath) |
1055 |
|
1056 |
return [symbol for symbol in searchedSymbolList if symbol.getName() == symbolName] |
1057 |
except Exception as ex: |
1058 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1059 |
sys.exc_info()[-1].tb_lineno)
|
1060 |
worker.displayLog.emit(MessageType.Error, message) |
1061 |
|
1062 |
return []
|
1063 |
|
1064 |
'''
|
1065 |
@brief detect nozzle
|
1066 |
@author humkyung
|
1067 |
@date 2018.07.07
|
1068 |
@history humkyhung 2018.07.17 pass equpment as parameter instead of image
|
1069 |
'''
|
1070 |
|
1071 |
@staticmethod
|
1072 |
def detectNozzleOnPid(equipment, nozzle, listWidget, worker): |
1073 |
global src
|
1074 |
global threadLock
|
1075 |
global maxProgressValue
|
1076 |
|
1077 |
try:
|
1078 |
symbolName = nozzle.getName() |
1079 |
symbolType = nozzle.getType() |
1080 |
symbolPath = nozzle.getPath() |
1081 |
symbolThreshold = nozzle.getThreshold() |
1082 |
symbolMinMatchCount = nozzle.getMinMatchCount() |
1083 |
isDetectOnOrigin = nozzle.getIsDetectOnOrigin() |
1084 |
symbolRotateCount = nozzle.getRotationCount() |
1085 |
symbolOcrOption = nozzle.getOcrOption() |
1086 |
isContainChild = nozzle.getIsContainChild() |
1087 |
symbolOriginalPoint = nozzle.getOriginalPoint() |
1088 |
symbolConnectionPoint = nozzle.getConnectionPoint() |
1089 |
baseSymbol = nozzle.getBaseSymbol() |
1090 |
additionalSymbol = nozzle.getAdditionalSymbol() |
1091 |
isExceptDetect = nozzle.getIsExceptDetect() |
1092 |
|
1093 |
foundSymbolCount = 0
|
1094 |
|
1095 |
# check if symbol file exists
|
1096 |
if not os.path.isfile(symbolPath): |
1097 |
item = QListWidgetItem('{} file not found'.format(os.path.split(os.path.basename(symbolPath))[0])) |
1098 |
item.setBackground(QColor('red'))
|
1099 |
listWidget.addItem(item) |
1100 |
return
|
1101 |
# up to here
|
1102 |
|
1103 |
symGray = Worker.cvtGrayImage(cv2.imread(symbolPath, 1))
|
1104 |
sow, soh = symGray.shape[::-1] # symbol original w, h |
1105 |
|
1106 |
# get image of equipment with offset of nozzle size
|
1107 |
appDocData = AppDocData.instance() |
1108 |
pt = equipment.getSp() |
1109 |
nozzleSize = max(sow, soh)
|
1110 |
sx = round(pt[0]) - nozzleSize |
1111 |
sy = round(pt[1]) - nozzleSize |
1112 |
ex = round(pt[0] + equipment.getWidth()) + nozzleSize |
1113 |
ey = round(pt[1] + equipment.getHeight()) + nozzleSize |
1114 |
offset = (sx, sy) |
1115 |
eqpSize = (pt[0], pt[1], equipment.getWidth(), equipment.getHeight()) |
1116 |
img = appDocData.imgSrc[sy:ey, sx:ex] |
1117 |
srcWidth, srcHeight = img.shape[::-1]
|
1118 |
# up to here
|
1119 |
|
1120 |
roiItemSp = (0, 0) |
1121 |
roiItemEp = (srcWidth, srcHeight) |
1122 |
roiItem = img |
1123 |
|
1124 |
symbolAngle = 0
|
1125 |
for rc in range(symbolRotateCount + 1): ## Rotation Count를 사용자 기준으로 받아서 1을 더한 후 사용 |
1126 |
sw, sh = symGray.shape[::-1]
|
1127 |
roiw = (roiItemEp[0] - roiItemSp[0]) |
1128 |
roih = (roiItemEp[1] - roiItemSp[1]) |
1129 |
|
1130 |
## get Rotated Original Point
|
1131 |
originalPoint = Worker.getCalculatedOriginalPoint(additionalSymbol, symbolOriginalPoint, symbolAngle, |
1132 |
sw, sh, sow, soh) |
1133 |
connectionPoint = Worker.getCalculatedConnectionPoint(symbolConnectionPoint, symbolAngle, sw, sh, sow, |
1134 |
soh) |
1135 |
dx = connectionPoint[0][0] - originalPoint[0] |
1136 |
dy = connectionPoint[0][1] - originalPoint[1] |
1137 |
|
1138 |
## Template Matching
|
1139 |
tmRes = cv2.matchTemplate(roiItem, symGray, cv2.TM_CCOEFF_NORMED) |
1140 |
loc = np.where(tmRes >= symbolThreshold) |
1141 |
|
1142 |
for pt in zip(*loc[::-1]): |
1143 |
mpCount = 0 # Match Point Count |
1144 |
symbolIndex = -1
|
1145 |
|
1146 |
roi = roiItem[pt[1]:pt[1] + sh, pt[0]:pt[0] + sw] |
1147 |
|
1148 |
if symbolMinMatchCount > 0: |
1149 |
mpCount = Worker.getMatchPointCount(roi, symGray) |
1150 |
if not (mpCount >= symbolMinMatchCount): |
1151 |
continue
|
1152 |
|
1153 |
mid = (offset[0] + pt[0] + (originalPoint[0] + connectionPoint[0][0]) * 0.5, |
1154 |
offset[1] + pt[1] + (originalPoint[1] + connectionPoint[0][1]) * 0.5) |
1155 |
searchedItemSp = (roiItemSp[0] + pt[0] + offset[0], roiItemSp[1] + pt[1] + offset[1]) |
1156 |
# check searched nozzle location
|
1157 |
if abs(dx) > abs(dy): |
1158 |
if dx > 0: |
1159 |
if mid[0] < eqpSize[0] + eqpSize[2] * 0.5: continue |
1160 |
else:
|
1161 |
if mid[0] > eqpSize[0] + eqpSize[2] * 0.5: continue |
1162 |
else:
|
1163 |
if dy > 0: |
1164 |
if mid[1] < eqpSize[1] + eqpSize[3] * 0.5: continue |
1165 |
else:
|
1166 |
if mid[1] > eqpSize[1] + eqpSize[3] * 0.5: continue |
1167 |
# up to here
|
1168 |
|
1169 |
overlapArea = 0
|
1170 |
nozzles = [symbol for symbol in searchedSymbolList if symbol.getType() == 'Nozzles'] |
1171 |
for i in range(len(nozzles)): |
1172 |
_pt = nozzles[i].getSp() |
1173 |
rect = QRectF(_pt[0], _pt[1], nozzles[i].getWidth(), nozzles[i].getHeight()) |
1174 |
_rect = QRectF(searchedItemSp[0], searchedItemSp[1], sw, sh) |
1175 |
if rect.intersects(_rect):
|
1176 |
intersect = rect.intersected(_rect) |
1177 |
overlapArea = intersect.width() * intersect.height() |
1178 |
if overlapArea > ACCEPT_OVERLAY_AREA:
|
1179 |
symbolIndex = i |
1180 |
break
|
1181 |
|
1182 |
hitRate = tmRes[pt[1], pt[0]] |
1183 |
|
1184 |
## 겹치는 영역이 기준값보다 작을 경우
|
1185 |
if overlapArea <= ACCEPT_OVERLAY_AREA:
|
1186 |
threadLock.acquire() |
1187 |
foundSymbolCount = foundSymbolCount + 1
|
1188 |
searched = Worker.addSearchedSymbol(symbolName, symbolType |
1189 |
, searchedItemSp, sw, sh, symbolThreshold, |
1190 |
symbolMinMatchCount, hitRate, symbolAngle |
1191 |
, isDetectOnOrigin, symbolRotateCount, symbolOcrOption, |
1192 |
isContainChild |
1193 |
, originalPoint, connectionPoint, baseSymbol, |
1194 |
additionalSymbol, isExceptDetect) |
1195 |
searched.owner = equipment |
1196 |
threadLock.release() |
1197 |
## 겹치는 영역이 기준값보다 클 경우
|
1198 |
else:
|
1199 |
if symbolIndex != -1 and symbolIndex < len(nozzles): |
1200 |
searchedSymbol = nozzles[symbolIndex] |
1201 |
## 현재 심볼과 검출된 심볼이 같을 경우 Match Point가 더 높은 정보로 교체
|
1202 |
if symbolName == searchedSymbol.getName():
|
1203 |
symbolHitRate = searchedSymbol.getHitRate() |
1204 |
if symbolHitRate < hitRate:
|
1205 |
threadLock.acquire() |
1206 |
nozzles[symbolIndex] = symbol.Symbol(symbolName, symbolType, |
1207 |
searchedItemSp, sw, sh, symbolThreshold, |
1208 |
symbolMinMatchCount, hitRate, symbolAngle, |
1209 |
isDetectOnOrigin, symbolRotateCount, |
1210 |
symbolOcrOption, isContainChild, |
1211 |
','.join(str(x) for x in originalPoint), |
1212 |
'/'.join(
|
1213 |
'{},{},{},{}'.format(param[0], param[1], |
1214 |
param[2], param[3]) |
1215 |
for param in connectionPoint), |
1216 |
baseSymbol, additionalSymbol, isExceptDetect) |
1217 |
threadLock.release() |
1218 |
## 현재 심볼과 검출된 심볼이 같지 않을 경우 (포함)
|
1219 |
elif appDocData.isEquipmentType(searchedSymbol.getType()):
|
1220 |
threadLock.acquire() |
1221 |
foundSymbolCount = foundSymbolCount + 1
|
1222 |
searched = Worker.addSearchedSymbol(symbolName, symbolType |
1223 |
, searchedItemSp, sw, sh, symbolThreshold, hitRate, |
1224 |
hitRate, symbolAngle |
1225 |
, isDetectOnOrigin, symbolRotateCount, |
1226 |
symbolOcrOption, isContainChild |
1227 |
, originalPoint, connectionPoint, baseSymbol, |
1228 |
additionalSymbol, isExceptDetect) |
1229 |
searched.owner = equipment |
1230 |
threadLock.release() |
1231 |
|
1232 |
## Rotate Symbol
|
1233 |
symGray = cv2.rotate(symGray, cv2.ROTATE_90_COUNTERCLOCKWISE) |
1234 |
symbolAngle = symbolAngle + 90
|
1235 |
|
1236 |
if additionalSymbol is not None: |
1237 |
additionalSymbol = Worker.getRotatedChildInfo(additionalSymbol) |
1238 |
|
1239 |
threadLock.acquire() |
1240 |
listWidget.addItem('Found Symbol : ' + os.path.splitext(os.path.basename(symbolPath))[0] + ' - (' + str( |
1241 |
foundSymbolCount) + ')')
|
1242 |
threadLock.release() |
1243 |
|
1244 |
worker.updateProgress.emit(maxProgressValue, symbolPath) |
1245 |
|
1246 |
return [symbol for symbol in searchedSymbolList if symbol.getName() == symbolName] |
1247 |
except Exception as ex: |
1248 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1249 |
sys.exc_info()[-1].tb_lineno)
|
1250 |
worker.displayLog(MessageType.Error, message) |
1251 |
|
1252 |
return []
|
1253 |
|
1254 |
# Convert into Grayscale image
|
1255 |
@staticmethod
|
1256 |
def cvtGrayImage(img): |
1257 |
return cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
|
1258 |
|
1259 |
'''
|
1260 |
@history 2018.06.12 Jeongwoo Type changed (int → float)
|
1261 |
humkyung 2018.07.07 change return type as like [x,y]
|
1262 |
'''
|
1263 |
|
1264 |
@staticmethod
|
1265 |
def getCalculatedOriginalPoint(additionalSymbol, symbolOriginalPoint, symbolRotatedAngle, rotateSymbolWidth, |
1266 |
rotateSymbolHeight, originalSymbolWidth, originalSymbolHeight): |
1267 |
res = [] |
1268 |
|
1269 |
if additionalSymbol is None and symbolOriginalPoint is None: |
1270 |
res.append(rotateSymbolWidth // 2)
|
1271 |
res.append(rotateSymbolHeight // 2)
|
1272 |
else:
|
1273 |
opx = float(symbolOriginalPoint.split(',')[0]) |
1274 |
opy = float(symbolOriginalPoint.split(',')[1]) |
1275 |
rPt = Worker.getCoordOnRotatedImage(symbolRotatedAngle, ('AUTO', opx, opy, '0'), originalSymbolWidth, |
1276 |
originalSymbolHeight) |
1277 |
|
1278 |
res.append(rPt[1])
|
1279 |
res.append(rPt[2])
|
1280 |
|
1281 |
return res
|
1282 |
|
1283 |
'''
|
1284 |
@history 2018.06.12 Jeongwoo Type changed (int → float)
|
1285 |
humkyung 2018.07.07 change return type as like [[x,y],...]
|
1286 |
humkyung 2019.01.04 get symbol index
|
1287 |
'''
|
1288 |
|
1289 |
@staticmethod
|
1290 |
def getCalculatedConnectionPoint(symbolConnectionPointStr, symbolRotatedAngle, rotateSymbolWidth, |
1291 |
rotateSymbolHeight, originalSymbolWidth, originalSymbolHeight): |
1292 |
res = [] |
1293 |
|
1294 |
if symbolConnectionPointStr is not None and symbolConnectionPointStr != '': |
1295 |
splitConnectionPointStr = symbolConnectionPointStr.split("/")
|
1296 |
for strConnPt in splitConnectionPointStr: |
1297 |
tokens = strConnPt.split(',')
|
1298 |
|
1299 |
direction = 'AUTO'
|
1300 |
symbol_idx = '0'
|
1301 |
if len(tokens) == 2: |
1302 |
cpx = float(tokens[0]) |
1303 |
cpy = float(tokens[1]) |
1304 |
elif len(tokens) == 3: |
1305 |
direction = tokens[0]
|
1306 |
cpx = float(tokens[1]) |
1307 |
cpy = float(tokens[2]) |
1308 |
elif len(tokens) == 4: |
1309 |
direction = tokens[0]
|
1310 |
cpx = float(tokens[1]) |
1311 |
cpy = float(tokens[2]) |
1312 |
symbol_idx = tokens[3]
|
1313 |
|
1314 |
res.append(Worker.getCoordOnRotatedImage(symbolRotatedAngle, (direction, cpx, cpy, symbol_idx), |
1315 |
originalSymbolWidth, originalSymbolHeight)) |
1316 |
|
1317 |
return res
|
1318 |
|
1319 |
'''
|
1320 |
@brief rotate (x,y) by given angle
|
1321 |
@author Jeongwoo
|
1322 |
@date 2018.??.??
|
1323 |
@history humkyung 2018.04.13 fixed code when angle is 90 or 270
|
1324 |
Jeongwoo 2018.04.27 Change calculation method with QTransform
|
1325 |
humkyung 2018.09.01 calculate rotated direction
|
1326 |
'''
|
1327 |
|
1328 |
@staticmethod
|
1329 |
def getCoordOnRotatedImage(rAngle, connPt, originImageWidth, originImageHeight): |
1330 |
rx = None
|
1331 |
ry = None
|
1332 |
|
1333 |
## calculate rotated direction
|
1334 |
direction = connPt[0]
|
1335 |
if direction == 'LEFT': |
1336 |
direction = 'DOWN' if rAngle == 90 else 'RIGHT' if rAngle == 180 else 'UP' if rAngle == 270 else direction |
1337 |
elif direction == 'RIGHT': |
1338 |
direction = 'UP' if rAngle == 90 else 'LEFT' if rAngle == 180 else 'DOWN' if rAngle == 270 else direction |
1339 |
elif direction == 'UP': |
1340 |
direction = 'LEFT' if rAngle == 90 else 'DOWN' if rAngle == 180 else 'RIGHT' if rAngle == 270 else direction |
1341 |
elif direction == 'DOWN': |
1342 |
direction = 'RIGHT' if rAngle == 90 else 'UP' if rAngle == 180 else 'LEFT' if rAngle == 270 else direction |
1343 |
## up to here
|
1344 |
|
1345 |
transform = QTransform() |
1346 |
if rAngle == 90 or rAngle == 270: |
1347 |
transform.translate(originImageHeight * 0.5, originImageWidth * 0.5) |
1348 |
elif rAngle == 0 or rAngle == 180: |
1349 |
transform.translate(originImageWidth * 0.5, originImageHeight * 0.5) |
1350 |
transform.rotate(-abs(rAngle))
|
1351 |
transform.translate(-originImageWidth * 0.5, -originImageHeight * 0.5) |
1352 |
point = QPoint(connPt[1], connPt[2]) |
1353 |
point = transform.map(point) |
1354 |
rx = point.x() |
1355 |
ry = point.y() |
1356 |
|
1357 |
symbol_idx = connPt[3]
|
1358 |
|
1359 |
return (direction, rx, ry, symbol_idx)
|
1360 |
|
1361 |
'''
|
1362 |
@brief Add symbols
|
1363 |
@author jwkim
|
1364 |
@date
|
1365 |
@history Change parameter (mpCount → hitRate)
|
1366 |
Yecheol 2018.07.04 Delete Symbol Id
|
1367 |
'''
|
1368 |
|
1369 |
@staticmethod
|
1370 |
def addSearchedSymbol(sName, sType |
1371 |
, sp, w, h, threshold, minMatchCount, hitRate, rotatedAngle |
1372 |
, isDetectOnOrigin, rotateCount, ocrOption, isContainChild |
1373 |
, originalPoint, connectionPoint, baseSymbol, additionalSymbol, isExceptDetect, detectFlip): |
1374 |
global searchedSymbolList
|
1375 |
|
1376 |
newSym = None
|
1377 |
try:
|
1378 |
newSym = symbol.Symbol(sName, sType |
1379 |
, sp, w, h, threshold, minMatchCount, hitRate, rotatedAngle, |
1380 |
isDetectOnOrigin, rotateCount, ocrOption, isContainChild, |
1381 |
','.join(str(x) for x in originalPoint), |
1382 |
'/'.join('{},{},{},{}'.format(param[0], param[1], param[2], param[3]) for param in |
1383 |
connectionPoint), |
1384 |
baseSymbol, additionalSymbol, isExceptDetect, detectFlip=detectFlip) |
1385 |
|
1386 |
searchedSymbolList.append(newSym) |
1387 |
except Exception as ex: |
1388 |
from App import App |
1389 |
|
1390 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1391 |
sys.exc_info()[-1].tb_lineno)
|
1392 |
App.mainWnd().addMessage.emit(MessageType.Error, message) |
1393 |
|
1394 |
return newSym
|
1395 |
|
1396 |
'''
|
1397 |
@brief Check object contains pt
|
1398 |
@param obj is item in searchedSymbolList
|
1399 |
'''
|
1400 |
|
1401 |
@staticmethod
|
1402 |
def contains(obj, pt, tw, th): |
1403 |
sp = obj.getSp() |
1404 |
width = obj.getWidth() |
1405 |
height = obj.getHeight() |
1406 |
|
1407 |
if sp[0] > pt[0] + tw: |
1408 |
return 0 |
1409 |
if sp[0] + width < pt[0]: |
1410 |
return 0 |
1411 |
if sp[1] > pt[1] + th: |
1412 |
return 0 |
1413 |
if sp[1] + height < pt[1]: |
1414 |
return 0 |
1415 |
|
1416 |
# shared area
|
1417 |
x = max(sp[0], pt[0]) |
1418 |
y = max(sp[1], pt[1]) |
1419 |
w = min(sp[0] + width, pt[0] + tw) - x |
1420 |
h = min(sp[1] + height, pt[1] + th) - y |
1421 |
|
1422 |
return float((w * h)) / float((tw * th)) * 100 |
1423 |
|
1424 |
# Calculate count of keypoint match result
|
1425 |
@staticmethod
|
1426 |
def getMatchPointCount(src, cmp): |
1427 |
matchCount = 0
|
1428 |
|
1429 |
try:
|
1430 |
orb = cv2.ORB_create(1000, 2.0, 2, 1) |
1431 |
|
1432 |
kp1, des1 = orb.detectAndCompute(src, None)
|
1433 |
kp2, des2 = orb.detectAndCompute(cmp, None) |
1434 |
|
1435 |
FLANN_INDEX_LSH = 6
|
1436 |
# table_number : The number of hash tables use
|
1437 |
# key_size : The length of the key in the hash tables
|
1438 |
# multi_probe_level : Number of levels to use in multi-probe (0 for standard LSH)
|
1439 |
# It controls how neighboring buckets are searched
|
1440 |
# Recommended value is 2
|
1441 |
# checks : specifies the maximum leafs to visit when searching for neighbours.
|
1442 |
# LSH : Locality-Sensitive Hashing
|
1443 |
# ref : https://www.cs.ubc.ca/research/flann/uploads/FLANN/flann_manual-1.8.4.pdf
|
1444 |
index_params = dict(algorithm=FLANN_INDEX_LSH, table_number=20, key_size=10, multi_probe_level=4) |
1445 |
search_params = dict(checks=100) |
1446 |
|
1447 |
flann = cv2.FlannBasedMatcher(index_params, search_params) |
1448 |
|
1449 |
matches = flann.knnMatch(des1, des2, k=2)
|
1450 |
matchesMask = [[0, 0] for i in range(len(matches))] # Python 3.x |
1451 |
|
1452 |
count = 0
|
1453 |
# ratio test as per Lowe's paper
|
1454 |
for i in range(len(matches)): |
1455 |
if len(matches[i]) == 2: |
1456 |
m = matches[i][0]
|
1457 |
n = matches[i][1]
|
1458 |
if m.distance < 0.85 * n.distance: |
1459 |
count = count + 1
|
1460 |
|
1461 |
matchCount = count |
1462 |
except Exception as ex: |
1463 |
from App import App |
1464 |
|
1465 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1466 |
sys.exc_info()[-1].tb_lineno)
|
1467 |
App.mainWnd().addMessage.emit(MessageType.Error, message) |
1468 |
|
1469 |
return matchCount
|
1470 |
|
1471 |
'''
|
1472 |
@brief Remake rotated child symbol info
|
1473 |
'''
|
1474 |
|
1475 |
@staticmethod
|
1476 |
def getRotatedChildInfo(additionalSymbol): |
1477 |
tempChildInfo = ""
|
1478 |
if additionalSymbol:
|
1479 |
childList = additionalSymbol.split("/")
|
1480 |
for index in range(len(childList)): |
1481 |
child = childList[index] |
1482 |
direction = Worker.convertDirectionCodeToValue(child.split(",")[0]) |
1483 |
childName = child.split(",")[1] |
1484 |
direction = (direction - 1) if direction > 0 else 3 |
1485 |
if index != 0: |
1486 |
tempChildInfo = tempChildInfo + "/"
|
1487 |
tempChildInfo = tempChildInfo + Worker.convertValueToDirectionCode(direction) + "," + childName
|
1488 |
return tempChildInfo
|
1489 |
|
1490 |
'''
|
1491 |
@brief detect symbols on PID
|
1492 |
@history humkyung 2018.06.08 add parameteres for signal
|
1493 |
'''
|
1494 |
|
1495 |
@staticmethod
|
1496 |
def detectSymbolsOnPid(mainRes, targetSymbols, listWidget, updateProgressSignal): |
1497 |
for detailTarget in targetSymbols: |
1498 |
Worker.detectSymbolOnPid(mainRes, detailTarget, listWidget, updateProgressSignal) |
1499 |
|
1500 |
@staticmethod
|
1501 |
def convertDirectionCodeToValue(directionCode): |
1502 |
if directionCode == "UP": |
1503 |
return 0 |
1504 |
elif directionCode == "RIGHT": |
1505 |
return 1 |
1506 |
elif directionCode == "DOWN": |
1507 |
return 2 |
1508 |
elif directionCode == "LEFT": |
1509 |
return 3 |
1510 |
else:
|
1511 |
return -1 |
1512 |
|
1513 |
@staticmethod
|
1514 |
def convertValueToDirectionCode(value): |
1515 |
if value == 0: |
1516 |
return "UP" |
1517 |
elif value == 1: |
1518 |
return "RIGHT" |
1519 |
elif value == 2: |
1520 |
return "DOWN" |
1521 |
elif value == 3: |
1522 |
return "LEFT" |
1523 |
else:
|
1524 |
return "NONE" |
1525 |
|
1526 |
'''
|
1527 |
@brief draw found symbols and texts
|
1528 |
@author Jeongwoo
|
1529 |
'''
|
1530 |
|
1531 |
@staticmethod
|
1532 |
def drawFoundSymbolsOnCanvas(drawingPath, textInfos, listWidget): |
1533 |
global src
|
1534 |
global ocrCompletedSrc
|
1535 |
global canvas
|
1536 |
|
1537 |
appDocData = AppDocData.instance() |
1538 |
canvas = np.zeros(appDocData.imgSrc.shape, np.uint8) |
1539 |
canvas[::] = 255
|
1540 |
|
1541 |
try:
|
1542 |
appDocData = AppDocData.instance() |
1543 |
project = appDocData.getCurrentProject() |
1544 |
|
1545 |
for symbol in searchedSymbolList: |
1546 |
Worker.drawFoundSymbols(symbol, listWidget) |
1547 |
|
1548 |
for text in textInfos: |
1549 |
left = text.getX() |
1550 |
top = text.getY() |
1551 |
right = text.getX() + text.getW() |
1552 |
bottom = text.getY() + text.getH() |
1553 |
|
1554 |
canvas[top:bottom, left:right] = appDocData.imgSrc[top:bottom, left:right] |
1555 |
|
1556 |
cv2.imwrite(os.path.join(project.getTempPath(), "FOUND_" + os.path.basename(drawingPath)), canvas)
|
1557 |
except Exception as ex: |
1558 |
from App import App |
1559 |
|
1560 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1561 |
sys.exc_info()[-1].tb_lineno)
|
1562 |
App.mainWnd().addMessage.emit(MessageType.Error, message) |
1563 |
|
1564 |
'''
|
1565 |
@history 2018.04.27 Jeongwoo Remove Tesseract Log on listWidget
|
1566 |
2018.05.04 Jeongwoo Change method to OCR with tesseract_ocr_module.py
|
1567 |
2018.05.09 Jeongwoo Add global variable textInfoList, Remove text in symbol and Add tesseract result text
|
1568 |
2018.05.10 Jeongwoo Remove not used if-statement
|
1569 |
2018.06.19 Jeongwoo When detect text in symbol, use getTextAreaInfo() and Tesseract
|
1570 |
2018.06.21 Jeongwoo Add if-statement for way to detect text by Type A
|
1571 |
'''
|
1572 |
|
1573 |
@staticmethod
|
1574 |
def drawFoundSymbols(symbol, listWidget): |
1575 |
global src
|
1576 |
global canvas
|
1577 |
global WHITE_LIST_CHARS
|
1578 |
global searchedSymbolList
|
1579 |
global textInfoList
|
1580 |
|
1581 |
# symbolId = symbol.getId()
|
1582 |
symbolPath = symbol.getPath() |
1583 |
symbolSp = symbol.getSp() |
1584 |
symbolRotatedAngle = symbol.getRotatedAngle() |
1585 |
|
1586 |
symImg = cv2.cvtColor(cv2.imread(symbolPath, 1), cv2.COLOR_BGR2GRAY)
|
1587 |
if symbol.getDetectFlip() is 1: |
1588 |
symImg = cv2.flip(symImg, 1)
|
1589 |
for i in range(symbolRotatedAngle // 90): |
1590 |
symImg = cv2.rotate(symImg, cv2.ROTATE_90_COUNTERCLOCKWISE) |
1591 |
|
1592 |
w, h = symImg.shape[::-1]
|
1593 |
canvas[symbolSp[1]:symbolSp[1] + h, symbolSp[0]:symbolSp[0] + w] = cv2.bitwise_and( |
1594 |
canvas[symbolSp[1]:symbolSp[1] + h, symbolSp[0]:symbolSp[0] + w], symImg) |
1595 |
|
1596 |
'''
|
1597 |
@history 2018.05.17 Jeongwoo Bitwise_not target changed (Original Image → Symbol Image)
|
1598 |
humkyung 2018.07.11 add parameter for image
|
1599 |
'''
|
1600 |
|
1601 |
@staticmethod
|
1602 |
def removeDetectedSymbol(sym, imgSrc): |
1603 |
global ocrCompletedSrc
|
1604 |
global threadLock
|
1605 |
|
1606 |
path = sym.getPath() |
1607 |
sp = sym.getSp() |
1608 |
sw = sym.getWidth() |
1609 |
sh = sym.getHeight() |
1610 |
angle = sym.getRotatedAngle() |
1611 |
symImg = cv2.imread(path) |
1612 |
symImg = cv2.threshold(Worker.cvtGrayImage(symImg), 127, 255, cv2.THRESH_BINARY)[1] |
1613 |
if sym.getDetectFlip() is 1: |
1614 |
symImg = cv2.flip(symImg, 1)
|
1615 |
|
1616 |
for i in range(angle // 90): |
1617 |
symImg = cv2.rotate(symImg, cv2.ROTATE_90_COUNTERCLOCKWISE) |
1618 |
|
1619 |
threadLock.acquire() |
1620 |
temp = imgSrc[sp[1]:sp[1] + sh, sp[0]:sp[0] + sw] |
1621 |
symImg = cv2.erode(symImg, np.ones((3, 3), np.uint8)) |
1622 |
mask = cv2.bitwise_or(temp, symImg) |
1623 |
imgXOR = cv2.bitwise_xor(temp, mask) |
1624 |
# imgXOR = cv2.dilate(imgXOR, np.ones((5, 5), np.uint8))
|
1625 |
imgSrc[sp[1]:sp[1] + sh, sp[0]:sp[0] + sw] = cv2.bitwise_not(imgXOR) |
1626 |
threadLock.release() |
1627 |
|
1628 |
'''
|
1629 |
@brief get difference between given original and recognized image
|
1630 |
@author humkyung
|
1631 |
@date 2018.06.11
|
1632 |
'''
|
1633 |
|
1634 |
@staticmethod
|
1635 |
def getDifference(orgImagePath, recImagePath): |
1636 |
import re |
1637 |
|
1638 |
global ocrCompletedSrc
|
1639 |
global textInfoList
|
1640 |
|
1641 |
try:
|
1642 |
appDocData = AppDocData.instance() |
1643 |
if os.path.isfile(orgImagePath) and os.path.isfile(recImagePath): |
1644 |
imgOriginal = \ |
1645 |
cv2.threshold(Worker.cvtGrayImage(cv2.imread(orgImagePath, 1)), 127, 255, cv2.THRESH_BINARY)[1] |
1646 |
|
1647 |
configs = appDocData.getConfigs('Filter', 'DilateSize') |
1648 |
if 1 == len(configs) and int(configs[0].value) is not 0: |
1649 |
size = int(configs[0].value) |
1650 |
kernel = np.ones((size, size), np.uint8) |
1651 |
imgOriginal = cv2.erode(imgOriginal, kernel, iterations=1)
|
1652 |
|
1653 |
# remove not drawing area
|
1654 |
configs = appDocData.getConfigs('{} Equipment Desc Area'.format(appDocData.imgName))
|
1655 |
for config in configs: |
1656 |
found = re.findall('\\d+', config.value)
|
1657 |
if len(found) == 4: |
1658 |
cv2.rectangle(imgOriginal, (int(found[0]), int(found[1])), |
1659 |
(int(found[0]) + int(found[2]), int(found[1]) + int(found[3])), 255, -1) |
1660 |
|
1661 |
configs = appDocData.getConfigs('{} Typical Area'.format(appDocData.imgName))
|
1662 |
for config in configs: |
1663 |
found = re.findall('\\d+', config.value)
|
1664 |
if len(found) == 4: |
1665 |
cv2.rectangle(imgOriginal, (int(found[0]), int(found[1])), |
1666 |
(int(found[0]) + int(found[2]), int(found[1]) + int(found[3])), 255, -1) |
1667 |
|
1668 |
noteArea = appDocData.getArea('Note')
|
1669 |
if noteArea is not None: |
1670 |
noteArea.img = appDocData.imgSrc[round(noteArea.y):round(noteArea.y + noteArea.height), |
1671 |
round(noteArea.x):round(noteArea.x + noteArea.width)].copy() |
1672 |
cv2.rectangle(imgOriginal, (round(noteArea.x), round(noteArea.y)), |
1673 |
(round(noteArea.x + noteArea.width), round(noteArea.y + noteArea.height)), 255, -1) |
1674 |
# up to here
|
1675 |
|
1676 |
imgRecognized = \ |
1677 |
cv2.threshold(Worker.cvtGrayImage(cv2.imread(recImagePath, 1)), 127, 255, cv2.THRESH_BINARY)[1] |
1678 |
|
1679 |
imgDiff = np.ones(imgOriginal.shape, np.uint8) * 255
|
1680 |
|
1681 |
area = AppDocData.instance().getArea('Drawing')
|
1682 |
if area is not None: |
1683 |
x = round(area.x)
|
1684 |
y = round(area.y)
|
1685 |
width = round(area.width)
|
1686 |
height = round(area.height)
|
1687 |
imgNotOper = cv2.bitwise_not(imgRecognized[y:y + height, x:x + width]) |
1688 |
imgDiff[y:y + height, x:x + width] = cv2.bitwise_xor(imgOriginal[y:y + height, x:x + width], |
1689 |
imgNotOper) |
1690 |
|
1691 |
# remove noise
|
1692 |
imgDiff = cv2.dilate(imgDiff, np.ones((2, 2), np.uint8)) |
1693 |
|
1694 |
appDocData = AppDocData.instance() |
1695 |
project = appDocData.getCurrentProject() |
1696 |
cv2.imwrite(os.path.join(project.getTempPath(), "DIFF_" + os.path.basename(orgImagePath)), imgDiff)
|
1697 |
except Exception as ex: |
1698 |
from App import App |
1699 |
|
1700 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1701 |
sys.exc_info()[-1].tb_lineno)
|
1702 |
App.mainWnd().addMessage.emit(MessageType.Error, message) |
1703 |
|
1704 |
|
1705 |
'''
|
1706 |
@history 2018.05.25 Jeongwoo Add pyqtSignal(svgItemClicked, itemRemoved)
|
1707 |
'''
|
1708 |
|
1709 |
|
1710 |
class QRecognitionDialog(QDialog): |
1711 |
svgItemClicked = pyqtSignal(SymbolSvgItem) |
1712 |
itemRemoved = pyqtSignal(QGraphicsItem) |
1713 |
unBlockEvent = pyqtSignal() |
1714 |
|
1715 |
'''
|
1716 |
@history 2018.05.25 Jeongwoo Add parameter and initialize / Connect recognizeButton signal and slot
|
1717 |
2018.05.29 Jeongwoo Chnage parameter(graphicsView → parent) and Get graphicsView from parent
|
1718 |
'''
|
1719 |
|
1720 |
def __init__(self, parent, path, batch): # Parent is MainWindow |
1721 |
from AppDocData import AppDocData |
1722 |
|
1723 |
QDialog.__init__(self, parent)
|
1724 |
|
1725 |
self.parent = parent
|
1726 |
self.graphicsView = parent.graphicsView
|
1727 |
self.path = path
|
1728 |
self.xmlPath = None |
1729 |
self.ui = Recognition_UI.Ui_Recognition()
|
1730 |
self.ui.setupUi(self) |
1731 |
|
1732 |
self.ui.buttonBox.setEnabled(True) |
1733 |
self.ui.listWidget.model().rowsInserted.connect(self.rowInserted) |
1734 |
self.ui.recognizeButton.clicked.connect(self.recognizeButtonClicked) |
1735 |
self.ui.lineCheckBox.stateChanged.connect(self.checkBoxChanged) |
1736 |
self.ui.checkBoxSymbol.stateChanged.connect(self.checkBoxChanged) |
1737 |
self.ui.checkBoxText.stateChanged.connect(self.checkBoxChanged) |
1738 |
# self.ui.checkBoxTraining.stateChanged.connect(self.checkBoxChanged)
|
1739 |
self.isAccepted = False |
1740 |
self.batch = batch
|
1741 |
|
1742 |
appDocData = AppDocData.instance() |
1743 |
configs = appDocData.getAppConfigs('app', 'mode') |
1744 |
if configs and 1 == len(configs) and 'advanced' == configs[0].value: |
1745 |
pass
|
1746 |
else:
|
1747 |
self.ui.checkBoxTraining.setVisible(False) |
1748 |
|
1749 |
'''
|
1750 |
if self.batch:
|
1751 |
self.ui.lineCheckBox.setCheckState(Qt.Checked)
|
1752 |
self.ui.lineCheckBox.setEnabled(False)
|
1753 |
self.ui.checkBoxSymbol.setEnabled(False)
|
1754 |
self.ui.checkBoxText.setEnabled(False)
|
1755 |
else:
|
1756 |
self.ui.checkBoxSymbol.setCheckState(Qt.Checked)
|
1757 |
self.ui.lineCheckBox.setCheckState(Qt.Unchecked)
|
1758 |
self.ui.checkBoxText.setCheckState(Qt.Unchecked)
|
1759 |
'''
|
1760 |
self.ui.checkBoxSymbol.setCheckState(Qt.Checked)
|
1761 |
self.ui.lineCheckBox.setCheckState(Qt.Unchecked)
|
1762 |
self.ui.checkBoxText.setCheckState(Qt.Unchecked)
|
1763 |
|
1764 |
def checkBoxChanged(self, checkState): |
1765 |
'''
|
1766 |
@brief line and text cannot be reocognized alone
|
1767 |
@author euisung
|
1768 |
@date 2019.05.14
|
1769 |
'''
|
1770 |
if checkState is int(Qt.Checked): |
1771 |
if self.ui.lineCheckBox.isChecked() and not self.ui.checkBoxSymbol.isChecked(): |
1772 |
self.ui.checkBoxSymbol.setCheckState(Qt.Checked)
|
1773 |
elif self.ui.checkBoxText.isChecked() and not self.ui.checkBoxSymbol.isChecked(): |
1774 |
self.ui.checkBoxSymbol.setCheckState(Qt.Checked)
|
1775 |
elif checkState is int(Qt.Unchecked): |
1776 |
if self.ui.lineCheckBox.isChecked() and not self.ui.checkBoxSymbol.isChecked(): |
1777 |
self.ui.lineCheckBox.setCheckState(Qt.Unchecked)
|
1778 |
elif self.ui.checkBoxText.isChecked() and not self.ui.checkBoxSymbol.isChecked(): |
1779 |
self.ui.checkBoxText.setCheckState(Qt.Unchecked)
|
1780 |
|
1781 |
'''
|
1782 |
@brief QListWidget Row Inserted Listener
|
1783 |
Whenever row inserted, scroll to bottom
|
1784 |
@author Jeongwoo
|
1785 |
@date 18.04.12
|
1786 |
'''
|
1787 |
|
1788 |
def rowInserted(self, item): |
1789 |
self.ui.listWidget.scrollToBottom()
|
1790 |
|
1791 |
def accept(self): |
1792 |
self.isAccepted = True |
1793 |
QDialog.accept(self)
|
1794 |
|
1795 |
def recognizeButtonClicked(self, event): |
1796 |
"""
|
1797 |
@brief start recognization
|
1798 |
@author humkyung
|
1799 |
@history humkyung 2018.10.05 clear imgSrc before recognizing
|
1800 |
"""
|
1801 |
if self.ui.checkBoxSymbol.isChecked(): # or self.ui.checkBoxText.isChecked() or self.ui.lineCheckBox.isChecked(): |
1802 |
appDocData = AppDocData.instance() |
1803 |
appDocData.imgSrc = None
|
1804 |
area = appDocData.getArea('Drawing')
|
1805 |
if area is None: |
1806 |
QMessageBox.about(self, self.tr("Notice"), self.tr('Please select drawing area.')) |
1807 |
return
|
1808 |
|
1809 |
self.ui.recognizeButton.setEnabled(False) |
1810 |
self.ui.buttonBox.setEnabled(False) |
1811 |
self.ui.progressBar.setValue(0) |
1812 |
self.ui.listWidget.addItem("Initializing...") |
1813 |
self.startThread()
|
1814 |
|
1815 |
'''
|
1816 |
@brief add item to list widget
|
1817 |
@author humkyung
|
1818 |
@date 2018.06.19
|
1819 |
'''
|
1820 |
|
1821 |
def addListItem(self, item): |
1822 |
self.ui.listWidget.addItem(item)
|
1823 |
|
1824 |
'''
|
1825 |
@brief update progressbar with given value
|
1826 |
@author humkyung
|
1827 |
@date 2018.06.08
|
1828 |
'''
|
1829 |
|
1830 |
def updateProgress(self, maxValue, image_path): |
1831 |
self.ui.progressBar.setMaximum(maxValue)
|
1832 |
self.ui.progressBar.setValue(self.ui.progressBar.value() + 1) |
1833 |
|
1834 |
if image_path is not None and os.path.isfile(image_path): |
1835 |
self.ui.labelImage.setPixmap(QPixmap(image_path))
|
1836 |
elif image_path is not None: |
1837 |
self.ui.labelImage.setText(image_path)
|
1838 |
|
1839 |
def updateBatchProgress(self, maxValue, weight): |
1840 |
'''
|
1841 |
@brief update batch progressbar
|
1842 |
@author euisung
|
1843 |
@date 2018.11.28
|
1844 |
'''
|
1845 |
self.ui.progressBarBatch.setMaximum(maxValue * 5) |
1846 |
self.ui.progressBarBatch.setValue(self.ui.progressBarBatch.value() + weight) |
1847 |
|
1848 |
'''
|
1849 |
@brief display title
|
1850 |
@author humkyung
|
1851 |
@date 2018.08.20
|
1852 |
'''
|
1853 |
|
1854 |
def displayTitle(self, title): |
1855 |
self.ui.labelTitle.setText(title)
|
1856 |
|
1857 |
def startThread(self): |
1858 |
"""
|
1859 |
@brief start thread
|
1860 |
@author humkyung
|
1861 |
@date 2018.04.??
|
1862 |
@history 2018.05.25 Jeongwoo Moved from MainWindow
|
1863 |
2018.05.28 Jeongwoo Add connects (self.loadRecognitionResult, recognizeLine)
|
1864 |
2018.05.30 Jeongwoo Change signal name (drawDetectedItems)
|
1865 |
humkyung 2018.06.08 connect signal to self.updateProgress
|
1866 |
"""
|
1867 |
import timeit |
1868 |
from PyQt5 import QtWidgets |
1869 |
from App import App |
1870 |
|
1871 |
self.ui.buttonBox.setDisabled(True) |
1872 |
|
1873 |
# 1 - create Worker and Thread inside the Form
|
1874 |
self.obj = Worker() # no parent! |
1875 |
self.obj.path = self.path |
1876 |
self.obj.listWidget = self.ui.listWidget |
1877 |
self.obj.graphicsView = self.graphicsView |
1878 |
self.obj.isSymbolChecked = self.ui.checkBoxSymbol.isChecked() |
1879 |
self.obj.isTextChecked = self.ui.checkBoxText.isChecked() |
1880 |
self.obj.isLineChecked = self.ui.lineCheckBox.isChecked() |
1881 |
self.obj.isTrainingChecked = self.ui.checkBoxTraining.isChecked() |
1882 |
self.obj.batch = self.batch |
1883 |
self.obj.createDetectedItems = self.parent.createDetectedItems |
1884 |
self.obj.createUnknownItems = self.parent.createUnknownItems |
1885 |
self.thread = QThread() # no parent! |
1886 |
|
1887 |
# 2 - Move the Worker object to the Thread object
|
1888 |
self.obj.moveToThread(self.thread) |
1889 |
|
1890 |
# 3 - Connect Worker Signals to the Thread slots
|
1891 |
self.obj.finished.connect(self.thread.quit) |
1892 |
# self.obj.drawDetectedItems.connect(self.drawDetectedItems)
|
1893 |
# self.obj.drawDetectedLines.connect(self.drawDetectedLines)
|
1894 |
# self.obj.drawUnknownItems.connect(self.drawUnknownItems)
|
1895 |
self.obj.displayMessage.connect(self.addListItem) |
1896 |
self.obj.updateProgress.connect(self.updateProgress) |
1897 |
self.obj.updateBatchProgress.connect(self.updateBatchProgress) |
1898 |
self.obj.displayLog.connect(App.mainWnd().addMessage)
|
1899 |
self.obj.displayTitle.connect(self.displayTitle) |
1900 |
|
1901 |
# 4 - Connect Thread started signal to Worker operational slot method
|
1902 |
self.thread.started.connect(self.obj.procCounter) |
1903 |
|
1904 |
# 5 - Thread finished signal will close the app if you want!
|
1905 |
self.thread.finished.connect(self.dlgExit) |
1906 |
|
1907 |
# 6 - Start the thread
|
1908 |
self.thread.start()
|
1909 |
|
1910 |
self.tmStart = timeit.default_timer()
|
1911 |
|
1912 |
'''
|
1913 |
@brief set buttonbox's enabled flag
|
1914 |
@history 2018.05.25 Jeongwoo Moved from MainWindow
|
1915 |
2018.06.14 Jeongwoo Change sentence order
|
1916 |
2018.11.26 euisung add drawing part
|
1917 |
2018.11.26 euising move save and unknown part into executerecognition
|
1918 |
'''
|
1919 |
|
1920 |
def dlgExit(self): |
1921 |
import timeit |
1922 |
import XmlGenerator as xg |
1923 |
|
1924 |
try:
|
1925 |
self.ui.buttonBox.setEnabled(True) |
1926 |
|
1927 |
self.ui.progressBar.setValue(self.ui.progressBar.maximum()) |
1928 |
# if not self.batch:
|
1929 |
# self.parent.drawDetectedItemsToScene()
|
1930 |
except Exception as ex: |
1931 |
from App import App |
1932 |
|
1933 |
message = 'error occurred({}) in {}:{}'.format(ex, sys.exc_info()[-1].tb_frame.f_code.co_filename, |
1934 |
sys.exc_info()[-1].tb_lineno)
|
1935 |
App.mainWnd().addMessage.emit(MessageType.Error, message) |
1936 |
finally:
|
1937 |
self.tmStop = timeit.default_timer()
|
1938 |
seconds = self.tmStop - self.tmStart |
1939 |
self.ui.listWidget.addItem("\nRunning Time : {} min".format(str(round(seconds / 60, 1))) + "\n") |
1940 |
|
1941 |
'''
|
1942 |
@history 2018.05.29 Jeongwoo Call parent's method
|
1943 |
2018.05.30 Jeongwoo Change method name
|
1944 |
2018.06.09 humkyung set progressbar value to maximum
|
1945 |
2018.11.12 euisung add title block properties
|
1946 |
2018.11.29 euisung no more used
|
1947 |
'''
|
1948 |
|
1949 |
def drawDetectedItems(self, symbolList, textInfoList, otherTextInfoList, titleBlockTextInfoList, loop): |
1950 |
try:
|
1951 |
self.ui.progressBar.setValue(self.ui.progressBar.maximum()) |
1952 |
self.parent.drawDetectedItems(symbolList, textInfoList, otherTextInfoList, titleBlockTextInfoList)
|
1953 |
finally:
|
1954 |
loop.quit() |
1955 |
|
1956 |
'''
|
1957 |
@brief draw detected lines
|
1958 |
@author humkyung
|
1959 |
@date 2018.08.23
|
1960 |
@history 2018.11.27 euisung no more used
|
1961 |
'''
|
1962 |
|
1963 |
def drawDetectedLines(self, lineList, loop): |
1964 |
try:
|
1965 |
self.parent.drawDetectedLines(lineList, self.obj) |
1966 |
finally:
|
1967 |
loop.quit() |
1968 |
|
1969 |
'''
|
1970 |
@brief draw detected lines
|
1971 |
@author euisung
|
1972 |
@date 2018.11.27
|
1973 |
@history 2018.11.27 euisung no more used
|
1974 |
'''
|
1975 |
|
1976 |
def drawUnknownItems(self, path, loop): |
1977 |
try:
|
1978 |
self.parent.drawUnknownItems(path)
|
1979 |
finally:
|
1980 |
loop.quit() |